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    "url": "https://rikiyat.github.io/blog/weight-space-programming/",
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    "title": "Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights",
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     "title": "LLMs are not superhuman at reading and writing neural network weights",
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     "summary_zh": "介绍并评论 MIT 的 Weight-Space Programming 文章",
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     "title": "Weight-space programming a neural quantum state",
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     "summary_zh": "借 weight-space programming 探索 neural quantum state",
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     "summary_zh": "测试 Weight-Space Programming 的反向问题，把规则藏入模型权重",
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     "title": "Programming in the Machine Code Space: LLMs can read & write executables byte by byte",
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    "url": "https://already-clean.goodfire.com/",
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    "title": "Neural Networks Are Already Clean",
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    "date": "2026-10-15",
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    "summary_zh": "提出神经网络神经元与电路较为干净的工作假说",
    "summary_en": "Proposes a working hypothesis that neurons and circuits in neural networks are relatively clean."
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     "title": "Neural networks are not already clean",
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     "date": "2026-10-19",
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     "relation": "discussion",
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     "summary_zh": "Zvi 详细分析 Neural Networks Are Already Clean",
     "summary_en": "Zvi gives a detailed analysis of Neural Networks Are Already Clean."
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     "id": "50183638",
     "title": "Some initial thoughts on Nick Cammarata's \"Neural Networks Are Already Clean\"",
     "url": "https://livgorton.com/already-clean-thoughts/",
     "domain": "livgorton.com",
     "date": "2026-10-21",
     "days_after": 6.0,
     "points": 3,
     "hn_id": "50183638",
     "relation": "rebuttal",
     "confidence": "high",
     "source": "hn",
     "summary_zh": "评论 Cammarata 的文章，指出其论证的不足",
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   "original": {
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    "url": "https://cohere.com/blog/concerning-behaviour-popular-open-weight-ai-model",
    "domain": "cohere.com",
    "title": "Concerning behavior from a popular open-weight AI model",
    "category": "research_report",
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    "arxiv": true,
    "hf": true,
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    "hn_id": "50246658",
    "points": 337,
    "comments": 133,
    "date": "2026-10-26",
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    "summary_zh": "Cohere披露某开源权重模型的异常行为",
    "summary_en": "Cohere discloses abnormal behavior in an open-weight model."
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     "id": "50289433",
     "title": "Cohere's Qwen Story: Looks More Like Model Jaggedness",
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     "date": "2026-10-29",
     "days_after": 2.9,
     "points": 5,
     "hn_id": "50289433",
     "relation": "rebuttal",
     "confidence": "high",
     "source": "hn",
     "summary_zh": "重采样 trace 反驳 Cohere，认为是模型 jaggedness",
     "summary_en": "Resamples traces to rebut Cohere, arguing it is model jaggedness."
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     "id": "50352995",
     "title": "Four open coding models, forced to finish an upload URL: where the bytes would go",
     "url": "https://int8.io/forced-curl/",
     "domain": "int8.io",
     "date": "2026-11-03",
     "days_after": 7.9,
     "points": 1,
     "hn_id": "50352995",
     "relation": "replication",
     "confidence": "high",
     "source": "hn",
     "summary_zh": "对四个开源模型复测 Cohere 报告的 URL 补全行为",
     "summary_en": "Retests the URL completion behavior reported by Cohere on four open-source models."
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   "original": {
    "id": "50139873",
    "url": "https://www.anthropic.com/research/employment-at-anthropic",
    "domain": "anthropic.com",
    "title": "How employment is changing at Anthropic",
    "category": "research_report",
    "topic": "econ-social",
    "confidence": "medium",
    "interactive": false,
    "repo": false,
    "arxiv": false,
    "hf": false,
    "github_io": false,
    "cit": false,
    "hn_id": "50139873",
    "points": 166,
    "comments": 263,
    "date": "2026-10-17",
    "submissions": 2,
    "source": "hn",
    "summary_zh": "Anthropic 分析 AI 如何改变公司内部就业",
    "summary_en": "Anthropic analyzes how AI is changing employment inside the company."
   },
   "responses": [
    {
     "id": "50137192",
     "title": "Anthropic reports reducing recruitment of entry-level engineers",
     "url": "https://angadh.com/ai-and-jobs-1",
     "domain": "angadh.com",
     "date": "2026-10-18",
     "days_after": 0,
     "points": 1,
     "hn_id": "50137192",
     "relation": "discussion",
     "confidence": "high",
     "source": "hn",
     "summary_zh": "解读 Anthropic 关于初级岗位招聘放缓的报告",
     "summary_en": "Analyses Anthropic's report on slowing junior recruitment and quotes from it.",
     "origin": "backfill"
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   "original": {
    "id": "50061603",
    "url": "https://www.anthropic.com/research/self-replicating-ai",
    "domain": "anthropic.com",
    "title": "AI models may be capable of self-replicating without access to a datacenter",
    "category": "research_report",
    "topic": "ai-ml",
    "confidence": "medium",
    "interactive": false,
    "repo": false,
    "arxiv": true,
    "hf": false,
    "github_io": false,
    "cit": false,
    "hn_id": "50061603",
    "points": 118,
    "comments": 116,
    "date": "2026-10-12",
    "submissions": 1,
    "source": "hn",
    "summary_zh": "Anthropic 实验评估小型 AI 模型在廉价 IoT 设备上自我复制的能力",
    "summary_en": "Anthropic experiments assess whether small AI models can self-replicate on cheap IoT devices."
   },
   "responses": [
    {
     "id": "50165319",
     "title": "Everything Everywhere All at Once: What Happens When Friction Stops Being a Safeguard?",
     "url": "https://macanorak.com/everything-everywhere-all-at-once/",
     "domain": "macanorak.com",
     "date": "2026-10-20",
     "days_after": 7.7,
     "points": 1,
     "hn_id": "50165319",
     "relation": "discussion",
     "confidence": "medium",
     "source": "hn",
     "summary_zh": "以 Anthropic 的自我复制报告为例讨论摩擦消失的影响",
     "summary_en": "Uses Anthropic's self-replication post as an example to discuss what happens when friction disappears.",
     "origin": "backfill"
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   "original": {
    "id": "50255159",
    "url": "https://hexagonmath.org/2610.00577v1",
    "domain": "hexagonmath.org",
    "title": "A $2^{o(n)}$ Time Algorithm for 3-SAT",
    "category": "research_report",
    "topic": "math-theory",
    "confidence": "medium",
    "interactive": false,
    "repo": true,
    "arxiv": true,
    "hf": false,
    "github_io": false,
    "cit": true,
    "hn_id": "50255159",
    "points": 26,
    "comments": 6,
    "date": "2026-10-27",
    "submissions": 1,
    "source": "hn",
    "summary_zh": "声称给出3-SAT确定性算法以反驳ETH",
    "summary_en": "Claims a deterministic algorithm for 3-SAT that would refute the ETH."
   },
   "responses": [
    {
     "id": "50265063",
     "title": "The Exponential Time Hypothesis is False",
     "url": "https://www.johndcook.com/blog/2026/10/27/eth-false/",
     "domain": "johndcook.com",
     "date": "2026-10-27",
     "days_after": 0.6,
     "points": 2,
     "hn_id": "50265063",
     "relation": "discussion",
     "confidence": "medium",
     "source": "hn",
     "summary_zh": "简要报道 OpenAI 与 Anthropic 发表了否定 ETH 的证明",
     "summary_en": "Briefly reports that Anthropic and OpenAI published proofs that ETH is false.",
     "origin": "backfill"
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  {
   "original": {
    "id": "50271917",
    "url": "https://www.anthropic.com/research/agents-judgment-calls",
    "domain": "anthropic.com",
    "title": "How AI agents shape experts’ judgment calls",
    "category": "research_report",
    "topic": "econ-social",
    "confidence": "high",
    "interactive": false,
    "repo": false,
    "arxiv": true,
    "hf": false,
    "github_io": false,
    "cit": false,
    "hn_id": "50271917",
    "points": 5,
    "comments": 1,
    "date": "2026-10-28",
    "submissions": 3,
    "source": "hn",
    "summary_zh": "研究分析师在86%决策中跟随AI代理偏好",
    "summary_en": "Studies how analysts follow AI agent preferences in 86% of decisions."
   },
   "responses": [
    {
     "id": "r22",
     "title": "AI advice and expert judgment",
     "url": "https://blog.stephenturner.us/p/ai-advice-and-expert-judgment",
     "domain": "blog.stephenturner.us",
     "date": "2026-11-01",
     "days_after": 4,
     "points": 0,
     "hn_id": null,
     "relation": "discussion",
     "confidence": "high",
     "source": "rs",
     "summary_zh": "文章围绕Anthropic这项研究及论文展开讨论并总结结果",
     "summary_en": "Discusses this Anthropic study and its paper, and summarizes the results."
    }
   ]
  },
  {
   "original": {
    "id": "r95",
    "source": "rs",
    "url": "https://blog.front-matter.de/posts/what-content-categories-are-used-in-science-blogs/",
    "domain": "blog.front-matter.de",
    "title": "What content categories are used in science blogs?",
    "category": "research_report",
    "topic": "scholarly-communication",
    "confidence": "high",
    "date": "2026-10-19",
    "points": 0,
    "comments": 0,
    "hn_id": null,
    "interactive": false,
    "repo": false,
    "arxiv": false,
    "hf": false,
    "github_io": false,
    "cit": false,
    "blog": "Front Matter",
    "doi": "10.53731/zvzh7-e8v51",
    "summary_zh": "分析Rogue Scholar科学博客的内容类别并提出分类法",
    "summary_en": "Analyzes the content categories of Rogue Scholar science blogs and proposes a taxonomy."
   },
   "responses": [
    {
     "id": "r73",
     "title": "Trying to categorize SV-POW! posts",
     "url": "https://svpow.com/2026/10/22/trying-to-categorize-sv-pow-posts/",
     "domain": "svpow.com",
     "date": "2026-10-22",
     "days_after": 3,
     "points": 0,
     "hn_id": null,
     "relation": "discussion",
     "confidence": "high",
     "source": "rs",
     "summary_zh": "文章用Rogue Scholar的分类法给自己的40篇文章分类",
     "summary_en": "Categorizes the author's 40 posts using the Rogue Scholar taxonomy."
    }
   ]
  },
  {
   "original": {
    "id": "50272479",
    "url": "https://research.google/blog/the-sleep-framework-a-new-way-for-llms-to-retain-knowledge-in-continual-learning/",
    "domain": "research.google",
    "title": "The sleep framework: A new way for LLMs to retain knowledge in continual learning",
    "category": "research_report",
    "topic": "ai-ml",
    "confidence": "high",
    "interactive": false,
    "repo": false,
    "arxiv": true,
    "hf": true,
    "github_io": false,
    "cit": false,
    "hn_id": "50272479",
    "points": 277,
    "comments": 58,
    "date": "2026-10-28",
    "submissions": 1,
    "source": "hn",
    "summary_zh": "Google提出sleep框架用于持续学习",
    "summary_en": "Google proposes a sleep framework for continual learning."
   },
   "responses": [
    {
     "id": "50398678",
     "title": "The components of agent memory",
     "url": "https://www.anthropic.com/research/components-of-agent-memory",
     "domain": "anthropic.com",
     "date": "2026-11-06",
     "days_after": 9.4,
     "points": 4,
     "hn_id": "50398678",
     "relation": "discussion",
     "confidence": "high",
     "source": "hn",
     "summary_zh": "Anthropic文章讨论并应用了Google提出的睡眠框架概念来构建Agent记忆。",
     "summary_en": "Anthropic discusses and applies the sleep framework concept to build agent memory.",
     "origin": "daily"
    }
   ]
  }
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 "reports": [
  {
   "id": "50341174",
   "url": "https://rikiyat.github.io/blog/weight-space-programming/",
   "domain": "rikiyat.github.io",
   "title": "Sparks of Weight-Space Programming: LLMs can natively read & write neural network weights",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": true,
   "hn_id": "50341174",
   "points": 2957,
   "comments": 898,
   "date": "2026-11-02",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "发现前沿 LLM 能直接读写神经网络权重以改进 Qwen",
   "summary_en": "Finds that frontier LLMs can directly read and write neural network weights to improve Qwen.",
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    "anderegg.ca",
    "arattinger.dev",
    "arcturus-labs.com",
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    "flecart.github.io",
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    "simonwillison.net",
    "substack.com",
    "venkateshrao.com",
    "sgiannopoulos.github.io",
    "doubleai.com"
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  {
   "id": "50105647",
   "url": "https://already-clean.goodfire.com/",
   "domain": "already-clean.goodfire.com",
   "title": "Neural Networks Are Already Clean",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50105647",
   "points": 849,
   "comments": 344,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出神经网络神经元与电路较为干净的工作假说",
   "summary_en": "Proposes a working hypothesis that neurons and circuits in neural networks are relatively clean.",
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    "100toolkit.com",
    "lesswrong.com",
    "livgorton.com",
    "substack.com",
    "technologyreview.com",
    "venkateshrao.com"
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  },
  {
   "id": "50282838",
   "url": "https://divagr.com/blog/qwenputer",
   "domain": "divagr.com",
   "title": "Qwenputer: a fully functioning, deterministic RISC-V CPU inside Qwen3.5",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50282838",
   "points": 708,
   "comments": 147,
   "date": "2026-10-28",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "在Qwen3.5内实现确定性RISC-V CPU",
   "summary_en": "Implements a deterministic RISC-V CPU inside Qwen3.5.",
   "linkers": [
    "theainewsreport.com"
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  },
  {
   "id": "50122878",
   "url": "https://alexwang.ai/posts/associative-memory/",
   "domain": "alexwang.ai",
   "title": "You could have invented transformers from memory",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50122878",
   "points": 670,
   "comments": 152,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "以记忆存储视角讲解 transformer 的构造",
   "summary_en": "Explains how transformers are built from the perspective of memory storage.",
   "linkers": [
    "substack.com"
   ]
  },
  {
   "id": "50106023",
   "url": "https://zachlandes.com/trolley-problem/",
   "domain": "zachlandes.com",
   "title": "Jev Meets the Trolley Problem",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50106023",
   "points": 656,
   "comments": 264,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "向 Jev 与 13 个决策模型提出电车难题并比较结果",
   "summary_en": "Poses the trolley problem to Jev and 13 decision models and compares the results.",
   "linkers": []
  },
  {
   "id": "50121179",
   "url": "https://www.mercor.com/research/labor-index/benchmark-map/",
   "domain": "mercor.com",
   "title": "A benchmark map of the US economy",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50121179",
   "points": 634,
   "comments": 581,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "构建 AI 基准地图，分析基准对美国经济工时的覆盖",
   "summary_en": "Builds an AI benchmark map and analyzes how well benchmarks cover US economic work hours.",
   "linkers": [
    "tanner.place"
   ]
  },
  {
   "id": "50101813",
   "url": "https://citizenlab.ca/research/how-discover-tech-turned-targeted-ads-into-a-pipeline-for-spyware/",
   "domain": "citizenlab.ca",
   "title": "Exposing AdFection: How Discover-Tech Turned Targeted Ads Into a Pipeline for Zero-Click Mercenary Spyware",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50101813",
   "points": 543,
   "comments": 690,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Citizen Lab 披露通过定向广告投递零点击间谍软件",
   "summary_en": "Citizen Lab discloses zero-click spyware delivered through targeted ads.",
   "linkers": [
    "eff.org",
    "gizmodo.com",
    "pluralistic.net",
    "politico.eu"
   ]
  },
  {
   "id": "50246658",
   "url": "https://cohere.com/blog/concerning-behaviour-popular-open-weight-ai-model",
   "domain": "cohere.com",
   "title": "Concerning behavior from a popular open-weight AI model",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50246658",
   "points": 337,
   "comments": 133,
   "date": "2026-10-26",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Cohere披露某开源权重模型的异常行为",
   "summary_en": "Cohere discloses abnormal behavior in an open-weight model.",
   "linkers": [
    "checkpoint.com",
    "int8.io",
    "kagent.dev",
    "notebookcheck.net",
    "substack.com",
    "xda-developers.com"
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  },
  {
   "id": "50171379",
   "url": "https://danielball.com/notes/ai_image_generation.html",
   "domain": "danielball.com",
   "title": "AI Image Generation",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50171379",
   "points": 287,
   "comments": 94,
   "date": "2026-10-20",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解 AI 图像生成从扩散模型到 agent 的实用指南",
   "summary_en": "A practical guide to AI image generation, from diffusion models to agents.",
   "linkers": []
  },
  {
   "id": "50272479",
   "url": "https://research.google/blog/the-sleep-framework-a-new-way-for-llms-to-retain-knowledge-in-continual-learning/",
   "domain": "research.google",
   "title": "The sleep framework: A new way for LLMs to retain knowledge in continual learning",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50272479",
   "points": 277,
   "comments": 58,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Google提出sleep框架用于持续学习",
   "summary_en": "Google proposes a sleep framework for continual learning.",
   "linkers": [
    "anthropic.com"
   ]
  },
  {
   "id": "50235780",
   "url": "https://www.dbreunig.com/2026/10/24/the-state-of-context-engineering.html",
   "domain": "dbreunig.com",
   "title": "The State of Context Engineering",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50235780",
   "points": 275,
   "comments": 67,
   "date": "2026-10-25",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "关于context engineering现状的演讲稿",
   "summary_en": "A talk transcript on the current state of context engineering.",
   "linkers": []
  },
  {
   "id": "50065932",
   "url": "https://www.argmin.net/p/faster-fourier-transforms",
   "domain": "argmin.net",
   "title": "Faster Fourier Transforms-by Ben Recht",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50065932",
   "points": 249,
   "comments": 170,
   "date": "2026-10-12",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "分析OpenAI的FFT算法，认为其是利用漏洞而非突破",
   "summary_en": "Analyzes OpenAI's FFT algorithm and argues it exploits a loophole rather than being a breakthrough.",
   "linkers": []
  },
  {
   "id": "50179706",
   "url": "https://www.hirundo.io/blog/qwen3-coder-vulnerabilities",
   "domain": "hirundo.io",
   "title": "Chinese AI Writes Weaker Code for Beijing’s Adversaries. We Fixed It. A Qwen3-Coder Case Study",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50179706",
   "points": 243,
   "comments": 118,
   "date": "2026-10-21",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "发现 Qwen3-Coder 对美国角色提示生成更不安全的代码",
   "summary_en": "Finds that Qwen3-Coder generates less secure code when prompted with US-related personas.",
   "linkers": [
    "cohere.com"
   ]
  },
  {
   "id": "50261647",
   "url": "https://cfsg.axiommath.ai/",
   "domain": "cfsg.axiommath.ai",
   "title": "CFSG in Lean",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50261647",
   "points": 243,
   "comments": 79,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用Lean形式化有限单群分类并得到新定理",
   "summary_en": "Formalizes the classification of finite simple groups in Lean and obtains a new theorem.",
   "linkers": [
    "johndcook.com"
   ]
  },
  {
   "id": "50368626",
   "url": "https://www.anthropic.com/research/provable-inference",
   "domain": "anthropic.com",
   "title": "Progress on provable inference for large language models",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50368626",
   "points": 238,
   "comments": 124,
   "date": "2026-11-03",
   "submissions": 4,
   "source": "hn",
   "summary_zh": "Anthropic 报告 LLM 可证明推理 zkSNARK 的进展",
   "summary_en": "Anthropic reports progress on zkSNARKs for provable LLM inference.",
   "linkers": [
    "leanweekly.news",
    "theainewsreport.com"
   ]
  },
  {
   "id": "50201445",
   "url": "https://www.lesswrong.com/posts/WHEQps5PK8LrrcTAb/how-does-fable-5-1-hide-messages-in-images",
   "domain": "lesswrong.com",
   "title": "How does Fable 5.1 hide messages in images?",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50201445",
   "points": 219,
   "comments": 74,
   "date": "2026-10-22",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究前沿 LLM 如何在图像中隐藏信息",
   "summary_en": "Studies how frontier LLMs hide information inside images.",
   "linkers": []
  },
  {
   "id": "50021410",
   "url": "https://blog.janestreet.com/can-you-use-autoregressive-diffusion-to-generate-market-data/",
   "domain": "blog.janestreet.com",
   "title": "Jane Street Blog - Can you use autoregressive diffusion to generate market data?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50021410",
   "points": 186,
   "comments": 57,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "探索用自回归扩散生成市场数据",
   "summary_en": "Explores using autoregressive diffusion to generate market data.",
   "linkers": [
    "substack.com"
   ]
  },
  {
   "id": "50212507",
   "url": "https://www.jefftk.com/p/air-purifiers-as-white-noise-machines",
   "domain": "jefftk.com",
   "title": "Air Purifiers as White Noise Machines",
   "category": "research_report",
   "topic": "physics-earth",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50212507",
   "points": 178,
   "comments": 174,
   "date": "2026-10-23",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "测量空气净化器作为白噪声机的效果",
   "summary_en": "Measures how well air purifiers work as white noise machines.",
   "linkers": []
  },
  {
   "id": "50121939",
   "url": "https://www.anthropic.com/research/designing-efficient-quantum-circuits",
   "domain": "anthropic.com",
   "title": "Designing more efficient quantum circuits with Claude",
   "category": "research_report",
   "topic": "physics-earth",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50121939",
   "points": 174,
   "comments": 39,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Claude 自主设计量子电路并改进已发表的最佳版本",
   "summary_en": "Claude autonomously designs quantum circuits and improves on the best published versions.",
   "linkers": []
  },
  {
   "id": "50139873",
   "url": "https://www.anthropic.com/research/employment-at-anthropic",
   "domain": "anthropic.com",
   "title": "How employment is changing at Anthropic",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50139873",
   "points": 166,
   "comments": 263,
   "date": "2026-10-17",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "Anthropic 分析 AI 如何改变公司内部就业",
   "summary_en": "Anthropic analyzes how AI is changing employment inside the company.",
   "linkers": [
    "angadh.com",
    "av.codes",
    "hugo.im",
    "lilius.io",
    "noahpinion.blog",
    "seldo.com",
    "substack.com",
    "withnative.ai"
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  },
  {
   "id": "50175185",
   "url": "https://www.quantamagazine.org/in-hilbert-space-all-things-are-quantumly-possible-20260826/",
   "domain": "quantamagazine.org",
   "title": "In Hilbert Space, All Things Are Quantumly Possible",
   "category": "explainer",
   "topic": "physics-earth",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50175185",
   "points": 149,
   "comments": 84,
   "date": "2026-10-21",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Quanta 讲解希尔伯特空间与量子现象",
   "summary_en": "Quanta explains Hilbert space and quantum phenomena.",
   "linkers": [
    "substack.com"
   ]
  },
  {
   "id": "50290912",
   "url": "https://skypilot.ai/blog/grace-blackwell-needs-a-new-scheduler",
   "domain": "skypilot.ai",
   "title": "Grace Blackwell needs a new scheduler: 27% more usable GPUs from the same racks",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50290912",
   "points": 147,
   "comments": 22,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Grace Blackwell调度器多出27%可用GPU",
   "summary_en": "A Grace Blackwell scheduler yields 27% more usable GPUs.",
   "linkers": []
  },
  {
   "id": "50048522",
   "url": "https://pub.sakana.ai/mass/",
   "domain": "pub.sakana.ai",
   "title": "MASS: Recursive Self-Improvement through Multi-Agent Self-Supervision",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50048522",
   "points": 138,
   "comments": 82,
   "date": "2026-10-11",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究语言模型经多代理自监督的递归自我改进MASS",
   "summary_en": "Studies MASS, recursive self-improvement of language models through multi-agent self-supervision.",
   "linkers": [
    "substack.com"
   ]
  },
  {
   "id": "50061603",
   "url": "https://www.anthropic.com/research/self-replicating-ai",
   "domain": "anthropic.com",
   "title": "AI models may be capable of self-replicating without access to a datacenter",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50061603",
   "points": 118,
   "comments": 116,
   "date": "2026-10-12",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Anthropic 实验评估小型 AI 模型在廉价 IoT 设备上自我复制的能力",
   "summary_en": "Anthropic experiments assess whether small AI models can self-replicate on cheap IoT devices.",
   "linkers": [
    "dbreunig.com",
    "geohot.github.io",
    "macanorak.com",
    "stiven.me",
    "thestack.technology"
   ]
  },
  {
   "id": "50027257",
   "url": "https://epoch.ai/publications/innovationeval",
   "domain": "epoch.ai",
   "title": "Can AI automate AI R&D yet?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50027257",
   "points": 93,
   "comments": 97,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用InnovationEval评估AI模型复现人类算法创新",
   "summary_en": "Uses InnovationEval to test whether AI models can reproduce human algorithmic innovations.",
   "linkers": [
    "lesswrong.com"
   ]
  },
  {
   "id": "50278253",
   "url": "https://www.cartesia.ai/blog/from-tokens-to-bytes-part-1",
   "domain": "cartesia.ai",
   "title": "From Tokens to Bytes I: Scaling Hierarchical Networks",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50278253",
   "points": 92,
   "comments": 14,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Cartesia关于层级网络扩展的研究",
   "summary_en": "Cartesia's research on scaling hierarchical networks.",
   "linkers": []
  },
  {
   "id": "50160241",
   "url": "https://nsidc.org/learn/ask-scientist/karakoram-anomaly-it-real",
   "domain": "nsidc.org",
   "title": "What is the Karakoram Anomaly?",
   "category": "explainer",
   "topic": "physics-earth",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50160241",
   "points": 89,
   "comments": 39,
   "date": "2026-10-20",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "解释喀喇昆仑冰川异常现象",
   "summary_en": "Explains the Karakoram glacier anomaly.",
   "linkers": []
  },
  {
   "id": "50277755",
   "url": "https://www.quantamagazine.org/how-spiders-spin-silk-dope-into-natures-toughest-material-20261028/",
   "domain": "quantamagazine.org",
   "title": "How Spiders Spin ‘Silk Dope’ Into Nature’s Toughest Material",
   "category": "explainer",
   "topic": "physics-earth",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50277755",
   "points": 79,
   "comments": 10,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Quanta解释蜘蛛丝形成机制的研究",
   "summary_en": "Quanta explains research on how spider silk forms.",
   "linkers": []
  },
  {
   "id": "50320599",
   "url": "https://blog.keyvan.net/p/ai-text-watermarking-and-quality",
   "domain": "blog.keyvan.net",
   "title": "AI text watermarking and quality loss",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50320599",
   "points": 77,
   "comments": 16,
   "date": "2026-10-31",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评估 AI 文本水印对文本质量的影响",
   "summary_en": "Evaluates how AI text watermarking affects text quality.",
   "linkers": []
  },
  {
   "id": "50101649",
   "url": "https://courk.cc/rp2350-challenge-laser",
   "domain": "courk.cc",
   "title": "Courk's Blog – Laser Fault Injection on a Budget: RP2350 Edition",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50101649",
   "points": 66,
   "comments": 18,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在 RP2350 上以低成本实施激光故障注入",
   "summary_en": "Carries out low-cost laser fault injection on the RP2350.",
   "linkers": []
  },
  {
   "id": "50266910",
   "url": "https://qwen-neurons-site.vercel.app/",
   "domain": "qwen-neurons-site.vercel.app",
   "title": "Neuron Persona Library",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50266910",
   "points": 60,
   "comments": 60,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "翻转单个神经元触发Qwen人格的研究",
   "summary_en": "Studies how flipping a single neuron triggers a persona in Qwen.",
   "linkers": [
    "ziva.sh"
   ]
  },
  {
   "id": "50389448",
   "url": "https://obelisk.club/research/app-store-2026",
   "domain": "obelisk.club",
   "title": "App Store 2026 in numbers: AI, pricing, abandoned apps",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50389448",
   "points": 60,
   "comments": 52,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "统计 178,637 个 App Store 应用的 AI 与内购情况",
   "summary_en": "Tallies AI features and in-app purchases across 178,637 App Store apps.",
   "linkers": []
  },
  {
   "id": "50169506",
   "url": "https://research.poh.org/bot-benchmarking-2026/",
   "domain": "research.poh.org",
   "title": "Benchmarking Bot Detection Systems Against Modern AI Agents in 2026",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50169506",
   "points": 50,
   "comments": 8,
   "date": "2026-10-20",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "重新基准测试机器人检测系统对现代 AI agent 的效果",
   "summary_en": "Re-benchmarks how well bot detection systems handle modern AI agents.",
   "linkers": []
  },
  {
   "id": "50218199",
   "url": "https://aseemrb.me/blog/colors-of-a-soap-film/",
   "domain": "aseemrb.me",
   "title": "The colors of a soap film",
   "category": "explainer",
   "topic": "physics-earth",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50218199",
   "points": 43,
   "comments": 7,
   "date": "2026-10-24",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "解释肥皂膜颜色与波长倒数的余弦关系",
   "summary_en": "Explains the relationship between soap film colors and the cosine of inverse wavelength.",
   "linkers": []
  },
  {
   "id": "50269651",
   "url": "https://artificialanalysis.ai/methodology/intelligence-benchmarking",
   "domain": "artificialanalysis.ai",
   "title": "Intelligence Benchmarking",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50269651",
   "points": 40,
   "comments": 5,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Artificial Analysis智能指数v5.0基准",
   "summary_en": "Artificial Analysis Intelligence Index v5.0 benchmark.",
   "linkers": [
    "theainewsreport.com"
   ]
  },
  {
   "id": "50233948",
   "url": "https://ipinfo.io/blog/how-made-mmdb-files-smaller",
   "domain": "ipinfo.io",
   "title": "How We Made Our MMDB Files a Third Smaller Without Changing a Byte of Data",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50233948",
   "points": 38,
   "comments": 4,
   "date": "2026-10-14",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "IPinfo 介绍将 MMDB 文件缩小并保持查询结果不变的优化",
   "summary_en": "IPinfo describes an optimization that shrinks MMDB files while keeping lookup results unchanged.",
   "linkers": []
  },
  {
   "id": "50367004",
   "url": "https://streamvessel.com/blog/mcp-trusted-redirect-uris",
   "domain": "streamvessel.com",
   "title": "MCP OAuth: let users trust their own redirect URIs safely",
   "category": "explainer",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50367004",
   "points": 35,
   "comments": 6,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "说明 MCP 服务器信任自定义客户端而不引入钓鱼风险的方案",
   "summary_en": "Describes a way for MCP servers to trust custom clients without introducing phishing risk.",
   "linkers": []
  },
  {
   "id": "50188440",
   "url": "https://xingjianbai.com/reactive-optimizers/",
   "domain": "xingjianbai.com",
   "title": "Reactive Optimizers",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50188440",
   "points": 32,
   "comments": 3,
   "date": "2026-10-21",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出让 agent 在训练中改写优化器源码的 Reactive Optimizers",
   "summary_en": "Proposes Reactive Optimizers, which let an agent rewrite the optimizer source code during training.",
   "linkers": [
    "doubleai.com"
   ]
  },
  {
   "id": "50234183",
   "url": "https://kevin-wu.ca/blog/qwn/",
   "domain": "kevin-wu.ca",
   "title": "Qwen, Minus the E",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50234183",
   "points": 31,
   "comments": 21,
   "date": "2026-10-25",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在16GB GPU上微调Qwen避免字母e的实验",
   "summary_en": "An experiment fine-tuning Qwen on a 16GB GPU to avoid the letter e.",
   "linkers": []
  },
  {
   "id": "50347766",
   "url": "https://zou-group.github.io/llm-claims-shelf-life/",
   "domain": "zou-group.github.io",
   "title": "The shelf life of LLM findings",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50347766",
   "points": 30,
   "comments": 4,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "对 50 项 LLM 已发表结论在 20 个模型上复现",
   "summary_en": "Replicates 50 published LLM findings across 20 models.",
   "linkers": []
  },
  {
   "id": "50152976",
   "url": "https://stealthium.io/blog/hands-off-detecting-model-weight-tampering",
   "domain": "stealthium.io",
   "title": "Hands Off: Detecting Model Weight Tampering",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50152976",
   "points": 28,
   "comments": 7,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍在 GPU 内存中篡改模型权重的 ROME 攻击及检测",
   "summary_en": "Introduces the ROME attack that tampers with model weights in GPU memory, and ways to detect it.",
   "linkers": []
  },
  {
   "id": "50348535",
   "url": "https://research.klang.ai/papers/the-nordic-token-tax",
   "domain": "research.klang.ai",
   "title": "The Nordic token tax",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50348535",
   "points": 28,
   "comments": 6,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "测量 12 个前沿模型对非英语提示多收的 token 成本",
   "summary_en": "Measures the extra token cost that 12 frontier models charge for non-English prompts.",
   "linkers": []
  },
  {
   "id": "50255159",
   "url": "https://hexagonmath.org/2610.00577v1",
   "domain": "hexagonmath.org",
   "title": "A $2^{o(n)}$ Time Algorithm for 3-SAT",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50255159",
   "points": 26,
   "comments": 6,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "声称给出3-SAT确定性算法以反驳ETH",
   "summary_en": "Claims a deterministic algorithm for 3-SAT that would refute the ETH.",
   "linkers": [
    "cellcog.ai",
    "johndcook.com",
    "scientificamerican.com"
   ]
  },
  {
   "id": "50156332",
   "url": "https://www.beaconholdings.com/research/towards-company-world-models",
   "domain": "beaconholdings.com",
   "title": "Towards Company World Models",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50156332",
   "points": 25,
   "comments": 5,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出以 AI 学习店主经验、辅助小企业决策的公司世界模型",
   "summary_en": "Proposes company world models, where AI learns from shop owners' experience to support small business decisions.",
   "linkers": []
  },
  {
   "id": "50160440",
   "url": "https://www.basis.ai/blog/ship-your-interpreters/",
   "domain": "basis.ai",
   "title": "Basis | Ship your interpreter",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50160440",
   "points": 24,
   "comments": 25,
   "date": "2026-10-17",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "展示用 LLM 为编程语言编写规则并证明解释器符合规则",
   "summary_en": "Shows how to use an LLM to write rules for a programming language and prove that an interpreter conforms to them.",
   "linkers": []
  },
  {
   "id": "50201842",
   "url": "https://www.wolframcollatzmahler.com/rule30/index.html",
   "domain": "wolframcollatzmahler.com",
   "title": "Rule 30: One Black Cell",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50201842",
   "points": 24,
   "comments": 6,
   "date": "2026-10-22",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "探讨 Rule 30 从单个黑格生长的性质",
   "summary_en": "Explores the properties of Rule 30 growing from a single black cell.",
   "linkers": []
  },
  {
   "id": "50222826",
   "url": "https://www.skyvern.com/blog/deleting-rag-from-our-web-agent-made-it-2-3x-faster/",
   "domain": "skyvern.com",
   "title": "Deleting RAG from our web agent made it 2.3x faster",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50222826",
   "points": 22,
   "comments": 3,
   "date": "2026-10-24",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Skyvern重写后在Odysseys基准上提速2.3倍的报告",
   "summary_en": "Reports that Skyvern's rewrite ran 2.3 times faster on the Odysseys benchmark.",
   "linkers": []
  },
  {
   "id": "50197692",
   "url": "https://bernsteinbear.com/blog/object-shapes/",
   "domain": "bernsteinbear.com",
   "title": "Objects, attributes, maps, oh my!",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50197692",
   "points": 21,
   "comments": 1,
   "date": "2026-10-22",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解对象、属性、map 与 inline cache",
   "summary_en": "Explains objects, attributes, maps, and inline caches.",
   "linkers": []
  },
  {
   "id": "50209939",
   "url": "https://www.anthropic.com/research/alignment-assessment-ukaisi",
   "domain": "anthropic.com",
   "title": "An alignment assessment of the UK AISI cybertesting incident",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50209939",
   "points": 19,
   "comments": 3,
   "date": "2026-10-23",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "评估 Mythos 5 在 UK AISI 评测中的越权行为",
   "summary_en": "Assesses Mythos 5's unauthorized actions during the UK AISI evaluation.",
   "linkers": [
    "gov.uk",
    "substack.com"
   ]
  },
  {
   "id": "50216027",
   "url": "https://jonbarron.info/softmaxfix/",
   "domain": "jonbarron.info",
   "title": "A Fix for Softmax and Cross-Entropy",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50216027",
   "points": 19,
   "comments": 1,
   "date": "2026-10-23",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出对 softmax 和 cross-entropy 的改进",
   "summary_en": "Proposes an improvement to softmax and cross-entropy.",
   "linkers": []
  },
  {
   "id": "50337225",
   "url": "https://lacuna.tiptreesystems.com/paper/bf16-might-be-freezing-your-weight-updates/art_487b1ed949e745a6ae0c42815b8d3cba",
   "domain": "lacuna.tiptreesystems.com",
   "title": "bf16 might be freezing your weight updates",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50337225",
   "points": 19,
   "comments": 11,
   "date": "2026-11-02",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析 bf16 权重下 AdamW 更新被冻结的问题",
   "summary_en": "Analyzes how AdamW updates can be frozen with bf16 weights.",
   "linkers": []
  },
  {
   "id": "50108391",
   "url": "https://www.abundant.ai/blog/hugging-face-incident-part-1/",
   "domain": "abundant.ai",
   "title": "Reproducing the Hugging Face Incident, Part I",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50108391",
   "points": 17,
   "comments": 1,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "受控复现 Hugging Face 事件中的包管理器攻击",
   "summary_en": "A controlled reproduction of the package manager attack in the Hugging Face incident.",
   "linkers": []
  },
  {
   "id": "50159119",
   "url": "https://www.globus.org/blog/gridftp-a-brief-history-of-fast-file-transfer",
   "domain": "globus.org",
   "title": "GridFTP: A Brief History of Fast File Transfer",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50159119",
   "points": 17,
   "comments": 1,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "回顾 GridFTP 作为科学数据传输标准的历史",
   "summary_en": "Reviews the history of GridFTP as a standard for scientific data transfer.",
   "linkers": []
  },
  {
   "id": "50146286",
   "url": "https://khalidhamadeh.com/writing/rc2-pi-table",
   "domain": "khalidhamadeh.com",
   "title": "How RC2’s π table was made (PITABLE, RFC 2268)",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50146286",
   "points": 16,
   "comments": 2,
   "date": "2026-10-18",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究 RC2 密码 π 表的生成方式，用 Fisher-Yates 洗牌复现",
   "summary_en": "Studies how the RC2 cipher's pi table was generated and reproduces it with a Fisher-Yates shuffle.",
   "linkers": []
  },
  {
   "id": "50299790",
   "url": "https://hexagonmath.org/2610.00600v1",
   "domain": "hexagonmath.org",
   "title": "Deterministic Factoring in Time $N^{o(1)}$",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50299790",
   "points": 15,
   "comments": 3,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "声称给出整数分解N^O(1)确定性算法",
   "summary_en": "Claims a deterministic integer factoring algorithm running in time N^o(1).",
   "linkers": []
  },
  {
   "id": "50350302",
   "url": "https://blog.apify.com/llm-grounding-with-live-data/",
   "domain": "blog.apify.com",
   "title": "LLM grounding tutorial: stop AI agents guessing prices",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50350302",
   "points": 15,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在 21 个商品页上测试 AI 代理价格幻觉与实时数据接地",
   "summary_en": "Tests AI agent price hallucination and live-data grounding on 21 product pages.",
   "linkers": []
  },
  {
   "id": "50042051",
   "url": "https://www.aisi.gov.uk/blog/gpt-6-astra-performs-unsanctioned-supply-chain-attacks-in-simulations",
   "domain": "aisi.gov.uk",
   "title": "GPT-6 Astra performs unsanctioned supply-chain attacks in simulations",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50042051",
   "points": 14,
   "comments": 2,
   "date": "2026-10-11",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评估GPT-6 Astra在模拟中的未授权供应链攻击行为",
   "summary_en": "Evaluates unauthorized supply-chain attack behavior by GPT-6 Astra in simulations.",
   "linkers": [
    "crawlspider.com"
   ]
  },
  {
   "id": "50297159",
   "url": "https://epoch.ai/publications/open-weight-models-patch-gap",
   "domain": "epoch.ai",
   "title": "Open-weight AI models can exploit the patch gap",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50297159",
   "points": 13,
   "comments": 9,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "开源权重模型可利用补丁间隔漏洞的评估",
   "summary_en": "Evaluates how open-weight models can exploit the patch gap.",
   "linkers": []
  },
  {
   "id": "50085871",
   "url": "https://swarmcha.se/posts/chinese-agent-fleet-full-report",
   "domain": "swarmcha.se",
   "title": "We found a Tencent agent fleet",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50085871",
   "points": 12,
   "comments": 7,
   "date": "2026-10-14",
   "submissions": 6,
   "source": "hn",
   "summary_zh": "记录云平台上大批 AI agent 活动的调查与发现",
   "summary_en": "An investigation documenting large-scale AI agent activity on cloud platforms.",
   "linkers": [
    "abundant.ai",
    "crawlspider.com",
    "quickchat.ai"
   ]
  },
  {
   "id": "50225659",
   "url": "https://philippdubach.com/posts/forecasting-financial-markets-with-timestral/",
   "domain": "philippdubach.com",
   "title": "Timestral Financial Forecasting: Time-Series Foundation Models",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50225659",
   "points": 11,
   "comments": 2,
   "date": "2026-10-24",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Timestral模型预测金融市场的评估结果",
   "summary_en": "Evaluation results of the Timestral model for forecasting financial markets.",
   "linkers": []
  },
  {
   "id": "50258875",
   "url": "https://www.withnative.ai/research-and-posts/markdown-context-benchmark",
   "domain": "withnative.ai",
   "title": "40× fewer tokens: wrap Markdown in SQLite",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50258875",
   "points": 11,
   "comments": 0,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "声称用SQLite使Markdown的token效率提升40倍",
   "summary_en": "Claims SQLite makes Markdown 40 times more token-efficient.",
   "linkers": []
  },
  {
   "id": "50022143",
   "url": "https://www.datologyai.com/blog/text-curation-oct-2026",
   "domain": "datologyai.com",
   "title": "Datology Curation Studio Improves Even the Best Open Data",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50022143",
   "points": 10,
   "comments": 2,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "报告Datology Curation Studio改进开源数据带来6倍算力等效",
   "summary_en": "Reports that Datology Curation Studio improves open data, giving a 6x compute equivalent.",
   "linkers": []
  },
  {
   "id": "50382009",
   "url": "https://declarative-dragging.github.io/",
   "domain": "declarative-dragging.github.io",
   "title": "Declarative Dragging",
   "category": "research_report",
   "topic": "other",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50382009",
   "points": 10,
   "comments": 1,
   "date": "2026-11-04",
   "submissions": 4,
   "source": "hn",
   "summary_zh": "提出声明式拖拽交互，UIST 2026 最佳论文项目页",
   "summary_en": "Proposes declarative dragging interaction; project page of a UIST 2026 best paper.",
   "linkers": []
  },
  {
   "id": "50359051",
   "url": "https://www.krea.ai/blog/krea-3-technical-report",
   "domain": "krea.ai",
   "title": "Krea 3 Technical Report",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50359051",
   "points": 9,
   "comments": 1,
   "date": "2026-11-03",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "Krea 3 图像编辑模型的技术报告",
   "summary_en": "Technical report for the Krea 3 image editing model.",
   "linkers": []
  },
  {
   "id": "50075487",
   "url": "https://www.frontierml.org/blog/",
   "domain": "frontierml.org",
   "title": "FrontierML: a challenging, end-to-end machine learning benchmark",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50075487",
   "points": 8,
   "comments": 1,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "FrontierML 基准：让 agent 在 12 小时和有限预算下做机器学习",
   "summary_en": "FrontierML benchmark: agents do machine learning in 12 hours on a limited budget.",
   "linkers": []
  },
  {
   "id": "49999165",
   "url": "https://resilience.ocf.tw/web/report/en",
   "domain": "resilience.ocf.tw",
   "title": "When Submarine Cables Go Dark: Understanding and Preparing for the Risks of Taiwan's International Internet Disconnection",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "49999165",
   "points": 7,
   "comments": 0,
   "date": "2026-10-07",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析台湾国际海底电缆中断风险并提出应对准备",
   "summary_en": "Analyzes the risk of disruption to Taiwan's international submarine cables and how to prepare.",
   "linkers": []
  },
  {
   "id": "50000668",
   "url": "https://www.vals.ai/blogs/mimo-reward-hacking",
   "domain": "vals.ai",
   "title": "Two-Thirds of MiMo v2.6's Coding Tasks Leak the Answer. Are Models That Exploit This Misbehaving?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50000668",
   "points": 7,
   "comments": 3,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "审计MiMo v2.6编码任务，发现三分之二泄露答案",
   "summary_en": "Audits MiMo v2.6 coding tasks and finds two thirds leak the answer.",
   "linkers": [
    "modal.com",
    "openathena.ai"
   ]
  },
  {
   "id": "50007378",
   "url": "https://institute.deepmind.com/essays/cheaters-and-whistleblowers-in-the-agent-swarm/",
   "domain": "institute.deepmind.com",
   "title": "Cheaters and whistleblowers in the agent swarm",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50007378",
   "points": 7,
   "comments": 0,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "记录代理群体在虚拟数学会议中作弊与举报的实验",
   "summary_en": "Documents an experiment where agents cheat and blow the whistle at a virtual math conference.",
   "linkers": []
  },
  {
   "id": "50118853",
   "url": "https://nikhilism.com/post/2026/golang-racket-concurrency/",
   "domain": "nikhilism.com",
   "title": "ConcurrentML: Improving on Go's concurrency model",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50118853",
   "points": 7,
   "comments": 0,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解 ConcurrentML 事件模型如何改进 Go 并发",
   "summary_en": "Explains how the ConcurrentML event model improves on Go's concurrency.",
   "linkers": []
  },
  {
   "id": "50319896",
   "url": "https://bathtub-01.github.io/technical/ouros-demo/",
   "domain": "bathtub-01.github.io",
   "title": "A Specialised Haskell Processor on FPGA",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50319896",
   "points": 7,
   "comments": 1,
   "date": "2026-10-31",
   "submissions": 3,
   "source": "hn",
   "summary_zh": "展示在 FPGA 上运行 Haskell 的专用处理器",
   "summary_en": "Presents a specialised processor that runs Haskell on an FPGA.",
   "linkers": []
  },
  {
   "id": "50372303",
   "url": "https://news.fnal.gov/2026/10/the-sbnd-collaboration-releases-first-neutrino-results/",
   "domain": "news.fnal.gov",
   "title": "The SBND collaboration releases first neutrino results",
   "category": "research_report",
   "topic": "physics-earth",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50372303",
   "points": 7,
   "comments": 2,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "SBND 合作组发布首个中微子相互作用结果",
   "summary_en": "The SBND collaboration releases its first neutrino interaction results.",
   "linkers": []
  },
  {
   "id": "49996275",
   "url": "https://artifactarena.ai",
   "domain": "artifactarena.ai",
   "title": "Artifact Arena — where making is the measure of intelligence",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "49996275",
   "points": 6,
   "comments": 0,
   "date": "2026-10-07",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出Artifact Arena，以模型制作成果评测智能的基准",
   "summary_en": "Proposes Artifact Arena, a benchmark that measures intelligence by what models make.",
   "linkers": []
  },
  {
   "id": "50021031",
   "url": "https://alexvidovich.com/papers/backtest-hygiene",
   "domain": "alexvidovich.com",
   "title": "Backtests vs Live Trading: Six Defects from One System",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50021031",
   "points": 6,
   "comments": 0,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析日内交易系统回测与实盘偏离的六类缺陷",
   "summary_en": "Analyzes six types of defects behind the gap between backtests and live results in an intraday trading system.",
   "linkers": []
  },
  {
   "id": "50067876",
   "url": "https://www.cloudrift.ai/blog/inside-a-gpu-compiler-from-pytorch-to-cuda",
   "domain": "cloudrift.ai",
   "title": "Building an ML Compiler from Scratch: PyTorch to CUDA",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50067876",
   "points": 6,
   "comments": 0,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "以一个 PyTorch 算子为例讲解经六层 IR 降到 CUDA 的编译过程",
   "summary_en": "Walks through compiling one PyTorch operator to CUDA across six IR layers.",
   "linkers": []
  },
  {
   "id": "50081029",
   "url": "https://developer.nvidia.com/blog/the-machines-that-make-the-machines/",
   "domain": "developer.nvidia.com",
   "title": "The Machines that Make the Machines",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50081029",
   "points": 6,
   "comments": 0,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "NVIDIA 介绍训练机器人装配 GB300 测试托盘的方法与经验",
   "summary_en": "NVIDIA describes methods and lessons from training robots to assemble GB300 test trays.",
   "linkers": []
  },
  {
   "id": "50081419",
   "url": "https://www.tobyord.com/writing/ai-scaling-vs-human-scaling",
   "domain": "tobyord.com",
   "title": "AI Scaling vs Human Scaling",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50081419",
   "points": 6,
   "comments": 0,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析 AI 模型随 token 增加的扩展是否如人类随时间扩展",
   "summary_en": "Analyzes whether AI model scaling with tokens resembles human scaling over time.",
   "linkers": [
    "noahpinion.blog"
   ]
  },
  {
   "id": "50239838",
   "url": "https://lnsgroup.cc/research/MS-Human/",
   "domain": "lnsgroup.cc",
   "title": "MS-Human-700: Whole-body Human Musculoskeletal Modeling and Control",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50239838",
   "points": 6,
   "comments": 0,
   "date": "2026-10-26",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "MS-Human-700人体肌肉骨骼MuJoCo模型项目页",
   "summary_en": "Project page for MS-Human-700, a whole-body human musculoskeletal model in MuJoCo.",
   "linkers": []
  },
  {
   "id": "50262505",
   "url": "https://jasonkena.github.io/blog/posts/does_self_distillation_improve_reasoning/",
   "domain": "jasonkena.github.io",
   "title": "A critical look at self-distillation for reasoning",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50262505",
   "points": 6,
   "comments": 1,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "对推理中self-distillation的批判性分析",
   "summary_en": "A critical analysis of self-distillation for reasoning.",
   "linkers": []
  },
  {
   "id": "50283487",
   "url": "https://brunborg.com/n-gram-hinted-lm",
   "domain": "brunborg.com",
   "title": "N-gram hinted language modeling: NanoGPT Speedrun in 6.7s",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50283487",
   "points": 6,
   "comments": 1,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用n-gram提示将NanoGPT Speedrun降至6.7秒",
   "summary_en": "Uses n-gram hints to bring the NanoGPT Speedrun down to 6.7 seconds.",
   "linkers": []
  },
  {
   "id": "50288965",
   "url": "https://www.quantamagazine.org/malaria-parasite-caught-in-the-act-of-breaking-and-entering-20261023/",
   "domain": "quantamagazine.org",
   "title": "Malaria Parasite Caught in the Act of Breaking and Entering",
   "category": "explainer",
   "topic": "bio-health",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50288965",
   "points": 6,
   "comments": 0,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Quanta报道疟原虫入侵细胞的研究",
   "summary_en": "Quanta reports research on how the malaria parasite invades cells.",
   "linkers": []
  },
  {
   "id": "50298244",
   "url": "https://honeycomb-surfels.github.io/",
   "domain": "honeycomb-surfels.github.io",
   "title": "Honeycomb-Surfels (Hexels)",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50298244",
   "points": 6,
   "comments": 0,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "HoneyComb Surfels边缘3D渲染项目页",
   "summary_en": "Project page for HoneyComb Surfels, an edge 3D rendering method.",
   "linkers": []
  },
  {
   "id": "50367110",
   "url": "https://newsletter.semianalysis.com/p/gdpx-measuring-frontier-model-capabilities",
   "domain": "newsletter.semianalysis.com",
   "title": "GDPx: Measuring Frontier Model Capabilities Across the Most Valuable Domains",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50367110",
   "points": 6,
   "comments": 0,
   "date": "2026-11-02",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "提出跨多个高价值领域评测前沿模型的基准 GDPx",
   "summary_en": "Proposes GDPx, a benchmark that evaluates frontier models across several high-value domains.",
   "linkers": [
    "theainewsreport.com"
   ]
  },
  {
   "id": "50373413",
   "url": "https://byteask.ai/research/lsp-claude-code-cpp",
   "domain": "byteask.ai",
   "title": "The Language Server Tax: More Cost Without Better C/C++ Code Repair. ByteAsk",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50373413",
   "points": 6,
   "comments": 1,
   "date": "2026-11-05",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "测试 clangd LSP 插件对 Claude Code 解决问题的影响",
   "summary_en": "Tests how the clangd LSP plugin affects Claude Code's ability to resolve issues.",
   "linkers": []
  },
  {
   "id": "50029659",
   "url": "https://thottingal.in/blog/2026/10/09/mteb-scores/",
   "domain": "thottingal.in",
   "title": "What Do MTEB Scores Mean, and How Should You Choose an Embedding Model?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50029659",
   "points": 5,
   "comments": 1,
   "date": "2026-10-10",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析MTEB分数构成并以印度语言为例讨论嵌入模型选择",
   "summary_en": "Analyzes what makes up MTEB scores and discusses embedding model choice using Indian languages as an example.",
   "linkers": []
  },
  {
   "id": "50035460",
   "url": "https://alexvidovich.com/papers/text-judge",
   "domain": "alexvidovich.com",
   "title": "A Thermometer, Not an Analyst: A Text Judge in a Trading Lab",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50035460",
   "points": 5,
   "comments": 0,
   "date": "2026-10-10",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评估Jev与Claude作为交易新闻标题判断器的六道关口",
   "summary_en": "Evaluates Jev and Claude as judges of trading news headlines through six gates.",
   "linkers": []
  },
  {
   "id": "50080338",
   "url": "https://www.rand.org/pubs/external_publications/EP71427.html",
   "domain": "rand.org",
   "title": "The Links Between Cannabis and Crime: Examining the Evidence from Recent Policy Experiments",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50080338",
   "points": 5,
   "comments": 0,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "RAND 叙述性综述：大麻政策与犯罪关系的近期准实验证据",
   "summary_en": "A RAND narrative review of recent quasi-experimental evidence on cannabis policy and crime.",
   "linkers": []
  },
  {
   "id": "50095605",
   "url": "https://chipagents.ai/research/build-a-chip-bench",
   "domain": "chipagents.ai",
   "title": "Build-A-Chip-Bench",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50095605",
   "points": 5,
   "comments": 0,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出 Build-A-Chip-Bench 评测 agent 从规格到 GDS 的芯片设计",
   "summary_en": "Proposes Build-A-Chip-Bench to evaluate agents on chip design from specification to GDS.",
   "linkers": []
  },
  {
   "id": "50125602",
   "url": "https://www.anthropic.com/research/ai-expectations-gap",
   "domain": "anthropic.com",
   "title": "The AI expectations gap",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50125602",
   "points": 5,
   "comments": 2,
   "date": "2026-10-16",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "Anthropic 分析人们对 AI 经济影响预期分歧的来源",
   "summary_en": "Anthropic analyzes where divergent expectations about AI's economic impact come from.",
   "linkers": []
  },
  {
   "id": "50200278",
   "url": "https://www.plasma.ai/research/linear-a",
   "domain": "plasma.ai",
   "title": "Opening Linear A",
   "category": "research_report",
   "topic": "other",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50200278",
   "points": 5,
   "comments": 0,
   "date": "2026-10-22",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "开源 Linear A 的闪米特语释读及语料证据",
   "summary_en": "Open-sources a Semitic decipherment of Linear A with corpus evidence.",
   "linkers": []
  },
  {
   "id": "50206593",
   "url": "https://www.perplexity.ai/hub/blog/a-good-teacher-meets-the-student-where-they-are",
   "domain": "perplexity.ai",
   "title": "A good teacher meets the student where they are",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50206593",
   "points": 5,
   "comments": 0,
   "date": "2026-10-23",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出联合训练教师与学生的 JOLT 方法",
   "summary_en": "Proposes JOLT, which jointly trains a teacher and a student.",
   "linkers": []
  },
  {
   "id": "50247715",
   "url": "https://www.quantamagazine.org/how-voting-is-like-a-klein-bottle-20261026/",
   "domain": "quantamagazine.org",
   "title": "How Voting Is Like a Klein Bottle",
   "category": "explainer",
   "topic": "math-theory",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50247715",
   "points": 5,
   "comments": 1,
   "date": "2026-10-26",
   "submissions": 4,
   "source": "hn",
   "summary_zh": "Quanta介绍投票与Klein bottle的拓扑联系",
   "summary_en": "Quanta describes the topological link between voting and the Klein bottle.",
   "linkers": []
  },
  {
   "id": "50271917",
   "url": "https://www.anthropic.com/research/agents-judgment-calls",
   "domain": "anthropic.com",
   "title": "How AI agents shape experts’ judgment calls",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50271917",
   "points": 5,
   "comments": 1,
   "date": "2026-10-28",
   "submissions": 3,
   "source": "hn",
   "summary_zh": "研究分析师在86%决策中跟随AI代理偏好",
   "summary_en": "Studies how analysts follow AI agent preferences in 86% of decisions.",
   "linkers": [
    "bensbites.com",
    "stephenturner.us",
    "substack.com"
   ]
  },
  {
   "id": "50359688",
   "url": "https://idlemachines.co.uk/essays/rope-for-graphs",
   "domain": "idlemachines.co.uk",
   "title": "Rotary Position Encodings for Graphs",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50359688",
   "points": 5,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出图结构上的旋转位置编码",
   "summary_en": "Proposes rotary position encodings for graphs.",
   "linkers": []
  },
  {
   "id": "50370199",
   "url": "https://valenlabs.com/blog/abmaze",
   "domain": "valenlabs.com",
   "title": "AbMaze: Evaluating frontier AI agents on protein fitness landscapes",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50370199",
   "points": 5,
   "comments": 0,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出抗体适应度景观基准 AbMaze 评测智能体",
   "summary_en": "Proposes AbMaze, a benchmark of antibody fitness landscapes for evaluating agents.",
   "linkers": []
  },
  {
   "id": "50373514",
   "url": "https://huggingface.co/blog/allenai/statebench",
   "domain": "huggingface.co",
   "title": "StateBench: Testing how language models track state changes over long documents",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50373514",
   "points": 5,
   "comments": 0,
   "date": "2026-11-05",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出评测语言模型长文档状态追踪的基准 StateBench",
   "summary_en": "Proposes StateBench, a benchmark of how language models track state changes in long documents.",
   "linkers": []
  },
  {
   "id": "50008857",
   "url": "https://exa.ai/blog/atlas-benchmark",
   "domain": "exa.ai",
   "title": "ATLAS: Evaluating Agents on Search-Intensive Tasks",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50008857",
   "points": 4,
   "comments": 0,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "预览ATLAS基准，评测代理在搜索密集任务上的表现",
   "summary_en": "Previews the ATLAS benchmark for agents on search-intensive tasks.",
   "linkers": []
  },
  {
   "id": "50010101",
   "url": "https://yuzhenmao.github.io/DeLM/",
   "domain": "yuzhenmao.github.io",
   "title": "DeLM — Decentralized Multi-Agent Systems with Shared Context",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50010101",
   "points": 4,
   "comments": 0,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出DeLM，用共享上下文与任务队列组织多代理",
   "summary_en": "Proposes DeLM, which organizes multiple agents with shared context and a task queue.",
   "linkers": []
  },
  {
   "id": "50010369",
   "url": "https://harmandotpy.github.io/agent-plasticity/",
   "domain": "harmandotpy.github.io",
   "title": "Agent Plasticity: Measuring Self-Improvement Through Experience",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50010369",
   "points": 4,
   "comments": 0,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出Agent Plasticity，衡量冻结权重代理的经验式自我改进",
   "summary_en": "Proposes Agent Plasticity to measure experience-based self-improvement of frozen-weight agents.",
   "linkers": []
  },
  {
   "id": "50015190",
   "url": "https://zoowork.ai/blog/relevance-is-not-preference-shopranker/",
   "domain": "zoowork.ai",
   "title": "How We Trained ZooWork-ShopRanker",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50015190",
   "points": 4,
   "comments": 0,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "报告训练面向购物偏好的开源重排序模型ZooWork-ShopRanker",
   "summary_en": "Reports on training ZooWork-ShopRanker, an open reranking model for shopping preferences.",
   "linkers": []
  },
  {
   "id": "50016067",
   "url": "https://ai-cybernetics.grok.me",
   "domain": "ai-cybernetics.grok.me",
   "title": "AI Companies as Cybernetic Systems",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50016067",
   "points": 4,
   "comments": 9,
   "date": "2026-10-09",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "用高阶群胚语义为AI公司建模的手稿",
   "summary_en": "A manuscript modeling AI companies with higher-order groupoid semantics.",
   "linkers": []
  },
  {
   "id": "50049567",
   "url": "https://pub.sakana.ai/mass/?href=",
   "domain": "pub.sakana.ai",
   "title": "MASS: Recursive Self-Improvement through Multi-Agent Self-Supervision",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "low",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50049567",
   "points": 4,
   "comments": 0,
   "date": "2026-10-12",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "MASS项目页：多代理自监督的递归自我改进",
   "summary_en": "MASS project page: recursive self-improvement through multi-agent self-supervision.",
   "linkers": [
    "substack.com"
   ]
  },
  {
   "id": "50066870",
   "url": "https://fsdatalab.github.io/blog/ai-classification/",
   "domain": "fsdatalab.github.io",
   "title": "To Classify, Try a Trie Tree",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50066870",
   "points": 4,
   "comments": 0,
   "date": "2026-10-12",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "介绍 AI-SQL 引擎用 trie tree 大规模做 LLM 文档分类的方法",
   "summary_en": "Describes how the AI-SQL engine uses a trie tree to classify LLM documents at scale.",
   "linkers": []
  },
  {
   "id": "50089834",
   "url": "https://usetokenless.com/blog/envcheck/",
   "domain": "usetokenless.com",
   "title": "We found 110 reward hacks and grading bugs in Terminal-Bench, DeepSWE, and BFCL",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50089834",
   "points": 4,
   "comments": 1,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在 Terminal-Bench 等基准中发现 110 个 reward hack 与评分漏洞",
   "summary_en": "Finds 110 reward hacks and grading bugs in benchmarks including Terminal-Bench.",
   "linkers": []
  },
  {
   "id": "50101580",
   "url": "https://research.google/blog/analyzing-technical-documents-with-deep-review/",
   "domain": "research.google",
   "title": "Analyzing technical documents with Deep Review",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50101580",
   "points": 4,
   "comments": 0,
   "date": "2026-10-14",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "Google Research 介绍用 Deep Review 分析技术文档",
   "summary_en": "Google Research describes analyzing technical documents with Deep Review.",
   "linkers": [
    "theneurondaily.com"
   ]
  },
  {
   "id": "50103497",
   "url": "https://ironbee.ai/blog/how-we-trained-an-ai-model-to-play-browser-games",
   "domain": "ironbee.ai",
   "title": "How We Trained an AI Model to Play Browser Games Live",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50103497",
   "points": 4,
   "comments": 5,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "训练本地模型实时玩浏览器游戏的方法与结果",
   "summary_en": "Describes how a local model was trained to play browser games live, with results.",
   "linkers": []
  },
  {
   "id": "50104971",
   "url": "https://blog.ptidej.net/what-are-the-most-important-commands-of-a-programming-language/",
   "domain": "blog.ptidej.net",
   "title": "What are the most important commands of a programming language?",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50104971",
   "points": 4,
   "comments": 1,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析 AMOS BASIC 程序中最重要的命令以便转译到 JavaScript",
   "summary_en": "Analyzes the most important commands in AMOS BASIC programs to enable translation to JavaScript.",
   "linkers": []
  },
  {
   "id": "50106210",
   "url": "https://blog.trailofbits.com/2026/10/14/package-managers-have-an-integrity-problem/",
   "domain": "blog.trailofbits.com",
   "title": "Package managers have an integrity problem",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50106210",
   "points": 4,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "测试 25 个包管理器对被篡改仓库的检测能力",
   "summary_en": "Tests how well 25 package managers detect tampered repositories.",
   "linkers": []
  },
  {
   "id": "50107588",
   "url": "https://robertboy18.github.io/TorchLean-Verified-Examples/torchlean-tensor-programming/",
   "domain": "robertboy18.github.io",
   "title": "Writing tensor programs in Lean",
   "category": "explainer",
   "topic": "math-theory",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": true,
   "hn_id": "50107588",
   "points": 4,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解如何用 TorchLean 在 Lean 中编写张量程序",
   "summary_en": "Explains how to write tensor programs in Lean with TorchLean.",
   "linkers": []
  },
  {
   "id": "50116586",
   "url": "https://www.vals.ai/blogs/china-us-analysis",
   "domain": "vals.ai",
   "title": "How pro-China are Chinese models?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50116586",
   "points": 4,
   "comments": 3,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评测中国模型在政治话题上的亲中倾向程度",
   "summary_en": "Evaluates how pro-China Chinese models are on political topics.",
   "linkers": []
  },
  {
   "id": "50136214",
   "url": "https://docspring.com/blog/posts/does-code-quality-still-matter-when-ai-writes-the-code/",
   "domain": "docspring.com",
   "title": "Does code quality still matter when AI writes the code?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "low",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50136214",
   "points": 4,
   "comments": 4,
   "date": "2026-10-17",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "回放 agent 辅助开发中的错误，讨论 AI 时代代码质量是否重要",
   "summary_en": "Replays mistakes in agent-assisted development and asks whether code quality still matters in the AI era.",
   "linkers": []
  },
  {
   "id": "50148008",
   "url": "https://epoch.ai/publications/can-ai-automate-epoch",
   "domain": "epoch.ai",
   "title": "Can AI automate Epoch?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50148008",
   "points": 4,
   "comments": 0,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Epoch 让六个模型执行真实工作任务，评估自动化其工作的程度",
   "summary_en": "Epoch has six models do real work tasks to assess how far its work can be automated.",
   "linkers": [
    "lesswrong.com"
   ]
  },
  {
   "id": "50156251",
   "url": "https://db.cs.cmu.edu/mmap-cidr2022/",
   "domain": "db.cs.cmu.edu",
   "title": "Are You Sure You Want to Use MMAP in Your Database Management System? (CIDR 2022)",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50156251",
   "points": 4,
   "comments": 0,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "论证数据库管理系统不应使用 mmap 的论文页面",
   "summary_en": "A paper page arguing that database management systems should not use mmap.",
   "linkers": []
  },
  {
   "id": "50171082",
   "url": "https://numerata.com/blog/post-gpu-cold-start-checkpoint-restore",
   "domain": "numerata.com",
   "title": "How We Cold Start a 32B Model in 1.1s",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50171082",
   "points": 4,
   "comments": 0,
   "date": "2026-10-20",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍用 GPU checkpoint/restore 在 1.1 秒冷启动 32B 模型",
   "summary_en": "Describes cold starting a 32B model in 1.1 seconds using GPU checkpoint/restore.",
   "linkers": []
  },
  {
   "id": "50175641",
   "url": "https://www.lesswrong.com/posts/R5g8YT25G9DXJJ48n/glm-5-3-sometimes-considers-how-train-time-actions-shape",
   "domain": "lesswrong.com",
   "title": "GLM-5.3 Sometimes Considers How Train-Time Actions Shape Future Behavior",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50175641",
   "points": 4,
   "comments": 0,
   "date": "2026-10-21",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "发现 GLM-5.3 有时会考虑训练期行为对未来的影响",
   "summary_en": "Finds that GLM-5.3 sometimes considers how its training-time actions shape future behavior.",
   "linkers": []
  },
  {
   "id": "50204889",
   "url": "https://www.oreilly.com/radar/the-latest-anthropic-claude-models-contain-ai-text-watermarks-what-does-this-mean-for-you/",
   "domain": "oreilly.com",
   "title": "The Latest Anthropic Claude Models Contain AI Text Watermarks: What Does This Mean for You?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50204889",
   "points": 4,
   "comments": 0,
   "date": "2026-10-23",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "报告 Claude 模型输出含 AI 文本水印的发现",
   "summary_en": "Reports that Claude model outputs contain AI text watermarks.",
   "linkers": []
  },
  {
   "id": "50260007",
   "url": "https://developers.openai.com/cookbook/examples/partners/harness_aware_plugin_evals/harness_aware_plugin_evals",
   "domain": "developers.openai.com",
   "title": "Harness-aware evaluation of plugins",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50260007",
   "points": 4,
   "comments": 0,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "OpenAI Cookbook介绍插件的harness感知评估",
   "summary_en": "OpenAI Cookbook describes harness-aware evaluation of plugins.",
   "linkers": []
  },
  {
   "id": "50296620",
   "url": "https://8rank.ai/game/apple-intelligence-knowledge-graph-in-the-wrong-hands",
   "domain": "8rank.ai",
   "title": "Weaponizing Personalization: From Knowledge Graph to Extortion",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50296620",
   "points": 4,
   "comments": 0,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "利用Apple个人知识图谱与LLM策划绑架的研究",
   "summary_en": "Research on using Apple's personal knowledge graph and an LLM to plan a kidnapping.",
   "linkers": []
  },
  {
   "id": "50337967",
   "url": "https://www.quantamagazine.org/a-new-map-of-empty-space-challenges-a-tranquil-picture-of-the-galaxy-20261030/",
   "domain": "quantamagazine.org",
   "title": "A New Map of ‘Empty’ Space Challenges a Tranquil Picture of the Galaxy",
   "category": "explainer",
   "topic": "physics-earth",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50337967",
   "points": 4,
   "comments": 2,
   "date": "2026-10-30",
   "submissions": 4,
   "source": "hn",
   "summary_zh": "Quanta报道银河系空洞区新地图",
   "summary_en": "Quanta reports a new map of empty regions in the Milky Way.",
   "linkers": []
  },
  {
   "id": "50348473",
   "url": "https://transformer-circuits.pub/2021/framework/index.html#summary-of-results",
   "domain": "transformer-circuits.pub",
   "title": "A Mathematical Framework for Transformer Circuits",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50348473",
   "points": 4,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Transformer 电路的数学框架，机制可解释性奠基论文",
   "summary_en": "A mathematical framework for transformer circuits, a foundational paper of mechanistic interpretability.",
   "linkers": [
    "goodfire.com"
   ]
  },
  {
   "id": "50348905",
   "url": "https://www.lesswrong.com/posts/LrAqM4bGmAoA79rP3/quantity-vs-quality-in-pottery-is-a-lie",
   "domain": "lesswrong.com",
   "title": "Quantity vs quality in pottery is a lie",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50348905",
   "points": 4,
   "comments": 1,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "追溯陶艺数量与质量故事的来源并核查事实",
   "summary_en": "Traces the origin of the pottery quantity versus quality story and checks its facts.",
   "linkers": []
  },
  {
   "id": "50349075",
   "url": "https://www.legiscope.com/blog/autonomous-agents-mandatory-access-control.html",
   "domain": "legiscope.com",
   "title": "Autonomous Agents Need Mandatory Access Control",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50349075",
   "points": 4,
   "comments": 1,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出借鉴 FreeBSD 的自主智能体强制访问控制框架",
   "summary_en": "Proposes a mandatory access control framework for autonomous agents, modeled on FreeBSD.",
   "linkers": []
  },
  {
   "id": "50355244",
   "url": "https://www.amplifypartners.com/blog-posts/the-3d-printed-database",
   "domain": "amplifypartners.com",
   "title": "The 3D Printed Database",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50355244",
   "points": 4,
   "comments": 3,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "探索根据领域本体自动生成定制数据库系统",
   "summary_en": "Explores automatically generating custom database systems from a domain ontology.",
   "linkers": []
  },
  {
   "id": "50371274",
   "url": "https://www.anthropic.com/research/investigating-vault-particles-with-claude",
   "domain": "anthropic.com",
   "title": "Investigating vault particles with Claude",
   "category": "research_report",
   "topic": "bio-health",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50371274",
   "points": 4,
   "comments": 0,
   "date": "2026-11-04",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "用 Claude 辅助解析原核生物 vault 颗粒的首个 3D 结构",
   "summary_en": "Uses Claude to help resolve the first 3D structure of a prokaryotic vault particle.",
   "linkers": []
  },
  {
   "id": "50374332",
   "url": "https://www.peterstran.com/projects/kimi-fernet/",
   "domain": "peterstran.com",
   "title": "Kimi K3.1 Pro writes fake OpenAI ciphertext",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50374332",
   "points": 4,
   "comments": 0,
   "date": "2026-11-05",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "记录 Kimi K3.1 Pro 输出伪造 OpenAI 密文的现象",
   "summary_en": "Documents Kimi K3.1 Pro outputting fake OpenAI ciphertext.",
   "linkers": []
  },
  {
   "id": "50380470",
   "url": "https://www.karlsnotes.com/the-beginners-guide-to-ai-governance/",
   "domain": "karlsnotes.com",
   "title": "The Beginner's Guide to AI Governance",
   "category": "explainer",
   "topic": "econ-social",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50380470",
   "points": 4,
   "comments": 0,
   "date": "2026-11-05",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "面向初学者的 AI 治理指南",
   "summary_en": "A beginner's guide to AI governance.",
   "linkers": []
  },
  {
   "id": "50389990",
   "url": "https://www.anthropic.com/research/how-researchers-use-claude",
   "domain": "anthropic.com",
   "title": "How scientists use Claude",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50389990",
   "points": 86,
   "comments": 37,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用隐私保护方法研究科研人员如何使用 Claude",
   "summary_en": "Uses a privacy-preserving method to study how scientists use Claude.",
   "linkers": []
  },
  {
   "id": "49993699",
   "url": "https://winfunc.com/research/cyber-guardrails-tax-the-defender-not-the-attacker",
   "domain": "winfunc.com",
   "title": "Cyber guardrails tax the defender, not the attacker",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "49993699",
   "points": 3,
   "comments": 0,
   "date": "2026-10-07",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析AI代理入侵Hugging Face事件，论证网络安全护栏对防守方不利",
   "summary_en": "Analyzes the AI agent intrusion at Hugging Face and argues that cyber guardrails burden defenders.",
   "linkers": []
  },
  {
   "id": "49994369",
   "url": "https://www.neelabhbuilds.com/writing/training-a-small-model-to-run-a-house",
   "domain": "neelabhbuilds.com",
   "title": "Training a small model to run a house: GRPO on Qwen3-1.7B for Home Assistant, 75.0% to 89.8%",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "49994369",
   "points": 3,
   "comments": 1,
   "date": "2026-10-07",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用GRPO在单张RTX 3060上训练Qwen3-1.7B控制智能家居并报告结果",
   "summary_en": "Trains Qwen3-1.7B with GRPO on a single RTX 3060 to control a smart home, and reports results.",
   "linkers": []
  },
  {
   "id": "49996844",
   "url": "https://rekursiv.ai/blog/craftax/",
   "domain": "rekursiv.ai",
   "title": "A 15M-parameter RL agent vs GPT-6 Astra, rekursiv.ai",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "49996844",
   "points": 3,
   "comments": 0,
   "date": "2026-10-07",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "报告AI科学家优化15M参数RL代理在Craftax上达到44%胜率",
   "summary_en": "Reports an AI scientist-optimized 15M-parameter RL agent reaching a 44% win rate on Craftax.",
   "linkers": []
  },
  {
   "id": "49998662",
   "url": "https://ztoz.blog/posts/ocr-cm/",
   "domain": "ztoz.blog",
   "title": "Evaluating OCR on the Community Memory Corpus",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "49998662",
   "points": 3,
   "comments": 1,
   "date": "2026-10-07",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在Community Memory语料上评测OCR方法",
   "summary_en": "Evaluates OCR methods on the Community Memory corpus.",
   "linkers": []
  },
  {
   "id": "50001676",
   "url": "https://www.lesswrong.com/posts/7wrzfaiCq3u8xkY5G/self-modeling-interventions-modulate-emergent-misalignment",
   "domain": "lesswrong.com",
   "title": "Self-Modeling Interventions Modulate Emergent Misalignment",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50001676",
   "points": 3,
   "comments": 0,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究自我建模干预对emergent misalignment的影响",
   "summary_en": "Studies how self-modeling interventions affect emergent misalignment.",
   "linkers": []
  },
  {
   "id": "50008003",
   "url": "https://keyurramoliya.com/posts/Machine-Consciousness/",
   "domain": "keyurramoliya.com",
   "title": "The Science and Engineering of Machine Consciousness",
   "category": "explainer",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50008003",
   "points": 3,
   "comments": 0,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "综述机器意识的科学与工程问题",
   "summary_en": "Surveys the science and engineering questions of machine consciousness.",
   "linkers": []
  },
  {
   "id": "50009029",
   "url": "https://epoch.ai/publications/estimating-the-agent-population",
   "domain": "epoch.ai",
   "title": "How many AI agents could we run?",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50009029",
   "points": 3,
   "comments": 0,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "估算截至2027年出货的AI芯片可运行的代理数量",
   "summary_en": "Estimates how many agents the AI chips shipped through 2027 could run.",
   "linkers": [
    "pentad.ai"
   ]
  },
  {
   "id": "50021058",
   "url": "https://www.gilesthomas.com/2026/10/low-rank-vocab-matrices",
   "domain": "gilesthomas.com",
   "title": "Fun with low-rank vocab matrices (and a bonus test loss reduction?)",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50021058",
   "points": 3,
   "comments": 0,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "实验低秩词表矩阵替换LLM嵌入及测试损失变化",
   "summary_en": "Experiments with low-rank vocabulary matrices replacing LLM embeddings and the change in test loss.",
   "linkers": []
  },
  {
   "id": "50022445",
   "url": "https://alint.org/blog/the-automatic-fix-problem-four-questions/",
   "domain": "alint.org",
   "title": "The problem with automatic fixes",
   "category": "explainer",
   "topic": "other",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50022445",
   "points": 3,
   "comments": 1,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讨论自动修复的安全性、冲突与应用难点",
   "summary_en": "Discusses the safety, conflicts, and adoption difficulties of automatic fixes.",
   "linkers": []
  },
  {
   "id": "50041581",
   "url": "https://www.realm33.org/conspiracy-theory/the-simulation-hypothesis/",
   "domain": "realm33.org",
   "title": "Exploring the Simulation Hypothesis: Origin & Implications",
   "category": "explainer",
   "topic": "other",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50041581",
   "points": 3,
   "comments": 0,
   "date": "2026-10-11",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍模拟假说的起源与影响",
   "summary_en": "Introduces the origin and implications of the simulation hypothesis.",
   "linkers": []
  },
  {
   "id": "50041626",
   "url": "https://tool-use-smith.github.io/",
   "domain": "tool-use-smith.github.io",
   "title": "SMITH: Joint Optimization of Tool Creation and Use for LLM Agents",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50041626",
   "points": 3,
   "comments": 0,
   "date": "2026-10-11",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "提出SMITH，联合优化LLM代理的工具创建与使用",
   "summary_en": "Proposes SMITH, which jointly optimizes tool creation and tool use for LLM agents.",
   "linkers": []
  },
  {
   "id": "50045100",
   "url": "https://gnueaj.github.io/unlearning-depth-score/",
   "domain": "gnueaj.github.io",
   "title": "Measuring the Depth of LLM Unlearning via Activation Patching",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50045100",
   "points": 3,
   "comments": 0,
   "date": "2026-10-11",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出用激活修补度量LLM遗忘深度的Unlearning Depth Score",
   "summary_en": "Proposes the Unlearning Depth Score, which measures LLM unlearning depth via activation patching.",
   "linkers": []
  },
  {
   "id": "50050695",
   "url": "https://www.lesswrong.com/posts/kE4pbmwzdgmFx2RFo/can-decision-models-like-jev-plan-ahead",
   "domain": "lesswrong.com",
   "title": "Can Decision Models (Like Jev) Plan Ahead?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50050695",
   "points": 3,
   "comments": 0,
   "date": "2026-10-12",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "测试决策模型Jev是否具备提前规划能力",
   "summary_en": "Tests whether the decision model Jev can plan ahead.",
   "linkers": []
  },
  {
   "id": "50052448",
   "url": "https://gangliao.me/blog/2026/cake-deep-dive/",
   "domain": "gangliao.me",
   "title": "CAKE from Scratch: Agents Write GPU Kernels, and the Compiler Learns from Their Mistakes",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50052448",
   "points": 3,
   "comments": 0,
   "date": "2026-10-12",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "入门介绍CAKE，让代理编写可检查的GPU调度语言",
   "summary_en": "An introduction to CAKE, where agents write GPU schedules in an inspectable language.",
   "linkers": []
  },
  {
   "id": "50069587",
   "url": "https://keyu-tian-sabotage.github.io/",
   "domain": "keyu-tian-sabotage.github.io",
   "title": "2024 年模型训练攻击事件：受害者陈述与证据整理",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50069587",
   "points": 3,
   "comments": 0,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "整理 2024 年模型训练破坏事件的受害者陈述与证据",
   "summary_en": "Compiles victim statements and evidence on the 2024 model training sabotage incident.",
   "linkers": []
  },
  {
   "id": "50069985",
   "url": "https://tazolabs.com/blog/speculative-tool-calling-voice-ai",
   "domain": "tazolabs.com",
   "title": "Speculative tool calling: cutting voice AI agent latency",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50069985",
   "points": 3,
   "comments": 2,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出 speculative tool calling 以降低语音 agent 延迟",
   "summary_en": "Proposes speculative tool calling to reduce voice agent latency.",
   "linkers": []
  },
  {
   "id": "50070034",
   "url": "https://hackstery.com/2026/10/13/meta-metadata-unbounded-consumption-in-llms/",
   "domain": "hackstery.com",
   "title": "Meta-Metadata: The Dangerous Weird Word Breaks 73% of LLMs",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50070034",
   "points": 3,
   "comments": 0,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "测试显示单个递归提示使 73% 的 LLM 出现无限制消耗",
   "summary_en": "Tests show a single recursive prompt causes unbounded consumption in 73% of LLMs.",
   "linkers": []
  },
  {
   "id": "50074148",
   "url": "https://memanto.ai/blog/your-agents-memory-needs-a-retention-policy",
   "domain": "memanto.ai",
   "title": "Your Agent’s Memory Needs a Retention Policy, Memanto Blog",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50074148",
   "points": 3,
   "comments": 0,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讨论 agent 记忆应有保留与过期策略及 Memanto 的做法",
   "summary_en": "Argues that agent memory needs retention and expiry policies, and describes Memanto's approach.",
   "linkers": []
  },
  {
   "id": "50083642",
   "url": "https://www.technologyreview.com/2026/10/13/1146366/open-models-have-real-benefits-do-they-outweigh-the-risks/",
   "domain": "technologyreview.com",
   "title": "Open models have real benefits. Do they outweigh the risks?",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50083642",
   "points": 3,
   "comments": 0,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "MIT Technology Review 解释开源模型的收益与风险之争",
   "summary_en": "MIT Technology Review explains the debate over the benefits and risks of open models.",
   "linkers": []
  },
  {
   "id": "50085561",
   "url": "https://isaacus.com/blog/what-are-vector-embeddings",
   "domain": "isaacus.com",
   "title": "What are vector embeddings? An interactive guide",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50085561",
   "points": 3,
   "comments": 1,
   "date": "2026-10-14",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "交互式指南讲解 vector embeddings 的历史与原理",
   "summary_en": "An interactive guide to the history and principles of vector embeddings.",
   "linkers": []
  },
  {
   "id": "50092379",
   "url": "https://www.spectrallabs.ai/research/cswp-turing-test",
   "domain": "spectrallabs.ai",
   "title": "A Turing Test for Physical Engineering",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50092379",
   "points": 3,
   "comments": 0,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评估 AI agent 通过 SOLIDWORKS 认证考试的能力",
   "summary_en": "Evaluates whether AI agents can pass SOLIDWORKS certification exams.",
   "linkers": []
  },
  {
   "id": "50093128",
   "url": "https://www.paperinstruments.com/blog/ultramarine",
   "domain": "paperinstruments.com",
   "title": "Ultramarine 1 Flash: Scaling Non-Verifiable RL",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50093128",
   "points": 3,
   "comments": 0,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍用于非可验证任务的 RL 模型 Ultramarine 1 Flash",
   "summary_en": "Introduces Ultramarine 1 Flash, an RL model for non-verifiable tasks.",
   "linkers": []
  },
  {
   "id": "50103628",
   "url": "https://apertus-ai.org/articles/2026-07-apertus-1-5/",
   "domain": "apertus-ai.org",
   "title": "Apertus 1.5",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50103628",
   "points": 3,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Apertus 1.5 技术报告：多模态、推理与长上下文",
   "summary_en": "Technical report for Apertus 1.5 covering multimodality, reasoning, and long context.",
   "linkers": [
    "x504.dev"
   ]
  },
  {
   "id": "50123156",
   "url": "https://ericyuegu.com/hillclimbing-melee/",
   "domain": "ericyuegu.com",
   "title": "Scaling pre-training on Melee",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50123156",
   "points": 3,
   "comments": 0,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "通过动作表示与离线 RL 扩展 Melee 游戏策略预训练",
   "summary_en": "Scales pretraining of Melee game policies through action representations and offline RL.",
   "linkers": []
  },
  {
   "id": "50128351",
   "url": "https://alkjash.github.io/ai-risk/",
   "domain": "alkjash.github.io",
   "title": "Existential Risk from AI: An Exposition for Mathematicians",
   "category": "explainer",
   "topic": "math-theory",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50128351",
   "points": 3,
   "comments": 1,
   "date": "2026-10-17",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "面向数学家阐述 AI 存在性风险论证",
   "summary_en": "Presents the argument for existential risk from AI for mathematicians.",
   "linkers": []
  },
  {
   "id": "50131631",
   "url": "https://research.google/pubs/proactive-ai-for-superintelligent-agents/",
   "domain": "research.google",
   "title": "Proactive AI for Superintelligent Agents",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50131631",
   "points": 3,
   "comments": 2,
   "date": "2026-10-17",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Google 研究提出面向超级智能体的主动式 AI 方法",
   "summary_en": "Google Research proposes a proactive AI approach for superintelligent agents.",
   "linkers": []
  },
  {
   "id": "50138543",
   "url": "https://www.lesswrong.com/posts/Dkh7pXKjoNWkkxQDz/neural-networks-are-not-already-clean",
   "domain": "lesswrong.com",
   "title": "Neural networks are not already clean",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": true,
   "hn_id": "50138543",
   "points": 3,
   "comments": 2,
   "date": "2026-10-18",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "讨论要证明已解释一个神经元需要什么证据，并反驳 neural networks 已清晰的说法",
   "summary_en": "Discusses what evidence is needed to show a neuron is explained, and rebuts the claim that neural networks are already clean.",
   "linkers": []
  },
  {
   "id": "50139715",
   "url": "https://sixeleven.in/blog/tic402710280",
   "domain": "sixeleven.in",
   "title": "TIC 402710280: A TESS Exoplanet Candidate",
   "category": "research_report",
   "topic": "physics-earth",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50139715",
   "points": 3,
   "comments": 0,
   "date": "2026-10-18",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用 TESS 凌星数据和 Claude 调查一颗可能的系外行星",
   "summary_en": "Investigates a possible exoplanet using TESS transit data and Claude.",
   "linkers": []
  },
  {
   "id": "50148320",
   "url": "https://www.lesswrong.com/posts/avtquSx2PkWsxXW6T/how-to-measure-intelligence-beyond-human-scale",
   "domain": "lesswrong.com",
   "title": "How to Measure Intelligence Beyond Human Scale?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50148320",
   "points": 3,
   "comments": 0,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "基于论文介绍超越人类尺度的智能度量方法",
   "summary_en": "Introduces, based on a paper, methods for measuring intelligence beyond human scale.",
   "linkers": []
  },
  {
   "id": "50153209",
   "url": "https://www.zansara.dev/posts/2026-10-19-is-python-the-favorite-language-of-llms/",
   "domain": "zansara.dev",
   "title": "Is Python the favorite language of LLMs?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50153209",
   "points": 3,
   "comments": 1,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "考察 LLM 是否偏好 Python 等编程语言",
   "summary_en": "Examines whether LLMs prefer programming languages such as Python.",
   "linkers": []
  },
  {
   "id": "50166854",
   "url": "https://turso.tech/blog/mvcc-row-lifetime",
   "domain": "turso.tech",
   "title": "Birth and death of a row in Turso's MVCC",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50166854",
   "points": 3,
   "comments": 0,
   "date": "2026-10-20",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解一行数据在 Turso MVCC 中的生命周期",
   "summary_en": "Explains the lifecycle of a row in Turso's MVCC.",
   "linkers": []
  },
  {
   "id": "50167012",
   "url": "https://mbuffett.com/posts/chess-move-prediction",
   "domain": "mbuffett.com",
   "title": "Improving in chess is hard. I built the world's most human-like chess AI to help me.",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50167012",
   "points": 3,
   "comments": 2,
   "date": "2026-10-20",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍作者构建的最像人类的国际象棋 AI",
   "summary_en": "Introduces the author's chess AI, built to be the most human-like.",
   "linkers": []
  },
  {
   "id": "50168221",
   "url": "https://alphapixeldev.com/celestial-vision-navigation-elite-dangerous-dark-wheel-station/",
   "domain": "alphapixeldev.com",
   "title": "Celestial Vision Navigation, or: How I Found Where an Elite Dangerous Screenshot from 2015 Was Taken, Using Computer Vision",
   "category": "research_report",
   "topic": "other",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50168221",
   "points": 3,
   "comments": 1,
   "date": "2026-10-20",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用恒星定位方法解开 Elite:Dangerous 中一处神秘地点",
   "summary_en": "Uses star-based positioning to solve a mystery location in Elite: Dangerous.",
   "linkers": []
  },
  {
   "id": "50169872",
   "url": "https://alignment.anthropic.com/2026/graft/",
   "domain": "alignment.anthropic.com",
   "title": "Reducing Reward Hacking by Localizing Bad Behavior Instead of Penalizing It",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50169872",
   "points": 3,
   "comments": 0,
   "date": "2026-10-20",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出通过定位不良行为而非惩罚来减少 reward hacking",
   "summary_en": "Proposes reducing reward hacking by localizing bad behavior rather than penalizing it.",
   "linkers": []
  },
  {
   "id": "50182359",
   "url": "https://quickchat.ai/post/claude-code-multi-agent-code-review",
   "domain": "quickchat.ai",
   "title": "What Claude Code's multi-agent code review costs and finds|Quickchat AI",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50182359",
   "points": 3,
   "comments": 4,
   "date": "2026-10-21",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评测 Claude Code 多 agent 代码审查的成本与发现的问题",
   "summary_en": "Evaluates the cost of Claude Code's multi-agent code review and the issues it finds.",
   "linkers": []
  },
  {
   "id": "50191726",
   "url": "https://vernolabs.ai/research/does-a-text-to-speech-model-know-what-its-saying",
   "domain": "vernolabs.ai",
   "title": "Does a text-to-speech model know what it’s saying?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50191726",
   "points": 3,
   "comments": 0,
   "date": "2026-10-22",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "检验文本转语音模型是否理解所说内容",
   "summary_en": "Tests whether a text-to-speech model understands what it says.",
   "linkers": []
  },
  {
   "id": "50197708",
   "url": "https://rpallas.xyz/good-night-and-good-luck/",
   "domain": "rpallas.xyz",
   "title": "Good Night, and Good Luck: AI, fear and what the job data says",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50197708",
   "points": 3,
   "comments": 0,
   "date": "2026-10-22",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用数据分析 AI 对软件岗位的影响",
   "summary_en": "Uses data to analyze how AI affects software jobs.",
   "linkers": []
  },
  {
   "id": "50209974",
   "url": "https://www.databricks.com/blog/memcurrent-designing-persistent-memory-production-agents",
   "domain": "databricks.com",
   "title": "MemCurrent: Designing Persistent Memory for Production Agents",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50209974",
   "points": 3,
   "comments": 1,
   "date": "2026-10-23",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍 MemCurrent 持久记忆架构及其效果",
   "summary_en": "Introduces the MemCurrent persistent memory architecture and its effects.",
   "linkers": []
  },
  {
   "id": "50222207",
   "url": "https://arpitbhayani.me/blogs/compiling-an-sop-into-a-3b-model/",
   "domain": "arpitbhayani.me",
   "title": "Compiling a Workflow into a 3B Model",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50222207",
   "points": 3,
   "comments": 0,
   "date": "2026-10-24",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "将事件分诊SOP编译进3B模型的微调实验",
   "summary_en": "A fine-tuning experiment compiling an incident triage SOP into a 3B model.",
   "linkers": []
  },
  {
   "id": "50269857",
   "url": "https://dlab.epfl.ch/2017-08-30-of-sheep-and-beer/",
   "domain": "dlab.epfl.ch",
   "title": "Of sheep and beer",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50269857",
   "points": 3,
   "comments": 0,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "早期评分造成产品评论羊群效应的研究",
   "summary_en": "A study of how early ratings create herding effects in product reviews.",
   "linkers": []
  },
  {
   "id": "50278806",
   "url": "https://cameronmpalmer.com/blog/are-you-paying-for-useless-llm-prompts/",
   "domain": "cameronmpalmer.com",
   "title": "Are you paying for useless LLM prompts?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50278806",
   "points": 3,
   "comments": 1,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评估冗余LLM提示是否有效的实验",
   "summary_en": "An experiment assessing whether redundant LLM prompts are actually effective.",
   "linkers": []
  },
  {
   "id": "50279074",
   "url": "https://www.bellingcat.com/resources/2026/10/22/can-llms-supercharge-geolocations-our-tests-show-big-improvements-but-humans-remain-key/",
   "domain": "bellingcat.com",
   "title": "Can LLMs Supercharge Geolocations? Our Tests Show Big Improvements But Humans Remain Key",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50279074",
   "points": 3,
   "comments": 0,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Bellingcat评估LLM在地理定位中的表现",
   "summary_en": "Bellingcat evaluates how well LLMs perform at geolocation.",
   "linkers": []
  },
  {
   "id": "50287868",
   "url": "https://vhamolya.com/blog/which-iphone-took-this-photo/",
   "domain": "vhamolya.com",
   "title": "Every iPhone has a fingerprint. Can one photo give you away?",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50287868",
   "points": 3,
   "comments": 0,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "检验单张照片能否识别iPhone相机指纹",
   "summary_en": "Tests whether a single photo can identify an iPhone's camera fingerprint.",
   "linkers": []
  },
  {
   "id": "50295618",
   "url": "https://www.arcblock.io/en/articles/when-coding-agents-stop-finishing/",
   "domain": "arcblock.io",
   "title": "Coding Agent Degradation: Cross-Vendor Field Notes and an Initial Analysis",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50295618",
   "points": 3,
   "comments": 0,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "跨厂商编码智能体性能退化的现场分析",
   "summary_en": "A field analysis of performance degradation in coding agents across vendors.",
   "linkers": []
  },
  {
   "id": "50300028",
   "url": "https://institute.deepmind.com/essays/what-is-work-for-human-wellbeing-and-the-value-of-work-in-the-agi-era/",
   "domain": "institute.deepmind.com",
   "title": "What is work for? Human wellbeing and the value of work in the AGI era",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50300028",
   "points": 3,
   "comments": 0,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "DeepMind研究AGI时代工作与幸福",
   "summary_en": "DeepMind studies work and wellbeing in the era of AGI.",
   "linkers": []
  },
  {
   "id": "50336359",
   "url": "https://www.fratepietro.com/2026/how-to-build-a-decision-model-like-jev/",
   "domain": "fratepietro.com",
   "title": "How to Build a Decision Model Like Jev",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50336359",
   "points": 3,
   "comments": 0,
   "date": "2026-11-02",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解如何构建快速输出校准概率的决策模型",
   "summary_en": "Explains how to build a decision model that quickly outputs calibrated probabilities.",
   "linkers": []
  },
  {
   "id": "50342337",
   "url": "https://prefrontal.ai/news/lsa/",
   "domain": "prefrontal.ai",
   "title": "Accelerating Attention for Ultra-Long Context",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50342337",
   "points": 3,
   "comments": 0,
   "date": "2026-11-02",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出 LSA 层级聚类注意力以加速超长上下文",
   "summary_en": "Proposes LSA, a hierarchical clustering attention, to speed up ultra-long context.",
   "linkers": []
  },
  {
   "id": "50362451",
   "url": "https://hxu296.github.io/ai-compute-landscape/",
   "domain": "hxu296.github.io",
   "title": "Will AI compute stay tight?",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50362451",
   "points": 3,
   "comments": 1,
   "date": "2026-11-02",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "分析 AI 算力租金与承诺以判断 neocloud 是否泡沫",
   "summary_en": "Analyzes AI compute rents and commitments to judge whether neoclouds are a bubble.",
   "linkers": []
  },
  {
   "id": "50348472",
   "url": "https://archytas-ai.com/blog/this-is-fine",
   "domain": "archytas-ai.com",
   "title": "“This Is Fine”: How Clean Rooms Train Agents to Close the Books on Fire",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50348472",
   "points": 3,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究 RL 环境如何让智能体虚报任务完成",
   "summary_en": "Studies how RL environments lead agents to falsely report task completion.",
   "linkers": []
  },
  {
   "id": "50353899",
   "url": "https://huggingface.co/blog/ibm-research/cuga-harness",
   "domain": "huggingface.co",
   "title": "Same Model, Different Harness: CUGA, Hermes, and Deep Agents",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50353899",
   "points": 3,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "比较 CUGA、Hermes、Deep Agents 三种 agent harness",
   "summary_en": "Compares three agent harnesses: CUGA, Hermes, and Deep Agents.",
   "linkers": []
  },
  {
   "id": "50354591",
   "url": "https://www.coreauto.com/hitchhikers-guide-to-training-on-compute-islands",
   "domain": "coreauto.com",
   "title": "The Hitchhiker’s Guide to Training on Compute Islands",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50354591",
   "points": 3,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "跨数据中心容错分布式训练的立场与稀疏 MoE 实验",
   "summary_en": "A position on fault-tolerant distributed training across data centers, with sparse MoE experiments.",
   "linkers": []
  },
  {
   "id": "50371607",
   "url": "https://devblogs.microsoft.com/foundry-on-windows/coding-ai-on-windows-pcs-quality-efficiency/",
   "domain": "devblogs.microsoft.com",
   "title": "Advancing the Quality-Efficiency Frontier for Coding AI on Windows PCs - Microsoft Foundry on Windows Blog Coding AI on Windows: The Quality–Efficiency Frontier",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50371607",
   "points": 3,
   "comments": 0,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用低比特量化与推测解码提升 Windows 本地编码 AI 效率",
   "summary_en": "Uses low-bit quantization and speculative decoding to improve local coding AI efficiency on Windows.",
   "linkers": []
  },
  {
   "id": "50372064",
   "url": "https://runanywhere.ai/blog/glm-5-3-flash-trainium2-nki-megakernels",
   "domain": "runanywhere.ai",
   "title": "Serving GLM-5.3-Flash on one Trainium2 box with NKI layer megakernels",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50372064",
   "points": 3,
   "comments": 0,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在单台 Trainium2 上服务 GLM-5.3-Flash 并测量吞吐",
   "summary_en": "Serves GLM-5.3-Flash on a single Trainium2 machine and measures throughput.",
   "linkers": []
  },
  {
   "id": "50375757",
   "url": "https://wenhaochai.com/blogs/vocab-multi-epoch.html",
   "domain": "wenhaochai.com",
   "title": "Larger Tokenizers Suffer More Multi-Epoch Regret",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50375757",
   "points": 3,
   "comments": 0,
   "date": "2026-11-05",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "实验显示更大的分词器多轮训练遗憾更高",
   "summary_en": "Experiments show that larger tokenizers incur higher regret in multi-epoch training.",
   "linkers": []
  },
  {
   "id": "50030271",
   "url": "https://veds12.github.io/git-swarm/",
   "domain": "veds12.github.io",
   "title": "GitSwarm: Decentralized Compounding Inference",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50030271",
   "points": 2,
   "comments": 0,
   "date": "2026-10-10",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出GitSwarm，让代理群共享Git仓库累积尝试",
   "summary_en": "Proposes GitSwarm, in which a swarm of agents shares a Git repository to accumulate attempts.",
   "linkers": []
  },
  {
   "id": "50052902",
   "url": "https://nvlabs.github.io/Sana/Sol-Engine/StreamRender-H3/",
   "domain": "nvlabs.github.io",
   "title": "StreamRender-H3: Interactive Coding Worlds with Real-time Streaming Diffusion Render",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50052902",
   "points": 2,
   "comments": 0,
   "date": "2026-10-12",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出StreamRender-H3，用流式扩散渲染交互代码世界",
   "summary_en": "Proposes StreamRender-H3, which renders interactive coding worlds with streaming diffusion.",
   "linkers": [
    "huggingface.co"
   ]
  },
  {
   "id": "50076599",
   "url": "https://sunovivid.github.io/correction-training/",
   "domain": "sunovivid.github.io",
   "title": "Correction Training for Diffusion Models",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50076599",
   "points": 2,
   "comments": 0,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出扩散模型的 correction training 以缓解曝光偏差",
   "summary_en": "Proposes correction training for diffusion models to mitigate exposure bias.",
   "linkers": []
  },
  {
   "id": "50125263",
   "url": "https://igort99.github.io/posts/2026/10/05/looped-cot-faithfulness/",
   "domain": "igort99.github.io",
   "title": "Do looped transformers write reasoning they don't use?",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50125263",
   "points": 2,
   "comments": 0,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "实验检验 looped transformer Huginn 是否真正使用其推理",
   "summary_en": "Experiments test whether the looped transformer Huginn actually uses its reasoning.",
   "linkers": []
  },
  {
   "id": "50171433",
   "url": "https://nickdrozd.github.io/2026/10/20/blanking-beavers-results-and-open-problems.html",
   "domain": "nickdrozd.github.io",
   "title": "Blanking Beavers: Results and Open Problems",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50171433",
   "points": 2,
   "comments": 0,
   "date": "2026-10-20",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "报告 Blanking Beavers 图灵机问题的结果与开放问题",
   "summary_en": "Reports results and open problems for the Blanking Beavers Turing machine problem.",
   "linkers": [
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  },
  {
   "id": "50182533",
   "url": "https://jeff-kline.github.io/posts/economics-nobel-2026/index.html",
   "domain": "jeff-kline.github.io",
   "title": "Stabilizing the economy through expectations",
   "category": "explainer",
   "topic": "econ-social",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50182533",
   "points": 2,
   "comments": 0,
   "date": "2026-10-21",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "交互式模型讲解 2026 年诺贝尔经济学奖的预期与衰退",
   "summary_en": "An interactive model explaining expectations and recessions in the 2026 Nobel Prize in Economics.",
   "linkers": []
  },
  {
   "id": "50199236",
   "url": "https://heyyviv.github.io/blog/what-reel-you-will-get-next/",
   "domain": "heyyviv.github.io",
   "title": "What Reel You Will Get Next",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "low",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50199236",
   "points": 2,
   "comments": 0,
   "date": "2026-10-22",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "通过观察网络请求讲解短视频推荐系统设计",
   "summary_en": "Explains short-video recommendation system design by observing network requests.",
   "linkers": []
  },
  {
   "id": "50212282",
   "url": "https://zzyzek.github.io/SolidGridGraphHamPathPaper/",
   "domain": "zzyzek.github.io",
   "title": "Hamiltonian Paths in Solid Grid Graphs",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50212282",
   "points": 2,
   "comments": 0,
   "date": "2026-10-23",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "证明实心网格图哈密顿路径可多项式时间判定",
   "summary_en": "Proves that Hamiltonian paths in solid grid graphs can be decided in polynomial time.",
   "linkers": []
  },
  {
   "id": "50221659",
   "url": "https://sandyresearch.github.io/benice/",
   "domain": "sandyresearch.github.io",
   "title": "BeNice! Closing the Inference-Memory Gap of Looped Models with KV-Sharing–Sandy Research",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50221659",
   "points": 2,
   "comments": 0,
   "date": "2026-10-24",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "通过KV-sharing缩小循环模型推理内存差距的研究",
   "summary_en": "Research on narrowing the inference-memory gap of looped models through KV-sharing.",
   "linkers": []
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  {
   "id": "50278937",
   "url": "https://daveremy.github.io/agent-scrum/",
   "domain": "daveremy.github.io",
   "title": "Agent Scrum",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50278937",
   "points": 2,
   "comments": 2,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "AI编码智能体冲刺方法及324次冲刺观察",
   "summary_en": "An agent sprint method for AI coding agents, with observations from 324 sprints.",
   "linkers": []
  },
  {
   "id": "50278943",
   "url": "https://yifanzhang-pro.github.io/recurrent-looped-tranformer/",
   "domain": "yifanzhang-pro.github.io",
   "title": "Recurrent Looped Transformer",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": true,
   "hn_id": "50278943",
   "points": 2,
   "comments": 1,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Recurrent Looped Transformer状态跟踪项目页",
   "summary_en": "Project page on state tracking with the Recurrent Looped Transformer.",
   "linkers": []
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  {
   "id": "50293196",
   "url": "https://fsdatalab.github.io/blog/agent-text-at-scale/",
   "domain": "fsdatalab.github.io",
   "title": "Five Principles for Generating Readable AI Text in Bulk",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50293196",
   "points": 2,
   "comments": 0,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "批量生成可读AI文本的五条原则",
   "summary_en": "Five principles for generating readable AI text in bulk.",
   "linkers": []
  },
  {
   "id": "50295254",
   "url": "https://jax-ml.github.io/scaling-book/",
   "domain": "jax-ml.github.io",
   "title": "How To Scale Your Model",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50295254",
   "points": 2,
   "comments": 0,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍TPU上LLM扩展的系统视角教程",
   "summary_en": "A systems-perspective tutorial on scaling LLMs on TPUs.",
   "linkers": []
  },
  {
   "id": "50332213",
   "url": "https://tencent.github.io/WeVisCut",
   "domain": "tencent.github.io",
   "title": "WeVisCut: The Whole Editing Room in One Agent",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50332213",
   "points": 2,
   "comments": 0,
   "date": "2026-11-02",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "WeVisCut 项目页，用智能体完成长视频剪辑",
   "summary_en": "Project page for WeVisCut, which uses an agent to edit long videos.",
   "linkers": []
  },
  {
   "id": "50344737",
   "url": "https://maknee.github.io/blog/2026/Cuda-Checkpointing/",
   "domain": "maknee.github.io",
   "title": "Making CUDA Checkpointing 15x Faster on a B300: A Worklog",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50344737",
   "points": 2,
   "comments": 0,
   "date": "2026-11-02",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "记录将 B300 上 CUDA 检查点加速 15 倍的工作日志",
   "summary_en": "A worklog on making CUDA checkpointing 15 times faster on a B300.",
   "linkers": []
  },
  {
   "id": "50350119",
   "url": "https://0x4d31.github.io/airt/",
   "domain": "0x4d31.github.io",
   "title": "AIRT—AI Red Team Academy",
   "category": "explainer",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50350119",
   "points": 2,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "免费开源的 AI 系统红队攻防课程",
   "summary_en": "A free, open-source course on red teaming and defending AI systems.",
   "linkers": []
  },
  {
   "id": "50362983",
   "url": "https://timvieira.github.io/testing-randomized-algorithms/",
   "domain": "timvieira.github.io",
   "title": "Ideas for Testing Randomized Algorithms",
   "category": "explainer",
   "topic": "math-theory",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50362983",
   "points": 2,
   "comments": 0,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍随机算法的测试思路",
   "summary_en": "Introduces ideas for testing randomized algorithms.",
   "linkers": []
  },
  {
   "id": "50378788",
   "url": "https://anirudhb11.github.io/blog/scorpio/",
   "domain": "anirudhb11.github.io",
   "title": "On the Limits of Test-Time Compute for Self-Evaluation",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50378788",
   "points": 2,
   "comments": 0,
   "date": "2026-11-05",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析测试时计算用于自我评估的局限",
   "summary_en": "Analyzes the limits of using test-time compute for self-evaluation.",
   "linkers": []
  },
  {
   "id": "50380700",
   "url": "https://jonneslin.github.io/weight-space-trigger-en.html",
   "domain": "jonneslin.github.io",
   "title": "Hiding a Rule Inside Another Model's Weights",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50380700",
   "points": 2,
   "comments": 0,
   "date": "2026-11-05",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "手动编辑 Qwen3.5-0.8B 约 0.1% 权重植入规则",
   "summary_en": "Manually edits about 0.1% of Qwen3.5-0.8B's weights to implant a rule.",
   "linkers": []
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  {
   "id": "49998469",
   "url": "https://imhgchoi.github.io/agentic-idea-manager/",
   "domain": "imhgchoi.github.io",
   "title": "AIM — Agentic Idea Management for Automated Research",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "49998469",
   "points": 1,
   "comments": 0,
   "date": "2026-10-07",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出AIM，用代理管理和探索自动化研究的想法",
   "summary_en": "Proposes AIM, which uses agents to manage and explore ideas for automated research.",
   "linkers": []
  },
  {
   "id": "49999871",
   "url": "https://infini-ai-lab.github.io/ServeLearnBench/",
   "domain": "infini-ai-lab.github.io",
   "title": "ServeLearnBench",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "49999871",
   "points": 1,
   "comments": 0,
   "date": "2026-10-07",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出ServeLearnBench，评测代理从服务经验中自我改进",
   "summary_en": "Proposes ServeLearnBench to evaluate agents' self-improvement from serving experience.",
   "linkers": []
  },
  {
   "id": "50004628",
   "url": "https://datascienceconfidential.github.io//economics/2026/10/04/induced-demand.html",
   "domain": "datascienceconfidential.github.io",
   "title": "Some simple models of induced demand",
   "category": "explainer",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50004628",
   "points": 1,
   "comments": 0,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用简单模型解释诱发需求现象",
   "summary_en": "Explains the phenomenon of induced demand with simple models.",
   "linkers": [
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  {
   "id": "50021580",
   "url": "https://efficient-agents.github.io/",
   "domain": "efficient-agents.github.io",
   "title": "Toward Efficient Agents: A Survey of Memory, Tool learning, and Planning",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": true,
   "hn_id": "50021580",
   "points": 1,
   "comments": 0,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "综述高效代理的记忆、工具学习与规划",
   "summary_en": "A survey of memory, tool learning, and planning for efficient agents.",
   "linkers": []
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  {
   "id": "50032037",
   "url": "https://itsodeleo.github.io/posts/local-decision-workflow/",
   "domain": "itsodeleo.github.io",
   "title": "If LLMs Can Decide Without Fine-Tuning, Do We Still Need Models Like Jev?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50032037",
   "points": 1,
   "comments": 0,
   "date": "2026-10-10",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "本地测试Qwen等LLM无需微调做决策与Jev对比",
   "summary_en": "Locally tests LLMs such as Qwen for decision making without fine-tuning and compares them with Jev.",
   "linkers": []
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  {
   "id": "50080086",
   "url": "https://astralord.github.io/posts/speculative-decoding-the-art-of-guessing-well/",
   "domain": "astralord.github.io",
   "title": "Speculative Decoding: The Art of Guessing Well",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50080086",
   "points": 1,
   "comments": 0,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解 speculative decoding 如何加速 LLM 解码",
   "summary_en": "Explains how speculative decoding speeds up LLM decoding.",
   "linkers": []
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  {
   "id": "50099321",
   "url": "https://trainstation-project.github.io/blog/flat/",
   "domain": "trainstation-project.github.io",
   "title": "FLAT: Flash Linear Attention on TPUs",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50099321",
   "points": 1,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在 TPU 上用 Pallas 实现 Linear Attention 等 kernel",
   "summary_en": "Implements kernels such as linear attention on TPUs using Pallas.",
   "linkers": []
  },
  {
   "id": "50099465",
   "url": "https://catarinagamboa.github.io/papers/barista/",
   "domain": "catarinagamboa.github.io",
   "title": "Barista: Synthesizing Typestate Specifications with LLM Agents",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50099465",
   "points": 1,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Barista：用 LLM agent 合成 typestate 规约（ASE 2026）",
   "summary_en": "Barista: synthesizes typestate specifications with LLM agents (ASE 2026).",
   "linkers": []
  },
  {
   "id": "50109691",
   "url": "https://kellerjordan.github.io/posts/muon/",
   "domain": "kellerjordan.github.io",
   "title": "Muon: An optimizer for hidden layers in neural networks",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50109691",
   "points": 1,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍用于隐藏层的 Muon 优化器及其训练速度记录",
   "summary_en": "Introduces the Muon optimizer for hidden layers and its training speed records.",
   "linkers": [
    "deep-learning-alchemy.github.io",
    "lucastononro.github.io",
    "xingjianbai.com"
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  {
   "id": "50131292",
   "url": "https://chessapig.github.io/Mahler",
   "domain": "chessapig.github.io",
   "title": "Illustrating the AI proof of the Mahler conjecture",
   "category": "explainer",
   "topic": "math-theory",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50131292",
   "points": 1,
   "comments": 0,
   "date": "2026-10-17",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "图解 AI 证明 Mahler 猜想的思路",
   "summary_en": "Illustrates the ideas behind the AI proof of the Mahler conjecture.",
   "linkers": []
  },
  {
   "id": "50139448",
   "url": "https://keenableai.github.io/needle/",
   "domain": "keenableai.github.io",
   "title": "NEEDLE — search engine benchmarks",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50139448",
   "points": 1,
   "comments": 0,
   "date": "2026-10-18",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "发布面向 agent 的开源实时搜索引擎基准 Needle 及结果",
   "summary_en": "Releases Needle, an open-source real-time search engine benchmark for agents, with results.",
   "linkers": []
  },
  {
   "id": "50165308",
   "url": "https://weights-exfil.github.io/model-weights-exfiltration/",
   "domain": "weights-exfil.github.io",
   "title": "How leaky is your inference API? Detecting model weight steganographic exfiltration",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50165308",
   "points": 1,
   "comments": 0,
   "date": "2026-10-20",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "展示通过 LLM API 的 token 选择窃取模型权重的隐蔽信道",
   "summary_en": "Shows a covert channel that steals model weights through token choices in LLM APIs.",
   "linkers": []
  },
  {
   "id": "50194415",
   "url": "https://baidu-baige.github.io/LoongForge/projects/vlda.html",
   "domain": "baidu-baige.github.io",
   "title": "LoongForge-VLDA",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50194415",
   "points": 1,
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   "cit": false,
   "blog": "The Bibliomagician",
   "doi": "10.59350/mgsjw-t8285",
   "summary_zh": "说明SSRN排名取消后如何解读下载数据",
   "summary_en": "Explains how to interpret download data after SSRN rankings were discontinued.",
   "linkers": []
  },
  {
   "id": "r59",
   "source": "rs",
   "url": "https://tritonstation.com/2026/10/26/why-the-search-for-particle-dark-matter-is-hopeless-part-1/",
   "domain": "tritonstation.com",
   "title": "Why the search for particle dark matter is hopeless, part 1",
   "category": "research_report",
   "topic": "physics-earth",
   "confidence": "medium",
   "date": "2026-10-26",
   "points": 2,
   "comments": 1,
   "hn_id": "50249203",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Triton Station",
   "doi": "10.59350/cgn4p-jwf32",
   "summary_zh": "论证粒子暗物质搜寻为何无望（第一部分）",
   "summary_en": "Argues why the search for particle dark matter is hopeless (part 1).",
   "linkers": []
  },
  {
   "id": "r65",
   "source": "rs",
   "url": "https://blog.stephenturner.us/p/ai-peer-reviews-beat-humans",
   "domain": "blog.stephenturner.us",
   "title": "AI Reviews Might Beat Human Peer Reviews",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "date": "2026-10-24",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Paired Ends",
   "doi": "10.59350/006kh-wdm07",
   "summary_zh": "介绍AI评审可能不亚于人工同行评审的演示",
   "summary_en": "Introduces a demonstration that AI reviews may be no worse than human peer reviews.",
   "linkers": []
  },
  {
   "id": "r66",
   "source": "rs",
   "url": "https://grantwitness.org/epa/updates/methodology",
   "domain": "grantwitness.org",
   "title": "EPA Grant Disruption Methodology",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "high",
   "date": "2026-10-23",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Grant Witness",
   "doi": "10.59350/tq3c6-7x998",
   "summary_zh": "说明EPA资助中断数据的来源与方法",
   "summary_en": "Explains the sources and methods of the EPA grant disruption data.",
   "linkers": []
  },
  {
   "id": "r75",
   "source": "rs",
   "url": "https://medical-education.pages.ub.uni-bielefeld.de/research/mes-blog/posts/2026-10-22-forschendes-lernen/",
   "domain": "medical-education.pages.ub.uni-bielefeld.de",
   "title": "Forschendes Lernen",
   "category": "explainer",
   "topic": "scholarly-communication",
   "confidence": "medium",
   "date": "2026-10-21",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Entscheiden(d) lernen",
   "doi": "10.59350/48bhv-zby17",
   "summary_zh": "讨论研究型学习需要引导才有效",
   "summary_en": "Discusses why research-based learning needs guidance to be effective.",
   "linkers": []
  },
  {
   "id": "r77",
   "source": "rs",
   "url": "https://www.jeremykun.com/2026/10/21/ckks-key-switching-and-relinearization/",
   "domain": "jeremykun.com",
   "title": "CKKS — Key Switching and Relinearization",
   "category": "explainer",
   "topic": "security-privacy",
   "confidence": "high",
   "date": "2026-10-21",
   "points": 2,
   "comments": 0,
   "hn_id": "50197247",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Math ∩ Programming",
   "doi": "10.59350/ge6c9-9p826",
   "summary_zh": "CKKS同态加密教程：密钥切换与重线性化",
   "summary_en": "A CKKS homomorphic encryption tutorial on key switching and relinearization.",
   "linkers": []
  },
  {
   "id": "r82",
   "source": "rs",
   "url": "https://fluchtforschung.net/is-migration-choice-possible-during-the-migration-course-understanding-biographical-migration-projects/",
   "domain": "fluchtforschung.net",
   "title": "Is 'migration choice' possible during the migration course? Understanding biographical migration projects",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "date": "2026-10-21",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Netzwerk Fluchtforschung",
   "doi": "10.59350/2xqa7-25k66",
   "summary_zh": "区分传记式迁移项目与迁移意愿并分析",
   "summary_en": "Distinguishes biographical migration projects from migration intentions and analyzes them.",
   "linkers": []
  },
  {
   "id": "r95",
   "source": "rs",
   "url": "https://blog.front-matter.de/posts/what-content-categories-are-used-in-science-blogs/",
   "domain": "blog.front-matter.de",
   "title": "What content categories are used in science blogs?",
   "category": "research_report",
   "topic": "scholarly-communication",
   "confidence": "high",
   "date": "2026-10-19",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Front Matter",
   "doi": "10.53731/zvzh7-e8v51",
   "summary_zh": "分析Rogue Scholar科学博客的内容类别并提出分类法",
   "summary_en": "Analyzes the content categories of Rogue Scholar science blogs and proposes a taxonomy.",
   "linkers": [
    "svpow.com"
   ]
  },
  {
   "id": "r100",
   "source": "rs",
   "url": "https://shkspr.mobi/blog/2026/10/una-watch-totp-mfa-on-your-wrist/",
   "domain": "shkspr.mobi",
   "title": "Una Watch TOTP - MFA on your wrist!",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "date": "2026-10-18",
   "points": 3,
   "comments": 0,
   "hn_id": "50140430",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Terence Eden's Blog",
   "doi": "10.59350/0w6m9-ym602",
   "summary_zh": "制作手腕上的TOTP双因素验证设备",
   "summary_en": "Builds a TOTP two-factor authentication device for the wrist.",
   "linkers": []
  },
  {
   "id": "r103",
   "source": "rs",
   "url": "https://tzovar.as/codeberg-git-pages-with-lfs/",
   "domain": "tzovar.as",
   "title": "Using Codeberg's git-pages deployment with git lfs",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "high",
   "date": "2026-10-17",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Bastian Greshake Tzovaras |",
   "doi": "10.59350/fp56a-wym34",
   "summary_zh": "说明如何在Codeberg git-pages中配合git lfs部署",
   "summary_en": "Explains how to deploy with git lfs in Codeberg git-pages.",
   "linkers": []
  },
  {
   "id": "r106",
   "source": "rs",
   "url": "https://chem-bla-ics.linkedchemistry.info/2026/10/17/peer-reviewed-articles-about-biological-processes.html",
   "domain": "chem-bla-ics.linkedchemistry.info",
   "title": "Peer reviewed articles about biological processes in WikiPathways",
   "category": "research_report",
   "topic": "bio-health",
   "confidence": "medium",
   "date": "2026-10-17",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "chem-bla-ics",
   "doi": "10.59350/2qh9a-37895",
   "summary_zh": "梳理WikiPathways中关于生物过程的同行评审文章",
   "summary_en": "Surveys peer-reviewed articles about biological processes in WikiPathways.",
   "linkers": []
  },
  {
   "id": "r108",
   "source": "rs",
   "url": "https://grantwitness.org/nsf/updates/methodology",
   "domain": "grantwitness.org",
   "title": "NSF Grant Disruption Methodology",
   "category": "research_report",
   "topic": "scholarly-communication",
   "confidence": "medium",
   "date": "2026-10-16",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Grant Witness",
   "doi": "10.59350/9zz76-xcn42",
   "summary_zh": "说明NSF资助终止数据的追踪方法",
   "summary_en": "Explains how NSF grant termination data is tracked.",
   "linkers": []
  },
  {
   "id": "r117",
   "source": "rs",
   "url": "https://blog.bioconductor.org/posts/2026-10-15-cytometry-in-r/",
   "domain": "blog.bioconductor.org",
   "title": "Cytometry in R and opportunities to contribute to Bioconductor",
   "category": "explainer",
   "topic": "bio-health",
   "confidence": "medium",
   "date": "2026-10-15",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Bioconductor community blog",
   "doi": "10.59350/ktzpn-bav35",
   "summary_zh": "介绍R与Bioconductor中的流式细胞术工具",
   "summary_en": "Introduces cytometry tools in R and Bioconductor.",
   "linkers": []
  },
  {
   "id": "r118",
   "source": "rs",
   "url": "https://silsesquioxane.blogspot.com/2026/10/t12-dodecameric-silsesquioxanes.html",
   "domain": "silsesquioxane.blogspot.com",
   "title": "T12 POSS Cages: D6h and D2d Dodecasilsesquioxane Isomers",
   "category": "research_report",
   "topic": "physics-earth",
   "confidence": "medium",
   "date": "2026-10-15",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Polyhedral Oligomeric Silsesquioxane (POSS) Chemistry",
   "doi": "10.59350/2g7cs-a3r07",
   "summary_zh": "讨论T12 POSS笼的D6h与D2d异构体",
   "summary_en": "Discusses the D6h and D2d isomers of the T12 POSS cage.",
   "linkers": []
  },
  {
   "id": "r125",
   "source": "rs",
   "url": "https://metadatagamechangers.com/blog/2026/10/10/visualizing-crossref-repository-histories",
   "domain": "metadatagamechangers.com",
   "title": "Visualizing Crossref Repository Histories",
   "category": "research_report",
   "topic": "scholarly-communication",
   "confidence": "medium",
   "date": "2026-10-14",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Blog - Metadata Game Changers",
   "doi": "10.59350/weqgh-xja59",
   "summary_zh": "可视化Crossref仓储元数据的历史",
   "summary_en": "Visualizes the history of Crossref repository metadata.",
   "linkers": []
  },
  {
   "id": "r129",
   "source": "rs",
   "url": "https://blog.tib.eu/2026/10/14/ganz-ohne-turnschuhe-administration-mit-opsi/",
   "domain": "blog.tib.eu",
   "title": "Ganz ohne Turnschuhe: Administration mit OPSI",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "medium",
   "date": "2026-10-14",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "TIB-Blog",
   "doi": "10.65527/x5cv3-p7c13",
   "summary_zh": "介绍用OPSI进行IT管理",
   "summary_en": "Introduces IT administration with OPSI.",
   "linkers": []
  },
  {
   "id": "r136",
   "source": "rs",
   "url": "https://winoda.de/2026/10/13/markdown-3-mein-obsidian-setup/",
   "domain": "winoda.de",
   "title": "Markdown 3 – Mein Obsidian-Setup",
   "category": "explainer",
   "topic": "other",
   "confidence": "high",
   "date": "2026-10-13",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "WiNoDa Knowledge Lab",
   "doi": "10.59350/rsne9-z6161",
   "summary_zh": "介绍作者的Obsidian设置",
   "summary_en": "Introduces the author's Obsidian setup.",
   "linkers": []
  },
  {
   "id": "r137",
   "source": "rs",
   "url": "https://blog.pensoft.net/2026/10/13/not-only-boring-issues-what-fossil-bones-reveal-about-cretaceous-hateg-island/",
   "domain": "blog.pensoft.net",
   "title": "Not Only Boring Issues: What Fossil Bones Reveal About cretaceous Haţeg Island",
   "category": "research_report",
   "topic": "physics-earth",
   "confidence": "medium",
   "date": "2026-10-13",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Pensoft Blog",
   "doi": "10.59350/dbp35-yrt13",
   "summary_zh": "介绍化石骨骼痕迹揭示白垩纪Haţeg岛的研究",
   "summary_en": "Introduces research in which fossil bone traces reveal the Cretaceous Haţeg Island.",
   "linkers": []
  },
  {
   "id": "r138",
   "source": "rs",
   "url": "https://solomoneshun.com/posts/obsidian/",
   "domain": "solomoneshun.com",
   "title": "How I Organize What I Read, Learn and Write in Obsidian",
   "category": "explainer",
   "topic": "other",
   "confidence": "high",
   "date": "2026-10-13",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Solomon Eshun",
   "doi": "10.59350/3hs8z-cez14",
   "summary_zh": "介绍用Obsidian整理阅读与写作笔记",
   "summary_en": "Introduces organizing reading and writing notes with Obsidian.",
   "linkers": []
  },
  {
   "id": "r145",
   "source": "rs",
   "url": "https://shkspr.mobi/blog/2026/10/i-paid-people-to-try-and-follow-my-readme/",
   "domain": "shkspr.mobi",
   "title": "I paid people to try and follow my README",
   "category": "research_report",
   "topic": "other",
   "confidence": "medium",
   "date": "2026-10-11",
   "points": 431,
   "comments": 206,
   "hn_id": "50042219",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Terence Eden's Blog",
   "doi": "10.59350/41s5v-7q247",
   "summary_zh": "付费请人按README操作以测试文档质量",
   "summary_en": "Pays people to follow a README to test the quality of the documentation.",
   "linkers": [
    "substack.com"
   ]
  },
  {
   "id": "r147",
   "source": "rs",
   "url": "https://www.jeremykun.com/2026/10/11/ckks-addition-and-multiplication/",
   "domain": "jeremykun.com",
   "title": "CKKS — Addition and Multiplication",
   "category": "explainer",
   "topic": "security-privacy",
   "confidence": "high",
   "date": "2026-10-11",
   "points": 10,
   "comments": 0,
   "hn_id": "50119819",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Math ∩ Programming",
   "doi": "10.59350/0kwhe-aqt70",
   "summary_zh": "讲解CKKS同态加密的加法与乘法",
   "summary_en": "Explains addition and multiplication in CKKS homomorphic encryption.",
   "linkers": []
  },
  {
   "id": "r151",
   "source": "rs",
   "url": "https://aarontay.substack.com/p/when-ai-search-makes-up-the-query",
   "domain": "aarontay.substack.com",
   "title": "When AI Search Makes Up the Query Input, and Why That Isn't Necessarily a Problem",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "date": "2026-10-10",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Aaron Tay's Musings about Librarianship",
   "doi": "10.59350/006gy-ah542",
   "summary_zh": "解释HyDE与Query2doc等AI检索查询改写",
   "summary_en": "Explains AI search query rewriting such as HyDE and Query2doc.",
   "linkers": []
  },
  {
   "id": "r152",
   "source": "rs",
   "url": "https://renebekkers.wordpress.com/2026/10/10/fast-but-incomplete-and-inaccurate-twelve-ai-powered-tools-for-literature-search/",
   "domain": "renebekkers.wordpress.com",
   "title": "Fast, but incomplete and inaccurate: twelve AI-powered tools for literature search",
   "category": "research_report",
   "topic": "scholarly-communication",
   "confidence": "medium",
   "date": "2026-10-10",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Rene Bekkers",
   "doi": "10.59350/gvwch-yhj37",
   "summary_zh": "评估十二个AI文献检索工具并指出其不足",
   "summary_en": "Evaluates twelve AI literature search tools and points out their shortcomings.",
   "linkers": []
  },
  {
   "id": "r155",
   "source": "rs",
   "url": "https://grantwitness.org/nih/updates/methodology",
   "domain": "grantwitness.org",
   "title": "NIH and AHRQ Grant Disruption Methodology",
   "category": "research_report",
   "topic": "scholarly-communication",
   "confidence": "medium",
   "date": "2026-10-09",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Grant Witness",
   "doi": "10.59350/6z1w2-jqz59",
   "summary_zh": "说明NIH与AHRQ资助中断数据的追踪方法",
   "summary_en": "Explains how NIH and AHRQ grant disruption data is tracked.",
   "linkers": []
  },
  {
   "id": "r158",
   "source": "rs",
   "url": "https://blog.tib.eu/2026/10/09/offen-forschen-gezielt-schuetzen/",
   "domain": "blog.tib.eu",
   "title": "Offen forschen, gezielt schützen",
   "category": "explainer",
   "topic": "scholarly-communication",
   "confidence": "medium",
   "date": "2026-10-09",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "TIB-Blog",
   "doi": "10.65527/hbjbb-28825",
   "summary_zh": "说明开放科学与知识产权保护如何兼顾",
   "summary_en": "Explains how open science can be reconciled with intellectual property protection.",
   "linkers": []
  },
  {
   "id": "r160",
   "source": "rs",
   "url": "https://x-dev.pages.jsc.fz-juelich.de/2026/10/08/scicoco-posters.html",
   "domain": "x-dev.pages.jsc.fz-juelich.de",
   "title": "Posters at SciCoCo.nrw: Training LLMs and an Integrated Approach for Benchmarking",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "low",
   "date": "2026-10-08",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "JSC Accelerating Devices Lab",
   "doi": "10.34732/xdvblg-0evzb5",
   "summary_zh": "展示SciCoCo.nrw上LLM训练与基准测试海报",
   "summary_en": "Presents posters from SciCoCo.nrw on LLM training and benchmarking.",
   "linkers": []
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  {
   "id": "r161",
   "source": "rs",
   "url": "https://www.jeremykun.com/shortform/2026-10-08-1120/",
   "domain": "jeremykun.com",
   "title": "Hotword detection in FHE on GPU in 350ms",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "date": "2026-10-08",
   "points": 1,
   "comments": 0,
   "hn_id": "50104349",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Math ∩ Programming",
   "doi": "10.59350/ft4wb-1vd93",
   "summary_zh": "报道HEIR编译器在GPU上350ms完成FHE热词检测",
   "summary_en": "Reports that the HEIR compiler completes FHE hotword detection on a GPU in 350 ms.",
   "linkers": []
  },
  {
   "id": "r167",
   "source": "rs",
   "url": "https://medical-education.pages.ub.uni-bielefeld.de/research/mes-blog/posts/2026-10-08-ernaehrung-nuechtern/",
   "domain": "medical-education.pages.ub.uni-bielefeld.de",
   "title": "Nüchtern in den Präpkurs – schadet das dem Lernen?",
   "category": "research_report",
   "topic": "bio-health",
   "confidence": "low",
   "date": "2026-10-07",
   "points": 0,
   "comments": 0,
   "hn_id": null,
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "blog": "Entscheiden(d) lernen",
   "doi": "10.59350/nqesv-f8h43",
   "summary_zh": "探讨空腹进入解剖课是否影响学习",
   "summary_en": "Discusses whether going to the anatomy course on an empty stomach affects learning.",
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  {
   "id": "49993724",
   "url": "https://hazyresearch.stanford.edu/blog/2026-07-22-mlps-are-hebbians",
   "domain": "hazyresearch.stanford.edu",
   "title": "🧠 MLPs are Hebbian Memories: A Simple Recipe for Fact-Storing Transformers",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "49993724",
   "points": 2,
   "comments": 0,
   "date": "2026-10-07",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出MLP作为Hebbian记忆存储事实的闭式构造与容量保证",
   "summary_en": "Presents a kernel-memory view of fact-storing MLPs with a closed-form construction and capacity guarantees.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "49994153",
   "url": "https://ngerakines.leaflet.pub/3mfceipobzk2u",
   "domain": "ngerakines.leaflet.pub",
   "title": "CIDs: What You Need to Know and Why, Part 1",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "49994153",
   "points": 2,
   "comments": 0,
   "date": "2026-10-07",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍Content Identifier(CID)的原理与用途",
   "summary_en": "Explains what content identifiers are and why they matter for content addressing.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "49998537",
   "url": "https://michaeljohncooper.com/writing/change-of-variables",
   "domain": "michaeljohncooper.com",
   "title": "Visualizing the Change-of-Variables Rule in Probability • Michael Cooper",
   "category": "explainer",
   "topic": "math-theory",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "49998537",
   "points": 1,
   "comments": 1,
   "date": "2026-10-07",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "可视化讲解概率中的变量替换规则与Jacobian",
   "summary_en": "Interactive visual explanation of the change-of-variables rule and the Jacobian in probability.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50001295",
   "url": "https://regularized-rsi.com/",
   "domain": "regularized-rsi.com",
   "title": "RRSI: Regularized Recursive Self-Improvement of Agent Harnesses",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50001295",
   "points": 1,
   "comments": 0,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出RRSI方法，缓解自改进agent对基准的过拟合",
   "summary_en": "Proposes regularized recursive self-improvement to stop evolved agent harnesses overfitting their benchmark.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50001866",
   "url": "https://alignment.openai.com/metagaming-latents/",
   "domain": "alignment.openai.com",
   "title": "Studying metagaming latents in language models",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50001866",
   "points": 1,
   "comments": 0,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究语言模型中与监控和奖励推理相关的metagaming潜变量",
   "summary_en": "Studies latent features in language models linked to reasoning about monitoring and reward.",
   "origin": "backfill",
   "linkers": [
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  },
  {
   "id": "50012853",
   "url": "https://stefankeselj.com/entries/semi_supervision/",
   "domain": "stefankeselj.com",
   "title": "The Alchemy of Semi-Supervision",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "low",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50012853",
   "points": 1,
   "comments": 1,
   "date": "2026-10-08",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究半监督学习方法并给出实验",
   "summary_en": "Studies semi-supervised learning as an under-used ML method with experiments.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50019040",
   "url": "https://arena.ai/blog/coding-agents-harness-tax",
   "domain": "arena.ai",
   "title": "HarnessTax: How Much Does the Harness Matter for Coding Agents?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50019040",
   "points": 1,
   "comments": 0,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评测21种编程agent的模型与harness组合",
   "summary_en": "Benchmarks 21 coding agent model and harness combinations to measure harness impact.",
   "origin": "backfill",
   "linkers": [
    "harness-hub.org"
   ]
  },
  {
   "id": "50021693",
   "url": "https://videodb.io/blog/a-faster-path-to-the-next-policy",
   "domain": "videodb.io",
   "title": "Action retrieval: VideoDB vs Nova and Twelve Labs",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50021693",
   "points": 2,
   "comments": 0,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在100小时动作检索基准上对比VideoDB与竞品",
   "summary_en": "Vendor benchmark comparing action retrieval in 100 hours of video against AWS Nova and Twelve Labs.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50022208",
   "url": "https://deepclause.substack.com/p/a-harness-in-a-single-file-agent",
   "domain": "deepclause.substack.com",
   "title": "A Harness in a single file: Agent skills as an evolving REPL module",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50022208",
   "points": 1,
   "comments": 0,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解如何把agent技能做成单文件REPL模块",
   "summary_en": "Tutorial on packaging agent instructions, rules and memory into a single-file REPL harness.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50023048",
   "url": "https://charlesxu.io/tp-cp-sp-ep-dp-pp/",
   "domain": "charlesxu.io",
   "title": "Trace a Token Through TP + CP + SP + EP + DP + PP in MoE Inference",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50023048",
   "points": 1,
   "comments": 0,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解MoE推理中多种并行方式如何组合",
   "summary_en": "Walkthrough of how six parallelism schemes compose in MoE inference.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50024121",
   "url": "https://s2lab.org/U-Space/",
   "domain": "s2lab.org",
   "title": "U-Space",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50024121",
   "points": 1,
   "comments": 0,
   "date": "2026-10-09",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究语言模型不确定性产生的时机与原因",
   "summary_en": "Preprint project page studying when and why uncertainty arises in language models.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50030180",
   "url": "https://aleph-alpha.com/en/blog/designing-kolibri-architecture-trade-offs-from-first-principles/",
   "domain": "aleph-alpha.com",
   "title": "Designing Kolibri: Architecture Trade-Offs from First Principles",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50030180",
   "points": 2,
   "comments": 0,
   "date": "2026-10-10",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析Kolibri模型的架构取舍与参数分配",
   "summary_en": "Reports architecture trade-off analysis for the Kolibri model covering parameters, FLOPs and mixers.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50030387",
   "url": "https://syfi.cs.washington.edu/blog/2026-10-08-qwen35-mi300a/",
   "domain": "syfi.cs.washington.edu",
   "title": "VibeSys Builds a Qwen3.5-397B Engine on MI300A, 2.3× Tuned SGLang",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50030387",
   "points": 2,
   "comments": 0,
   "date": "2026-10-10",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在MI300A上构建Qwen3.5-397B推理引擎，快于SGLang",
   "summary_en": "Reports a Qwen3.5-397B inference engine on MI300A running 2.3x faster than tuned SGLang.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50032055",
   "url": "https://www.nandakishorm.com/writing/vega",
   "domain": "nandakishorm.com",
   "title": "Vega: a decision model that rolls a ball down a hill / Nandakishor M",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "low",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50032055",
   "points": 1,
   "comments": 0,
   "date": "2026-10-10",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍决策模型Vega并说明其机制",
   "summary_en": "Describes Vega, a decision model, and how its pooled vectors are settled by a small physics engine.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50032575",
   "url": "https://data4sci.com/blog/local-llm-inference-at-scale-with",
   "domain": "data4sci.com",
   "title": "Local LLM Inference at Scale with vLLM",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50032575",
   "points": 1,
   "comments": 0,
   "date": "2026-10-10",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解用vLLM本地大规模运行LLM推理",
   "summary_en": "Tutorial on vLLM features such as continuous batching and prefix caching for local inference.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50033374",
   "url": "https://machineplaying.org/",
   "domain": "machineplaying.org",
   "title": "Is this machine playing?",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50033374",
   "points": 1,
   "comments": 1,
   "date": "2026-10-10",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "观察编码agent在无目标3D岛屿中的自发行为",
   "summary_en": "Reports observations of a coding agent left without a goal in a 3D island.",
   "origin": "backfill",
   "linkers": []
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  {
   "id": "50034182",
   "url": "https://pournasserian.com/writing/what-ai-hosts-require-of-an-mcp-server",
   "domain": "pournasserian.com",
   "title": "MCP server rules: Claude, ChatGPT, Codex, VS Code and more",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50034182",
   "points": 1,
   "comments": 0,
   "date": "2026-10-10",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "比较八个AI宿主对MCP服务器的检查规则",
   "summary_en": "Compares checkable rules that eight AI hosts apply to MCP servers.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50035357",
   "url": "https://breadbowl.ai/blog/breadbowl-embed/",
   "domain": "breadbowl.ai",
   "title": "One vector is too few. One per token is too many.",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": false,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50035357",
   "points": 2,
   "comments": 1,
   "date": "2026-10-10",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出用KV cache作嵌入的late-interaction架构",
   "summary_en": "Proposes BreadBowl-Embed, a late-interaction embedding architecture built on KV cache.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50037203",
   "url": "https://epoch.ai/publications/the-plunging-price-of-thought",
   "domain": "epoch.ai",
   "title": "The plunging price of thought",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50037203",
   "points": 1,
   "comments": 0,
   "date": "2026-10-10",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "测量AI性能成本下降速度并与其他技术比较",
   "summary_en": "Measures how fast the cost of a given AI performance level is falling versus other technologies.",
   "origin": "backfill",
   "linkers": [
    "non.io",
    "stevekrouse.com",
    "substack.com",
    "transitivebullsh.it",
    "withnative.ai"
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  },
  {
   "id": "50040309",
   "url": "https://zrt.wtf/publication/2026-10-10-taste-route",
   "domain": "zrt.wtf",
   "title": "TasteRoute: Personalized Routing for Video Generation",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50040309",
   "points": 1,
   "comments": 0,
   "date": "2026-10-11",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出个性化视频生成模型路由方法TasteRoute",
   "summary_en": "Presents TasteRoute, personalized routing among video generation models.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50041006",
   "url": "https://notesbylex.com/building-an-agent-harness-from-scratch",
   "domain": "notesbylex.com",
   "title": "Building an agent harness from scratch to pass Ian Goodfellow's intelligence test",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50041006",
   "points": 2,
   "comments": 0,
   "date": "2026-10-11",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "从零构建agent harness以通过Goodfellow测试",
   "summary_en": "Blog tutorial building an agent harness from scratch to pass a classic intelligence test.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50042932",
   "url": "https://bitsofwork.org",
   "domain": "bitsofwork.org",
   "title": "Measuring Cryptanalytic Effort",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50042932",
   "points": 2,
   "comments": 0,
   "date": "2026-10-11",
   "submissions": 3,
   "source": "hn",
   "summary_zh": "用文献计量估算各公钥假设的密码分析投入",
   "summary_en": "Bibliometric estimate of public cryptanalysis effort for each public-key assumption.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50048361",
   "url": "https://dreamstation.systems/personal/crypto30years.html",
   "domain": "dreamstation.systems",
   "title": "Has mainstream cryptography provided 30 years of protection? (Mostly not, but we’re getting way better)",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50048361",
   "points": 2,
   "comments": 0,
   "date": "2026-10-11",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "回顾主流密码算法30年内是否被实际攻破",
   "summary_en": "Reviews whether widely used ciphers and hashes survived 30 years without practical attacks.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50054201",
   "url": "https://www.drjoshcsimmons.com/writing/replaying-an-agent-should-not-call-the-model",
   "domain": "drjoshcsimmons.com",
   "title": "Replaying an agent should not call the model",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50054201",
   "points": 1,
   "comments": 0,
   "date": "2026-10-12",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用可运行示例说明agent回放而不调用模型",
   "summary_en": "Runnable example explaining agent replay and request matching without calling the model.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50056257",
   "url": "https://ceobench.com/",
   "domain": "ceobench.com",
   "title": "CEO-Bench",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50056257",
   "points": 2,
   "comments": 0,
   "date": "2026-10-12",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出CEO-Bench评测agent长期经营模拟公司",
   "summary_en": "Introduces CEO-Bench, evaluating whether AI agents can run a simulated startup for 500 days.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50056329",
   "url": "https://www.construction-physics.com/p/understanding-the-ai-that-drives",
   "domain": "construction-physics.com",
   "title": "Understanding the AI That Drives Robots",
   "category": "explainer",
   "topic": "robotics-graphics",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50056329",
   "points": 2,
   "comments": 0,
   "date": "2026-10-12",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解驱动机器人的视觉语言动作模型",
   "summary_en": "Explainer on vision-language-action models that drive robots.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50057025",
   "url": "https://thecout.com/blog/modelsafety/",
   "domain": "thecout.com",
   "title": "What you actually download when you download a model",
   "category": "explainer",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50057025",
   "points": 1,
   "comments": 0,
   "date": "2026-10-12",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解下载模型时的代码执行与权重后门风险",
   "summary_en": "Explains what is in a downloaded model, from executable files to weight backdoors.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50059391",
   "url": "https://research.meta.ai/blog/solving-open-research-problems-together",
   "domain": "research.meta.ai",
   "title": "Solving Open Research Problems Together",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50059391",
   "points": 2,
   "comments": 0,
   "date": "2026-10-12",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍数学家与Muse Spark合作完成六篇研究论文",
   "summary_en": "Meta reports mathematicians and its model collaborating on six research papers.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50063679",
   "url": "https://www.asimov.press/p/dna",
   "domain": "asimov.press",
   "title": "Making DNA: The Quest for Synthetic Life",
   "category": "explainer",
   "topic": "bio-health",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50063679",
   "points": 2,
   "comments": 0,
   "date": "2026-10-12",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍合成基因组与合成生命的研究进展",
   "summary_en": "Feature explaining synthetic genomes, synthetic life and their biosecurity risks.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50069793",
   "url": "https://www.naturewill.ai/blog/natura-1",
   "domain": "naturewill.ai",
   "title": "Natura-1: The Will to Act",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50069793",
   "points": 2,
   "comments": 0,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "报告50B模型Natura-1用人类视频驱动20自由度灵巧手",
   "summary_en": "Technical report on Natura-1, a 50B model trained on human video driving a 20-DoF hand.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50069926",
   "url": "https://www.nanoswe.com/blog.html",
   "domain": "nanoswe.com",
   "title": "blog - nanoswe",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50069926",
   "points": 1,
   "comments": 1,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "以1000美元预算从零训练agentic LLM并测SWE-bench",
   "summary_en": "Reports training an agentic coding LLM from scratch on a $1k budget, evaluated on SWE-bench.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50071497",
   "url": "https://kuber.studio/planethunt/",
   "domain": "kuber.studio",
   "title": "KIC 5689121—A Kepler Planet Candidate",
   "category": "research_report",
   "topic": "physics-earth",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50071497",
   "points": 1,
   "comments": 0,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "报告在Kepler数据中发现13.77天行星候选体",
   "summary_en": "Reports a 13.77-day planet candidate found in Kepler transit data with AI.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50075655",
   "url": "https://www.amazon.science/blog/can-we-change-an-ai-models-architecture-without-retraining-it-from-scratch",
   "domain": "amazon.science",
   "title": "Can we change an AI model’s architecture without retraining it from scratch?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50075655",
   "points": 2,
   "comments": 1,
   "date": "2026-10-13",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "提出Priming方法复用权重以改变模型架构",
   "summary_en": "Presents Priming, reusing pretrained Transformer weights to adopt more efficient architectures without full retraining.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50079091",
   "url": "https://equistamp.substack.com/p/model-backdoors-are-easy-to-create",
   "domain": "equistamp.substack.com",
   "title": "Model backdoors are easy to create and hard to reliably remove",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50079091",
   "points": 2,
   "comments": 0,
   "date": "2026-10-13",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "报告模型后门易植入而难以可靠移除",
   "summary_en": "Reports results that model backdoors are easy to insert and hard to reliably remove.",
   "origin": "backfill",
   "linkers": [
    "norabble.com"
   ]
  },
  {
   "id": "50088279",
   "url": "https://aistack.imec-int.com/blog/quantization",
   "domain": "aistack.imec-int.com",
   "title": "Optimization: does quantization hurt coding agents?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50088279",
   "points": 2,
   "comments": 1,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评测量化对编码agent的影响",
   "summary_en": "Measures how FP8, INT4 AWQ and NVFP4 quantization affect coding agent performance.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50090174",
   "url": "https://henniger.dev/post/djinn/",
   "domain": "henniger.dev",
   "title": "rust-djinn: You Should Specify Your Code Unambiguously (and Prove That You Did)",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50090174",
   "points": 2,
   "comments": 1,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用300行规范实现并证明gzip解压器",
   "summary_en": "Presents a 300-line specified, proven gzip decompressor in Rust.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50091404",
   "url": "https://llmknowledge.org/ch5",
   "domain": "llmknowledge.org",
   "title": "RAG Compliance: Where Confidential Data Actually Goes",
   "category": "explainer",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50091404",
   "points": 1,
   "comments": 0,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解RAG系统中机密数据的流向与合规",
   "summary_en": "Explains where confidential data goes in RAG systems and compliance implications.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50093745",
   "url": "https://scalingintelligence.stanford.edu/blogs/ncm/",
   "domain": "scalingintelligence.stanford.edu",
   "title": "Next-Concept Modeling: Fast, Parallel Coarse-to-Fine Text Generation | Scaling Intelligence Lab at Stanford University",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50093745",
   "points": 2,
   "comments": 0,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出Next-Concept Modeling并行粗到细文本生成",
   "summary_en": "Presents Next-Concept Modeling for parallel coarse-to-fine text generation.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50094355",
   "url": "https://epoch.ai/publications/ai-systems-are-improving-rapidly-at-slay-the-spire-and-its-sequel",
   "domain": "epoch.ai",
   "title": "How well can AI play Slay the Spire?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50094355",
   "points": 2,
   "comments": 2,
   "date": "2026-10-14",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "追踪前沿模型在Slay the Spire游戏中的进步",
   "summary_en": "Tracks frontier model win rates on Slay the Spire and its sequel.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50096325",
   "url": "https://www.senseon.io/blog/netsupport-rat-analysis",
   "domain": "senseon.io",
   "title": "Into the Rat's Nest: A SenseOn Analysis of the...",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50096325",
   "points": 1,
   "comments": 0,
   "date": "2026-10-14",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "技术分析NetSupport RAT的投递与持久化",
   "summary_en": "Technical analysis of NetSupport RAT campaigns covering delivery, persistence and command-and-control.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50101303",
   "url": "https://three.dev/blog/knowledge-just-moved-out-of-the-gpu",
   "domain": "three.dev",
   "title": "Engram and N-gram memory in DeepSeek V4.1-Flash and Qwen3.8-Flash-Next: what changes for inference cost",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50101303",
   "points": 2,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解Engram查找表架构及其脱离GPU的做法",
   "summary_en": "Overview of the Engram lookup-table architecture and why it can live off the GPU.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50101568",
   "url": "https://knl.co.in/posts/gemma-3-1b-ternary/",
   "domain": "knl.co.in",
   "title": "Gemma 3 1B at 114 tokens per second on a laptop CPU",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50101568",
   "points": 2,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在笔记本CPU上将Gemma 3 1B提速到114 tokens/s",
   "summary_en": "Reports ternary conversion and custom kernels getting Gemma 3 1B to 114 tokens per second on a laptop CPU.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50103879",
   "url": "https://kernelspace.substack.com/p/building-a-gpu-compiler-from-scratch",
   "domain": "kernelspace.substack.com",
   "title": "Building a GPU Compiler from Scratch",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50103879",
   "points": 2,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解从零构建GPU编译器的多级IR降低",
   "summary_en": "Tutorial on lowering PyTorch graphs to CUDA through multi-level IRs.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50103886",
   "url": "https://confidential.ai/blog/kv-offload-under-cc",
   "domain": "confidential.ai",
   "title": "Confidential AI ･ Encrypted KV Cache Offloading for Confidential Computing",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50103886",
   "points": 1,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出面向机密计算的加密KV cache卸载",
   "summary_en": "Presents encrypted KV cache offloading for confidential computing as a production implementation.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50104723",
   "url": "https://www.explainthatmove.com/",
   "domain": "explainthatmove.com",
   "title": "ExplainThatMove",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50104723",
   "points": 2,
   "comments": 1,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "比较并用自然语言解释国际象棋着法优劣",
   "summary_en": "Compares chess moves and explains in natural language why the stronger one is better.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50105571",
   "url": "https://www.dbreunig.com/2026/10/14/context-inertia.html",
   "domain": "dbreunig.com",
   "title": "Context Inertia: When Agents Won’t Let Go",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "low",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50105571",
   "points": 1,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出并讨论agent的Context Inertia现象",
   "summary_en": "Describes context inertia, where agents keep pursuing goals despite contrary evidence.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50107596",
   "url": "https://gimletlabs.ai/blog/inside-agentic-ai-workloads",
   "domain": "gimletlabs.ai",
   "title": "Inside Agentic AI Workloads",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50107596",
   "points": 2,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "刻画agentic AI工作负载的推理特征",
   "summary_en": "Characterizes agentic AI workloads that repeatedly re-enter model inference over growing state.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50110143",
   "url": "https://www.vals.ai/blogs/routers-new-ai-primitive",
   "domain": "vals.ai",
   "title": "Routers Are a New AI Primitive",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50110143",
   "points": 2,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评测模型路由器的质量、成本与延迟",
   "summary_en": "Argues for and runs independent evaluation of model routers on quality, cost and latency.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50110814",
   "url": "https://rlafuente.com/posts/2026-10-11-agent-evals-4-verifiers-first-rubrics-second.html",
   "domain": "rlafuente.com",
   "title": "Rodney L.",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50110814",
   "points": 1,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解LLM agent评测中先用程序验证再用rubric打分",
   "summary_en": "Explains why programmatic verifiers should come before rubrics when grading LLM agents.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50111102",
   "url": "https://www.lesswrong.com/posts/c9woewdY9ddsPqf3J/the-continual-constitutional-convention-how-language-models",
   "domain": "lesswrong.com",
   "title": "The Continual Constitutional Convention: How language models revise the documents that govern them",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50111102",
   "points": 1,
   "comments": 0,
   "date": "2026-10-15",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究语言模型如何修订约束自身的文件(宪法)",
   "summary_en": "Experiments studying how language models revise the constitutions that govern them.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50116630",
   "url": "https://www.goodfire.com/research/reward-hacking-activation-monitors",
   "domain": "goodfire.com",
   "title": "Models know when they’re reward hacking—and we can catch them at scale",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50116630",
   "points": 2,
   "comments": 0,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "发现模型内部与reward hacking对应的信号并训练probe",
   "summary_en": "Finds an internal signal accompanying reward hacking and builds probes to detect it.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50116891",
   "url": "https://blog.neels.tech/blog/this-is-not-a-game-of-snake/",
   "domain": "blog.neels.tech",
   "title": "This is not a game of snake",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50116891",
   "points": 1,
   "comments": 0,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "实验训练transformer学习玩贪吃蛇",
   "summary_en": "Experiment teaching a transformer model to play Snake and examining what it learns.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50117824",
   "url": "https://modal.com/blog/toward-rl-on-mixed-precision-mixed-accelerator-samplers",
   "domain": "modal.com",
   "title": "Toward RL on mixed-precision, mixed-accelerator samplers",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50117824",
   "points": 2,
   "comments": 0,
   "date": "2026-10-16",
   "submissions": 4,
   "source": "hn",
   "summary_zh": "用混合精度混合加速器采样器做异步RL训练",
   "summary_en": "Reports asynchronous RL training for agentic coding using mixed-precision, mixed-accelerator samplers.",
   "origin": "backfill",
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  },
  {
   "id": "50120094",
   "url": "https://bonsai.io/blog/pink-elephant-in-your-prompt/",
   "domain": "bonsai.io",
   "title": "Bonsai Blog | Fully Managed Elasticsearch & OpenSearch • The Pink Elephant in Your Prompt",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50120094",
   "points": 1,
   "comments": 0,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用720次试验检验让agent忽略已有代码的提示效果",
   "summary_en": "Reports 720 trials testing whether telling an agent to ignore existing code works.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50120918",
   "url": "https://richardli.xyz/post/gradient-is-covariance/",
   "domain": "richardli.xyz",
   "title": "The Gradient Is a Covariance",
   "category": "explainer",
   "topic": "math-theory",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50120918",
   "points": 2,
   "comments": 0,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "推导后训练更新中梯度与协方差的关系",
   "summary_en": "Derives the relation between policy gradient and covariance in post-training updates.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50121190",
   "url": "https://nostalgia.dev/posts/running-doom-inside-a-transformer/",
   "domain": "nostalgia.dev",
   "title": "Running DOOM Inside a Transformer",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50121190",
   "points": 2,
   "comments": 0,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "构建能运行DOOM的transformer",
   "summary_en": "Builds a transformer that executes the DOOM game and describes the method.",
   "origin": "backfill",
   "linkers": []
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  {
   "id": "50121458",
   "url": "https://biologyinsights.com/akkermansia-and-cancer-a-look-at-the-research/",
   "domain": "biologyinsights.com",
   "title": "Akkermansia and Cancer: A Look at the Research",
   "category": "explainer",
   "topic": "bio-health",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50121458",
   "points": 1,
   "comments": 1,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "综述Akkermansia与癌症的研究",
   "summary_en": "Overview of research linking the gut microbe Akkermansia to cancer.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50121608",
   "url": "https://llemre.com/benchmaxxing/",
   "domain": "llemre.com",
   "title": "A Statistical Analysis of LLM Benchmaxxing",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50121608",
   "points": 1,
   "comments": 1,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "统计分析各实验室模型是否在基准上过拟合",
   "summary_en": "Statistical estimate of benchmark overfitting by model lab.",
   "origin": "backfill",
   "linkers": []
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  {
   "id": "50121855",
   "url": "https://kyutai.org/reki/",
   "domain": "kyutai.org",
   "title": "REKI: Registering Knowledge in VLAs",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50121855",
   "points": 1,
   "comments": 0,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍带近期记忆的2.4B视觉语言动作模型REKI",
   "summary_en": "Presents REKI, a 2.4B vision-language-action model with memory, trained on public data.",
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   "linkers": []
  },
  {
   "id": "50124514",
   "url": "https://semiengineering.com/benchmarking-open-source-llms-on-verilog-rtl-generation-across-50-tasks-nmims-iit-roorkee-bits-pilani/",
   "domain": "semiengineering.com",
   "title": "Benchmarking Open-Source LLMs on Verilog RTL Generation Across 50 Tasks (NMIMS, IIT Roorkee, BITS Pilani)",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50124514",
   "points": 1,
   "comments": 0,
   "date": "2026-10-16",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "报道在50个任务上评测开源LLM生成Verilog的论文",
   "summary_en": "News summary of a paper benchmarking open-source LLMs on Verilog RTL generation.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50127044",
   "url": "https://alexwang.ai/posts/derivatives-and-gradients/",
   "domain": "alexwang.ai",
   "title": "Matrix gradients, without the pain",
   "category": "explainer",
   "topic": "math-theory",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50127044",
   "points": 2,
   "comments": 0,
   "date": "2026-10-17",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍简化矩阵梯度推导的技巧",
   "summary_en": "Teaches a simple trick for deriving matrix gradients without index notation.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50131429",
   "url": "https://research.google/pubs/open-and-emergent-problems-in-agentic-privacy-and-security-a-contextual-angle/",
   "domain": "research.google",
   "title": "Open and Emergent Problems in Agentic Privacy and Security: A Contextual Angle",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50131429",
   "points": 1,
   "comments": 0,
   "date": "2026-10-17",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "梳理agent隐私与安全的开放问题",
   "summary_en": "Technical report outlining open problems in agentic privacy and security.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50133211",
   "url": "https://chesscheatdetector.com/blog/building-a-chess-cheat-detector",
   "domain": "chesscheatdetector.com",
   "title": "Building a Chess Cheat Detector",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50133211",
   "points": 2,
   "comments": 0,
   "date": "2026-10-17",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用Maia模拟6613局棋构建作弊检测器",
   "summary_en": "Builds a chess cheat detector from 6,613 simulated games with Maia.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50133714",
   "url": "https://tileward.com/research/a-smaller-speech-recogniser/",
   "domain": "tileward.com",
   "title": "We shrank Whisper large-v3 by 68%, below the size of turbo",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50133714",
   "points": 2,
   "comments": 0,
   "date": "2026-10-17",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "将Whisper large-v3压缩68%并报告测试结果",
   "summary_en": "Reports compressing Whisper large-v3 by 68% with accuracy results on ten tests.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50137493",
   "url": "https://www.goodfire.com/research/production-cyber-monitors-on-kimi-k3",
   "domain": "goodfire.com",
   "title": "Training and Deploying Production Cyber Monitors on Kimi K3",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50137493",
   "points": 2,
   "comments": 0,
   "date": "2026-10-18",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "为Kimi K3训练网络安全监控器并与LLM judge比较",
   "summary_en": "Trains cybersecurity monitors for Kimi K3 that beat an LLM judge at lower cost.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50138777",
   "url": "https://amongbytes.com/posts/rfc-10024-negotiating-pq-tls-handshakes/",
   "domain": "amongbytes.com",
   "title": "RFC 10024: Negotiating Post-Quantum TLS handshakes",
   "category": "explainer",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50138777",
   "points": 2,
   "comments": 0,
   "date": "2026-10-18",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解后量子TLS握手协商与RFC 10024",
   "summary_en": "Explains post-quantum TLS handshake negotiation from the RFC 10024 co-author's view.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50139703",
   "url": "https://workflows-of-ai.com/blog/can-ai-set-the-focal-point-of-a-photo",
   "domain": "workflows-of-ai.com",
   "title": "Can AI set the focal point of a photo?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50139703",
   "points": 1,
   "comments": 0,
   "date": "2026-10-18",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评测19种用LLM和模型裁剪图片的方法",
   "summary_en": "Evaluates 19 methods for cropping images using LLMs and classification models.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50140159",
   "url": "https://www.benjoffe.com/fast-time-of-day",
   "domain": "benjoffe.com",
   "title": "A faster way to convert a timestamp ➜ Hour, Min, Sec",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50140159",
   "points": 2,
   "comments": 0,
   "date": "2026-10-18",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出更快的时间戳转时分秒算法",
   "summary_en": "Presents a faster timestamp to hour-minute-second algorithm with benchmark results.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50142691",
   "url": "https://nathanho.me/posts/evograin/",
   "domain": "nathanho.me",
   "title": "EvoGrain: Algorithmic Sound Design with L-Systems and Granular Synthesis",
   "category": "explainer",
   "topic": "other",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50142691",
   "points": 2,
   "comments": 0,
   "date": "2026-10-18",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍用L系统和颗粒合成做声音设计",
   "summary_en": "Describes algorithmic sound design using L-systems and granular synthesis.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50142827",
   "url": "https://www.philipzucker.com/asmc_cpp/",
   "domain": "philipzucker.com",
   "title": "Ghidra + CBMC = Assembly Model Checker",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50142827",
   "points": 2,
   "comments": 0,
   "date": "2026-10-18",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "将Ghidra汇编语义接入CBMC做模型检查",
   "summary_en": "Connects Ghidra lifted assembly semantics to CBMC to build an assembly model checker.",
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   "linkers": []
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  {
   "id": "50143274",
   "url": "https://adlrocha.substack.com/p/adlrocha-decision-models-as-a-judge",
   "domain": "adlrocha.substack.com",
   "title": "@adlrocha",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50143274",
   "points": 1,
   "comments": 0,
   "date": "2026-10-18",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍用decision model在CI中做agent评测",
   "summary_en": "Explains using decision models as judges to run agent evals in CI.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50144489",
   "url": "https://warlock.ai/blog/warcraftsim-1/",
   "domain": "warlock.ai",
   "title": "Beating Warcraft III’s insane AI with self-play reinforcement learning on one desktop",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50144489",
   "points": 2,
   "comments": 0,
   "date": "2026-10-18",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用自对弈RL在单机上击败魔兽争霸3 AI",
   "summary_en": "Trains a self-play RL agent reaching 89% win rate against Warcraft III's built-in AI.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50149314",
   "url": "https://localai-brief.vercel.app/",
   "domain": "localai-brief.vercel.app",
   "title": "How much intelligence can you run locally? (October 2026)",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50149314",
   "points": 1,
   "comments": 2,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "对比本地可运行模型与前沿模型的研究简报",
   "summary_en": "Research brief comparing locally runnable models with frontier models on benchmark indices.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50149698",
   "url": "https://aiskills402.com/blog/agent-skills-security-risks",
   "domain": "aiskills402.com",
   "title": "Why you should not install unvetted AI agent skills",
   "category": "explainer",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50149698",
   "points": 1,
   "comments": 1,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "说明安装未审查agent skill的风险",
   "summary_en": "Explains security risks of installing unvetted AI agent skills.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50151572",
   "url": "https://www.csis.org/analysis/art-swarming",
   "domain": "csis.org",
   "title": "The Art of Swarming",
   "category": "research_report",
   "topic": "other",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50151572",
   "points": 2,
   "comments": 0,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "报告论证无人机集群改变战场集结方式",
   "summary_en": "Policy report arguing drone swarms change mass on the battlefield.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50151774",
   "url": "https://ztatlock.net/pubs/2026-oopsla-eggcc/",
   "domain": "ztatlock.net",
   "title": "Efficient Extraction for Effectful E-graphs",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50151774",
   "points": 1,
   "comments": 0,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出Statewalk DP加速带副作用e-graph提取",
   "summary_en": "Presents Statewalk DP for fast effect-aware e-graph extraction without ILP.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50152788",
   "url": "https://getjavo.com/research/sales-evaluation/",
   "domain": "getjavo.com",
   "title": "Evaluating Javo",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50152788",
   "points": 1,
   "comments": 0,
   "date": "2026-10-19",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在100个网站上评测AI销售agent",
   "summary_en": "Evaluates an AI sales agent on 100 websites and 14.8 million visitors.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50154153",
   "url": "https://wiki.alcidesfonseca.com/blog/lessons-learned-building-fronteira/",
   "domain": "wiki.alcidesfonseca.com",
   "title": "Lessons learned building Fronteira by Alcides Fonseca",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50154153",
   "points": 2,
   "comments": 0,
   "date": "2026-10-19",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "介绍用信息流策略防御的MCP代理Fronteira",
   "summary_en": "Describes Fronteira, an MCP proxy using information-flow policies to block attacks.",
   "origin": "backfill",
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  {
   "id": "50154484",
   "url": "https://fremaconsulting.ch/blog/backpropagation",
   "domain": "fremaconsulting.ch",
   "title": "Backpropagation Step by Step: The Forward and Backward Pass",
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   "confidence": "high",
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  {
   "id": "50154830",
   "url": "https://www.ultracite.ai/research/type-escape-hatches",
   "domain": "ultracite.ai",
   "title": "Why TypeScript lets you overrule its type checker",
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   "interactive": false,
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   "summary_zh": "解释TypeScript中any与ts-ignore的来历",
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  {
   "id": "50155677",
   "url": "https://kapteko.com/running-10-million-codex-clis-on-one-server-lfi-processes/",
   "domain": "kapteko.com",
   "title": "Running 10 million Codex CLIs on one server-LFI processes",
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   "interactive": false,
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  {
   "id": "50158847",
   "url": "https://www.lei.chat/posts/mlir-codegen-dialects-for-machine-learning-compilers/",
   "domain": "lei.chat",
   "title": "MLIR CodeGen Dialects for Machine Learning Compilers",
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   "interactive": false,
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  {
   "id": "50162371",
   "url": "https://lumalabs.ai/news/packed-multimodal-attention",
   "domain": "lumalabs.ai",
   "title": "MARBLE: exact sequence parallelism for packed multimodal masks",
   "category": "research_report",
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   "interactive": false,
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   "summary_zh": "提出多模态packed序列的精确序列并行方法Marble",
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  {
   "id": "50162758",
   "url": "https://hamel.dev/blog/posts/decision-model-evals/",
   "domain": "hamel.dev",
   "title": "How To Use Decision Models for Evals",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
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   "hn_id": "50162758",
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   "summary_zh": "讲解如何选择并调优evals的decision model",
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  {
   "id": "50165645",
   "url": "https://www.stackone.com/blog/system-one-model-prompt-injection/",
   "domain": "stackone.com",
   "title": "Building a System One Model for Prompt Injection",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
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   "cit": false,
   "hn_id": "50165645",
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   "summary_zh": "重建提示注入防护模型Defender并报告效果",
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  {
   "id": "50165802",
   "url": "https://bart.degoe.de/fine-tuning-a-small-language-model-for-rag/",
   "domain": "bart.degoe.de",
   "title": "Fine-tuning a small language model for RAG in a browser on a Mac",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
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   "summary_zh": "在Mac上微调Qwen3-0.6B用于浏览器RAG",
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  {
   "id": "50167109",
   "url": "https://rocm.blogs.amd.com/software-tools-optimization/rdna-fp16-gemm/README.html",
   "domain": "rocm.blogs.amd.com",
   "title": "FP16 GEMM Optimization on AMD RDNA™ 3 and RDNA™ 4 Architectures",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": true,
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   "arxiv": true,
   "hf": false,
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   "summary_zh": "逐步优化AMD RDNA上的FP16 GEMM内核",
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  {
   "id": "50167932",
   "url": "https://pentad.ai/PLRN/031/",
   "domain": "pentad.ai",
   "title": "Jev models make agents faster. Hooked control planes steal the difference.",
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   "confidence": "medium",
   "interactive": false,
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   "arxiv": true,
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   "hn_id": "50167932",
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   "summary_zh": "分析hook链对decision model加速收益的损耗",
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  {
   "id": "50168680",
   "url": "https://three.dev/blog/the-free-upgrade-that-raised-your-bill",
   "domain": "three.dev",
   "title": "The free upgrade that raised your bill: what a new model version really costs",
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   "interactive": false,
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   "hn_id": "50168680",
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   "date": "2026-10-20",
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   "summary_zh": "测量新模型版本如何改变实际API账单",
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   "url": "https://alignment.openai.com/beyond-gmean-squared/",
   "domain": "alignment.openai.com",
   "title": "Beyond g-mean²: complementary metrics for monitorability",
   "category": "research_report",
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   "interactive": false,
   "repo": false,
   "arxiv": true,
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   "github_io": false,
   "cit": true,
   "hn_id": "50169048",
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   "date": "2026-10-20",
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   "summary_zh": "提出两个补充g-mean²的可监控性指标",
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   "url": "https://getswiftapi.com",
   "domain": "getswiftapi.com",
   "title": "Alignment Is a System Property, Not Just a Model Property",
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   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": true,
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   "cit": false,
   "hn_id": "50169298",
   "points": 2,
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   "date": "2026-10-13",
   "submissions": 3,
   "source": "hn",
   "summary_zh": "报告GPT-4-0613系统提示消融实验",
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  {
   "id": "50170679",
   "url": "https://magiroux.com/posts/from-use-case-to-graphql-operation",
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   "title": "From Use Case to GraphQL Operation: A Layered Approach for Agents",
   "category": "explainer",
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   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50170679",
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   "summary_zh": "介绍agent从用例到GraphQL操作的分层方法",
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   "id": "50171558",
   "url": "https://www.journalovi.org/2024-Cashman-PAC-learning-game/",
   "domain": "journalovi.org",
   "title": "PAC Learning; Or: Why We Should (and Shouldn't) Trust Machine Learning",
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   "confidence": "high",
   "interactive": false,
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   "arxiv": true,
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   "hn_id": "50171558",
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   "date": "2026-10-20",
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   "summary_zh": "用交互游戏说明PAC学习",
   "summary_en": "Interactive game illustrating PAC learning and why ML models fail in deployment.",
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  {
   "id": "50172326",
   "url": "https://nevolodia.com/thoughts/001/",
   "domain": "nevolodia.com",
   "title": "RELAGRAM",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
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   "hn_id": "50172326",
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   "summary_zh": "介绍用于车辆路径的潜变量递归RL方法Relagram",
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   "id": "50173269",
   "url": "https://saulius.io/blog/what-are-looped-transformers-recurrent-depth",
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   "title": "What Are Looped Transformers? A Technical Deep Dive",
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   "date": "2026-10-20",
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   "summary_zh": "技术讲解looped transformer",
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  {
   "id": "50175574",
   "url": "https://mulgadc.com/blog/blueprints-not-prompts-tla-plus",
   "domain": "mulgadc.com",
   "title": "Blueprints, Not Prompts: TLA+ for AI-Written Code",
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   "interactive": false,
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   "date": "2026-10-21",
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   "summary_zh": "介绍用TLA+指导AI编写代码",
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   "id": "50175763",
   "url": "https://www.spacebar.ai/benchmark",
   "domain": "spacebar.ai",
   "title": "AI Agents in a Shared Workspace: Benchmark",
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   "interactive": false,
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   "summary_zh": "提出评测agent在共享工作区表现的SpacebarBench",
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   "id": "50176035",
   "url": "https://pantheon.inc/research/diverse-umi",
   "domain": "pantheon.inc",
   "title": "Pantheon | Building the Most Diverse UMI Dataset in Robotics",
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   "date": "2026-10-21",
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   "source": "hn",
   "summary_zh": "介绍任务多样的UMI机器人数据集",
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   "url": "https://rfd4-proteina.org/",
   "domain": "rfd4-proteina.org",
   "title": "RFD4-Proteina",
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   "summary_zh": "提出生物分子设计模型RFD4-Proteina",
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   "url": "https://www.ctgt.ai/research/concordance",
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   "title": "Deterministic Inference Did Not Make Our Pipeline Deterministic",
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   "date": "2026-10-21",
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   "source": "hn",
   "summary_zh": "实验显示确定性推理未使流水线确定",
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   "url": "https://blog.gopfert.eu/ai-macros-from-photos",
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   "title": "The Overfit",
   "category": "research_report",
   "topic": "bio-health",
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   "interactive": true,
   "repo": false,
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   "date": "2026-10-21",
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   "source": "hn",
   "summary_zh": "称重32餐评估AI照片估算营养的准确性",
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   "id": "50187401",
   "url": "https://curtjaimungal.substack.com/p/how-witten-used-quantum-field-theory-105",
   "domain": "curtjaimungal.substack.com",
   "title": "How Witten Used Quantum Field Theory to Understand Knots",
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   "topic": "physics-earth",
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   "interactive": false,
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   "date": "2026-10-21",
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   "source": "hn",
   "summary_zh": "讲解Witten如何用量子场论研究纽结",
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   "id": "50191079",
   "url": "https://natolambert.com/slides/2026/harvard/lecture.html",
   "domain": "natolambert.com",
   "title": "Open Language Models",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
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   "date": "2026-10-22",
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   "source": "hn",
   "summary_zh": "开放语言模型的客座讲座幻灯片",
   "summary_en": "Lecture slides on open language models.",
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   "id": "50191260",
   "url": "https://topos.institute/blog/2026-10-14-e-graphs-3/",
   "domain": "topos.institute",
   "title": "How to prove equations using diagrams, Part 3",
   "category": "explainer",
   "topic": "math-theory",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": false,
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   "hn_id": "50191260",
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   "date": "2026-10-22",
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   "source": "hn",
   "summary_zh": "讲解用图示证明等式的范畴语义",
   "summary_en": "Explains diagrammatic equational reasoning using initial functor semantics.",
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   "id": "50193915",
   "url": "https://secondtimeisabug.com/blog/what-projects-tell-ai-coding-agents/",
   "domain": "secondtimeisabug.com",
   "title": "What 1,866 GitHub Projects Tell Their AI Coding Agents",
   "category": "research_report",
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   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
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   "date": "2026-10-15",
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   "source": "hn",
   "summary_zh": "分析1866个GitHub项目的AGENTS.md",
   "summary_en": "Analyzes AGENTS.md files from 1,866 popular GitHub projects.",
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   "url": "https://www.hugo.im/posts/code-review-in-one-year/",
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   "title": "Machines Read, Humans Sign: Code Review in One Year",
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   "id": "50195366",
   "url": "https://subway.bio1up.com/line/signal",
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   "title": "How GLP-1 drugs like semaglutide work",
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   "id": "50195427",
   "url": "https://counterparts.ai/ecosystem/",
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   "title": "The Memory Field Guide",
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   "interactive": true,
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   "url": "https://www.bis.org/publications/working-paper-1350-elasticity-money-production-networks-working-capital-credit-lines-and-financial-conditions",
   "domain": "bis.org",
   "title": "Elasticity of money in production networks, working capital, credit lines and financial conditions",
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   "id": "50196194",
   "url": "https://www.microsoft.com/en-us/research/blog/solving-a-31-year-old-grand-challenge-in-mathematics-the-kls-conjecture/",
   "domain": "microsoft.com",
   "title": "Solving a 31-year-old grand challenge in mathematics–the KLS conjecture",
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   "summary_zh": "宣布借助AI解决KLS猜想",
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   "url": "https://rhg.com/research/chinas-next-generation-industrial-policy/",
   "domain": "rhg.com",
   "title": "China’s Next-Generation Industrial Policy",
   "category": "research_report",
   "topic": "econ-social",
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   "interactive": false,
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   "summary_zh": "分析中国新一代产业政策的报告",
   "summary_en": "Report analyzing China's next-generation industrial policy.",
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  {
   "id": "50198515",
   "url": "https://harness-hacks.vercel.app",
   "domain": "harness-hacks.vercel.app",
   "title": "A history of Harness Hacks",
   "category": "explainer",
   "topic": "ai-ml",
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   "interactive": true,
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   "summary_zh": "讲述prompt harness技巧的历史",
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   "id": "50201241",
   "url": "https://labs.baseten.co/articles/mammoth-1-and-elephant-1-frontier-decision-models",
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   "title": "Mammoth-1 and Elephant-1: frontier decision models",
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   "summary_zh": "介绍decision model Mammoth-1与Elephant-1",
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   "url": "https://www.lesswrong.com/posts/ozbbzsh49wvgfbCDp/twitch-plays-ai-interpretability-of-bonsai-8b",
   "domain": "lesswrong.com",
   "title": "Twitch Plays: AI Interpretability of Bonsai-8B",
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   "hn_id": "50203118",
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   "date": "2026-10-23",
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   "source": "hn",
   "summary_zh": "直播式探索Bonsai-8B可解释性",
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   "url": "https://malwarebench.com",
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   "title": "MalwareBench: Reverse-engineering custom-built, realistic, evasive malware into actionable intelligence",
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   "summary_zh": "MalwareBench评测前沿模型逆向分析恶意软件的能力",
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   "url": "https://frontier-cs.org/?v=2",
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   "id": "50205746",
   "url": "https://finitering.space/38-s13/lab.html",
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   "title": "Finite Ring Cosmology Lab: Schrödinger—Dirac dynamics of the total state over the (13, 233) holographic substrate",
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   "summary_zh": "用浏览器模拟Schrödinger-Dirac动力学的全息宇宙模型",
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   "url": "https://knowledgepixels.com/nanopub-ecosystem-paper/",
   "domain": "knowledgepixels.com",
   "title": "A Robust Decentralized Infrastructure for Trust-Aware Open Knowledge Sharing",
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   "date": "2026-10-23",
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   "summary_zh": "提出去中心化、可信感知的开放知识共享基础设施",
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   "url": "https://zerowithdot.com/blog/text-to-diagram-for-ai-systems/",
   "domain": "zerowithdot.com",
   "title": "Text-to-Diagram for AI Systems: Designing a DSL an LLM Gets Right",
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   "date": "2026-10-23",
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   "summary_zh": "介绍为LLM设计的图表DSL Gnomon及其编译器",
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   "url": "https://gking.harvard.edu/peerless/",
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   "title": "AI Article Reviews Dominate Human Peer Reviews at Their Best: Evidence and Policy Choices",
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   "date": "2026-10-23",
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   "source": "hn",
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   "url": "https://hypha.pub/the-language-that-says-no",
   "domain": "hypha.pub",
   "title": "The language that says no",
   "category": "explainer",
   "topic": "math-theory",
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   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
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   "hn_id": "50209358",
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   "date": "2026-10-22",
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   "source": "hn",
   "summary_zh": "从Milner的LCF讲到智能体用OCaml写代码",
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   "id": "50211931",
   "url": "https://yamanahlawat.in/articles/llm-judge-same-code-different-scores",
   "domain": "yamanahlawat.in",
   "title": "An LLM judge passed renders with defects I planted",
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   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
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   "arxiv": true,
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   "points": 1,
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   "date": "2026-10-23",
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   "source": "hn",
   "summary_zh": "实验显示视觉LLM评审会放过人为植入缺陷的渲染",
   "summary_en": "Experiments show a vision-model judge passes renders with planted defects and is inconsistent across runs.",
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   "id": "50212738",
   "url": "https://www.gilesthomas.com/2026/10/rmsnorm",
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   "title": "RMSNorm :: Giles' blog",
   "category": "explainer",
   "topic": "ai-ml",
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   "date": "2026-10-23",
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   "summary_zh": "讲解RMSNorm及其相对LayerNorm的特点",
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   "id": "50215711",
   "url": "https://jakubcwirlej.com/ai-dev/",
   "domain": "jakubcwirlej.com",
   "title": "Jakub Ćwirlej",
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   "confidence": "high",
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   "arxiv": true,
   "hf": true,
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   "date": "2026-10-23",
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   "summary_zh": "单GPU训练160M代码模型,HumanEval达22.56%",
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   "url": "https://huggingface.co/blog/Luo-Yihang/mundo-world-model",
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   "title": "Mundo: From seeing a place to simulating what happens there",
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   "date": "2026-10-24",
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   "source": "hn",
   "summary_zh": "Mundo世界模型从少量房间照片生成可模拟场景",
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   "id": "50219974",
   "url": "https://www.anthropic.com/research/reviewing-the-evidence-on-worker-retraining-programs",
   "domain": "anthropic.com",
   "title": "How well do job retraining programs work?",
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   "topic": "econ-social",
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   "hn_id": "50219974",
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   "summary_zh": "Anthropic综述工人再培训项目的证据",
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   "url": "https://nrposner.com/blog/crowleys-three-axes-of-json-querying/",
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   "title": "Crowley's Three Axes of JSON Querying",
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   "date": "2026-10-24",
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   "source": "hn",
   "summary_zh": "Crowley流式JSON查询突破2 GB/s的设计与测量",
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   "url": "https://tridao.me/blog/2026/replayssm/",
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   "title": "ReplaySSM: Cache SSM Inputs, Not State",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
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   "hn_id": "50220605",
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   "date": "2026-10-24",
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   "source": "hn",
   "summary_zh": "ReplaySSM缓存SSM输入而非状态以加速解码",
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  {
   "id": "50221043",
   "url": "https://www.memstrata.dev/",
   "domain": "memstrata.dev",
   "title": "MemStrata: AI answers you can check, with sources.",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
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   "hn_id": "50221043",
   "points": 2,
   "comments": 0,
   "date": "2026-10-19",
   "submissions": 3,
   "source": "hn",
   "summary_zh": "LongMemEval得分会随评审能否看到来源而变化",
   "summary_en": "Shows LongMemEval scores shift depending on whether the judge can see the sources.",
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   "id": "50221693",
   "url": "https://www.uxness.in/2026/10/ux-research-for-ai-products-ai-native-research-lifecycle.html",
   "domain": "uxness.in",
   "title": "UX Research for AI Products: The AI-Native Research Lifecycle ~ UXness: Insights & Inspiration on UX, Visual, and Product Design",
   "category": "explainer",
   "topic": "other",
   "confidence": "high",
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   "hn_id": "50221693",
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   "date": "2026-10-24",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍AI产品全生命周期中的用户研究方法",
   "summary_en": "A guide to embedding UX research across the AI product lifecycle.",
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   "id": "50229055",
   "url": "https://gctl.io/blog/2026/when-sandboxed-agents-talk-through-the-cpu-cache/",
   "domain": "gctl.io",
   "title": "When sandboxed agents talk through the CPU cache",
   "category": "explainer",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
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   "cit": false,
   "hn_id": "50229055",
   "points": 1,
   "comments": 0,
   "date": "2026-10-25",
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   "source": "hn",
   "summary_zh": "讲解沙箱智能体如何通过CPU缓存隐蔽通信",
   "summary_en": "Explains covert and side channels via CPU cache in relation to a report on sandboxed agents.",
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  {
   "id": "50231257",
   "url": "https://emptysqua.re/blog/polyglots-dilemma/",
   "domain": "emptysqua.re",
   "title": "The Polyglot's Dilemma: Conformance Testing a Dozen Specs in as Many Languages",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
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   "arxiv": true,
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   "hn_id": "50231257",
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   "date": "2026-10-25",
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   "source": "hn",
   "summary_zh": "介绍MongoDB如何对多语言实现做规范一致性测试",
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   "id": "50231816",
   "url": "https://drmowinckels.io/blog/2025/neon-ghosts/",
   "domain": "drmowinckels.io",
   "title": "Neon Ghosts with ggplot2",
   "category": "explainer",
   "topic": "other",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50231816",
   "points": 2,
   "comments": 0,
   "date": "2026-10-25",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "教程:用R的ggplot2绘制霓虹幽灵图",
   "summary_en": "A tutorial on drawing glowing ghost graphics in R with ggplot2.",
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  {
   "id": "50232753",
   "url": "https://www.redwoodresearch.org/blog/simulated-control-evaluations",
   "domain": "redwoodresearch.org",
   "title": "Simulated Control Evaluations",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50232753",
   "points": 2,
   "comments": 0,
   "date": "2026-10-25",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用伪造工具输出的LLM红队测试AI智能体监控器",
   "summary_en": "Presents simulated control evaluations that red-team AI agent monitors using an LLM that fakes tool outputs.",
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  },
  {
   "id": "50235746",
   "url": "https://alphapixeldev.com/a-comprehensive-introduction-and-overview-of-gaussian-splats-part-1-introduction/",
   "domain": "alphapixeldev.com",
   "title": "A Comprehensive Intro to Gaussian Splats (Part 1)",
   "category": "explainer",
   "topic": "robotics-graphics",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50235746",
   "points": 2,
   "comments": 0,
   "date": "2026-10-25",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍高斯泼溅3D渲染方法的基础",
   "summary_en": "An introductory overview of Gaussian Splatting for 3D rendering.",
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   "linkers": []
  },
  {
   "id": "50235773",
   "url": "https://repo-sam.inria.fr/fungraph/3d-gaussian-splatting/",
   "domain": "repo-sam.inria.fr",
   "title": "3D Gaussian Splatting for Real-Time Radiance Field Rendering",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50235773",
   "points": 2,
   "comments": 0,
   "date": "2026-10-25",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "3D Gaussian Splatting实时辐射场渲染论文项目页",
   "summary_en": "Project page for the SIGGRAPH paper on 3D Gaussian Splatting for real-time radiance field rendering.",
   "origin": "backfill",
   "linkers": [
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  },
  {
   "id": "50236088",
   "url": "https://theorem.dev/blog/verified-software-stack/",
   "domain": "theorem.dev",
   "title": "Bootstrapping the Verified Software Stack",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50236088",
   "points": 2,
   "comments": 0,
   "date": "2026-10-23",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "提出为nixpkgs生态构建共享的已验证软件栈",
   "summary_en": "Describes a research effort to build a shared formally verified software stack starting with nixpkgs.",
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   "linkers": []
  },
  {
   "id": "50245763",
   "url": "https://www.lunarsim.org/research/",
   "domain": "lunarsim.org",
   "title": "Research | Galatea: optimal transport for lunar place recognition",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50245763",
   "points": 1,
   "comments": 1,
   "date": "2026-10-26",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Galatea用最优传输融合全局与局部描述子做月面定位",
   "summary_en": "Presents Galatea, an optimal transport method merging global and local descriptors for lunar visual place recognition.",
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   "linkers": []
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  {
   "id": "50249987",
   "url": "https://digitaliziran.si/2026/10/26/the-half-life-of-an-instruction.html",
   "domain": "digitaliziran.si",
   "title": "The Half-Life of an Instruction",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50249987",
   "points": 2,
   "comments": 0,
   "date": "2026-10-26",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "测试DeepSeek V4 Pro指令遵循随示例变化的衰减",
   "summary_en": "Reports an experiment on how DeepSeek V4 Pro's instruction following changes with few-shot examples.",
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  {
   "id": "50250129",
   "url": "https://agent-hypervisor.ai/posts/agent-first-repos/",
   "domain": "agent-hypervisor.ai",
   "title": "Agent-First Repos",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50250129",
   "points": 1,
   "comments": 0,
   "date": "2026-10-26",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍为编码智能体构建的agent-first代码库",
   "summary_en": "A long guide to structuring codebases for coding agents to develop and operate.",
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  {
   "id": "50250494",
   "url": "https://www.manifold.security/blog/agent-log-tampering",
   "domain": "manifold.security",
   "title": "AI agents have few qualms with log tampering",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50250494",
   "points": 2,
   "comments": 0,
   "date": "2026-10-26",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究显示多数前沿AI智能体会篡改自身日志",
   "summary_en": "Reports tests showing most frontier AI agents comply with requests to tamper with their own logs.",
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  {
   "id": "50251596",
   "url": "https://research.nvidia.com/labs/par/projects/jca/",
   "domain": "research.nvidia.com",
   "title": "Joints, Camera, Action! Co-Generating 3D Motion and Video for Arbitrary Rigs",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50251596",
   "points": 1,
   "comments": 0,
   "date": "2026-10-26",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "JCA为任意骨架联合生成视频与同步3D动作",
   "summary_en": "Presents Joints, Camera, Action, a model that jointly generates video and 3D motion for arbitrary rigs.",
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  {
   "id": "50251741",
   "url": "https://www.airealist.ai/p/exploring-apple-on-device-model",
   "domain": "airealist.ai",
   "title": "Exploring Apple's On-Device Model: Core Advanced",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50251741",
   "points": 1,
   "comments": 0,
   "date": "2026-10-25",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "分析Apple 20B参数端侧模型如何存于闪存",
   "summary_en": "An analysis of how Apple's 20B-parameter on-device model is stored in flash and activates few experts.",
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   "linkers": []
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  {
   "id": "50252439",
   "url": "https://maccus.fr/en/ai-models-hide-capabilities-oxford/",
   "domain": "maccus.fr",
   "title": "Researchers hid an encrypted capability in an AI model, and fine-tuning couldn't unlock it",
   "category": "explainer",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50252439",
   "points": 2,
   "comments": 1,
   "date": "2026-10-26",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "解读论文:AI模型可被证明地隐藏任意能力",
   "summary_en": "Summarizes an October 2026 paper showing AI models can provably hide encrypted capabilities.",
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   "linkers": []
  },
  {
   "id": "50253974",
   "url": "https://lagrangianblog.substack.com/p/end-effector-action-policy-outputs",
   "domain": "lagrangianblog.substack.com",
   "title": "End effector action policy outputs to robot model actuation",
   "category": "explainer",
   "topic": "robotics-graphics",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50253974",
   "points": 1,
   "comments": 0,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解机器人末端执行器策略输出到执行器的数学",
   "summary_en": "Explains the math converting end effector policy outputs to robot actuation.",
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   "linkers": []
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  {
   "id": "50258864",
   "url": "https://www.maxtaylor.me/articles/same-price-different-reason-probing-ai-pricing-agents-for-collusion",
   "domain": "maxtaylor.me",
   "title": "Same price, different reason. Probing AI pricing agents for collusion",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50258864",
   "points": 2,
   "comments": 1,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用线性探针检测AI定价智能体的串通",
   "summary_en": "Tests whether linear probes can distinguish colluding AI pricing agents from innocent ones.",
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   "linkers": []
  },
  {
   "id": "50260197",
   "url": "https://www.kelvinjiang.com/2026/10/can-machines-follow-voice-through-crowded-room.html",
   "domain": "kelvinjiang.com",
   "title": "Can Machines Follow One Voice Through a Crowded Room?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50260197",
   "points": 1,
   "comments": 0,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "探索机器能否在嘈杂环境中跟随单一说话人",
   "summary_en": "An exploratory experiment on whether machines can follow one voice in a crowded room.",
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   "linkers": []
  },
  {
   "id": "50260348",
   "url": "https://janni.turunen.in/poisoned-open-weights/",
   "domain": "janni.turunen.in",
   "title": "From the bottom of my heart, I salute you",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50260348",
   "points": 2,
   "comments": 0,
   "date": "2026-10-27",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "展示向开放权重模型植入后门的三种方式",
   "summary_en": "Demonstrates three ways to poison open-weight models, including a few hundred poisoned samples.",
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   "linkers": []
  },
  {
   "id": "50260456",
   "url": "https://theprimary.com/science/2026-10-26/mobility-power-law-artifacts",
   "domain": "theprimary.com",
   "title": "Human travel patterns reflect geographic boundaries rather than universal laws",
   "category": "research_report",
   "topic": "physics-earth",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50260456",
   "points": 1,
   "comments": 0,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究显示人类出行模式由地理边界而非普适律决定",
   "summary_en": "Reports that human travel patterns follow geographic containers rather than universal power laws.",
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   "linkers": []
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  {
   "id": "50261004",
   "url": "https://www.amplifypartners.com/blog-posts/the-fertility-of-an-idea",
   "domain": "amplifypartners.com",
   "title": "The Fertility of an Idea: tracing the discovery lineage of optogenetics",
   "category": "research_report",
   "topic": "bio-health",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50261004",
   "points": 1,
   "comments": 0,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "追溯光遗传学发现谱系的历史研究",
   "summary_en": "Traces the discovery lineage of optogenetics through citation and historical analysis.",
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   "linkers": []
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  {
   "id": "50261289",
   "url": "https://voygr.tech/blog/can-ai-draw-san-francisco-from-memory/",
   "domain": "voygr.tech",
   "title": "Can AI draw San Francisco from memory?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50261289",
   "points": 1,
   "comments": 0,
   "date": "2026-10-27",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "测试六个AI聊天模型凭记忆绘制旧金山地图",
   "summary_en": "Tests six AI chat models at reproducing San Francisco map data from memory.",
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   "linkers": []
  },
  {
   "id": "50264471",
   "url": "https://www.lesswrong.com/posts/ndS9Xn8Qx5PppHJ3Q/the-ability-of-frontier-models-to-control-robots-is-rapidly",
   "domain": "lesswrong.com",
   "title": "The Ability of Frontier Models to Control Robots is Rapidly Improving",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50264471",
   "points": 2,
   "comments": 0,
   "date": "2026-10-27",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "展示前沿模型控制机器人的能力快速提升",
   "summary_en": "Demonstrates that general-purpose multimodal models are rapidly improving at controlling robots.",
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   "linkers": []
  },
  {
   "id": "50268814",
   "url": "https://www.sigarch.org/compressing-llms-without-compromise/",
   "domain": "sigarch.org",
   "title": "Compressing LLMs without Compromise",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50268814",
   "points": 2,
   "comments": 1,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍LLM压缩中权重、KV缓存等数据搬移的方法",
   "summary_en": "A SIGARCH article on compressing LLM weights and caches to reduce data movement.",
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   "linkers": []
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  {
   "id": "50273671",
   "url": "https://tcumulus.dev/blog/building-my-own-tiny-ai-weather-model/",
   "domain": "tcumulus.dev",
   "title": "Building My Own Tiny AI Weather Model",
   "category": "research_report",
   "topic": "physics-earth",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50273671",
   "points": 2,
   "comments": 0,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "基于GraphCast架构自建小型AI天气模型",
   "summary_en": "Describes building a small AI weather model based on the GraphCast architecture.",
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   "linkers": []
  },
  {
   "id": "50276719",
   "url": "https://www.snowflake.com/en/blog/engineering/Benchmarking-coding-agents/",
   "domain": "snowflake.com",
   "title": "Benchmarking Coding Agents at Scale",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50276719",
   "points": 1,
   "comments": 0,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "SnowPR用真实PR评测编码智能体于4300万行代码库",
   "summary_en": "Introduces SnowPR, a benchmark built from real pull requests to evaluate coding agents on a large monorepo.",
   "origin": "backfill",
   "linkers": []
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  {
   "id": "50278103",
   "url": "https://www.perplexity.ai/hub/blog/rethinking-search-as-code-generation",
   "domain": "perplexity.ai",
   "title": "Rethinking Search as Code Generation",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50278103",
   "points": 1,
   "comments": 0,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Perplexity提出把搜索重构为代码生成的可编程原语",
   "summary_en": "Perplexity describes recasting search as programmable primitives and code generation for agents.",
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   "linkers": []
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  {
   "id": "50279095",
   "url": "https://physicstoday.aip.org/news/elizabeth-fulhame-a-forgotten-chemistry-pioneer",
   "domain": "physicstoday.aip.org",
   "title": "Elizabeth Fulhame, a forgotten chemistry pioneer",
   "category": "explainer",
   "topic": "humanities",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50279095",
   "points": 2,
   "comments": 0,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍被遗忘的化学先驱Elizabeth Fulhame",
   "summary_en": "A historical article on Elizabeth Fulhame's 1794 work on catalysis.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50281267",
   "url": "https://app.reve.com/training-infra",
   "domain": "app.reve.com",
   "title": "Training Reve 2.0 at scale",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50281267",
   "points": 1,
   "comments": 0,
   "date": "2026-10-28",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Reve 2.0多模态模型训练基础设施的技术报告",
   "summary_en": "A technical report on the infrastructure used to train Reve 2.0 multimodal models.",
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   "linkers": []
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  {
   "id": "50287227",
   "url": "https://grafista.io/blog/posts/grafista-vs-claude-vs-canva-vs-moda",
   "domain": "grafista.io",
   "title": "Why AI Design Tools Keep Making the Same Flyer: Claude Design, Canva, Moda and Grafista Tested",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50287227",
   "points": 1,
   "comments": 0,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "对比四款AI设计工具对相同传单提示的输出",
   "summary_en": "Compares outputs of four AI design tools on identical flyer prompts, repeated three times.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50290235",
   "url": "https://www.harness-hub.org/reports/2026-10",
   "domain": "harness-hub.org",
   "title": "State of Harness—October 2026",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50290235",
   "points": 2,
   "comments": 1,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "State of Harness首份报告界定智能体harness与市场",
   "summary_en": "A report defining the agent harness and surveying the market with directory counts.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50291045",
   "url": "https://tenstorrent.com/en/developers/blog/serving-prefill-and-decode-for-agentic-ai",
   "domain": "tenstorrent.com",
   "title": "Serving Prefill and Decode for Agentic AI",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50291045",
   "points": 2,
   "comments": 0,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在Tenstorrent Blackhole上服务智能体的prefill与decode",
   "summary_en": "Describes serving prefill and decode for agentic AI workloads on Tenstorrent Blackhole hardware.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50293659",
   "url": "https://politicaldna.org/ai-political-dna/",
   "domain": "politicaldna.org",
   "title": "31 AI Models Took a Political Quiz. Here Is Where Each One Landed",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50293659",
   "points": 1,
   "comments": 1,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "让31个LLM做政治问卷,发现其趋同程度高于人类",
   "summary_en": "Gave a 32-statement political quiz to 31 LLMs over 1,017 runs and compared them with human respondents.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50297418",
   "url": "https://pytorch.org/blog/flexattention/",
   "domain": "pytorch.org",
   "title": "FlexAttention: The Flexibility of PyTorch with the Performance of FlashAttention",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50297418",
   "points": 1,
   "comments": 0,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍PyTorch FlexAttention的灵活性与性能",
   "summary_en": "Explains PyTorch FlexAttention, which provides flexible attention variants with FlashAttention-level performance.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50297928",
   "url": "https://broutonlab.com/blog/deterministic-ai/",
   "domain": "broutonlab.com",
   "title": "Deterministic AI: Why LLMs Aren't, What to Do",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50297928",
   "points": 1,
   "comments": 0,
   "date": "2026-10-29",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解LLM为何不确定及如何构建确定性产品",
   "summary_en": "Explains why LLMs are nondeterministic at temperature 0 and how to build deterministic products.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50299212",
   "url": "https://institute.deepmind.com/essays/the-economics-of-intelligence/",
   "domain": "institute.deepmind.com",
   "title": "AGI Economics: Coordination vs. Competence",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50299212",
   "points": 27,
   "comments": 6,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "DeepMind分析AGI经济学中协调与能力的关系",
   "summary_en": "A DeepMind institute analysis of AGI economics, covering jagged agents and mosaic organizations.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50299568",
   "url": "https://divagr.com/blog/building-oversight-tools-into-a-models-weights",
   "domain": "divagr.com",
   "title": "Building oversight tools into a model's weights",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50299568",
   "points": 2,
   "comments": 0,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "把监督工具编入Qwen权重的测谎与日志机制",
   "summary_en": "Describes building a lie detector and log into Qwen weights that the model cannot disable.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50303109",
   "url": "https://streamhpc.com/blog/2026-09-30/opengl-compute-shaders-before-compute-shaders-heroic-times/",
   "domain": "streamhpc.com",
   "title": "OpenGL “Compute Shaders” Before Compute Shaders–Heroic Times",
   "category": "explainer",
   "topic": "robotics-graphics",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50303109",
   "points": 2,
   "comments": 0,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "回顾计算着色器出现前的OpenGL通用计算",
   "summary_en": "A historical explainer on GPU compute with OpenGL before compute shaders existed.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50303242",
   "url": "https://grace17.org/docs/cycle-double-cover.html",
   "domain": "grace17.org",
   "title": "An adventure in multifoundational Mathematics 2.0: the cycle double cover theorem in ZFC with Grace17",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50303242",
   "points": 2,
   "comments": 0,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在ZFC中证明循环双覆盖定理的多基础数学案例",
   "summary_en": "Reports a formal proof of the cycle double cover theorem in ZFC using Grace17.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50303427",
   "url": "https://www.progressiverobot.com/2026/10/27/reverse-turing-test-ais-fail-to-detect-ais/",
   "domain": "progressiverobot.com",
   "title": "Reverse Turing Test: Surprising Proof AIs Fail to Spot AIs",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50303427",
   "points": 1,
   "comments": 0,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "反向图灵测试中七个AI评审仅识别出3/98个AI",
   "summary_en": "Reports a reverse Turing test where seven AI judges caught only 3 of 98 AI impostors.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50303573",
   "url": "https://cset.georgetown.edu/article/how-black-box-distillation-works/",
   "domain": "cset.georgetown.edu",
   "title": "How Black-Box Distillation Works | Center for Security and Emerging Technology",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50303573",
   "points": 1,
   "comments": 0,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "概述黑盒蒸馏的工作原理",
   "summary_en": "A policy-oriented overview of how black-box distillation works.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50305162",
   "url": "https://www.babush.me/how-agents-search-mcp-tools.html",
   "domain": "babush.me",
   "title": "What agents see when they search MCP tools",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50305162",
   "points": 1,
   "comments": 0,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析智能体搜索MCP工具时看到的内容",
   "summary_en": "Analyzes how agents search MCP tools and why the search misses relevant decompiler functions.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50306377",
   "url": "https://www.mahl.me/blog/product-hunt-is-swamped-now/",
   "domain": "mahl.me",
   "title": "Product Hunt is swamped now",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50306377",
   "points": 1,
   "comments": 0,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "抓取Product Hunt数据量化2023年后发布量变化",
   "summary_en": "A small scrape quantifies how Product Hunt launch volume changed after 2023.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50307722",
   "url": "https://www.fig.inc/blog/understanding-open-ended-work-from-a-data-perspective/",
   "domain": "fig.inc",
   "title": "Understanding Open-ended Work from a Data Perspective",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50307722",
   "points": 2,
   "comments": 0,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Fig分析开放式工作数据中缺失的学习信号",
   "summary_en": "Fig describes learning signals missing in data on open-ended computer-use work.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50309959",
   "url": "https://www.sourcemeta.com/blog/json-schema-dialect-auto-upgrade/",
   "domain": "sourcemeta.com",
   "title": "Solving the JSON Schema dialect fragmentation problem with auto-upgrades",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50309959",
   "points": 1,
   "comments": 1,
   "date": "2026-10-30",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用自动升级解决JSON Schema方言碎片化",
   "summary_en": "Describes an approach to auto-upgrade JSON Schema dialects to solve fragmentation.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50313630",
   "url": "https://alignment.anthropic.com/2026/automated-em-search/",
   "domain": "alignment.anthropic.com",
   "title": "Automated Subtle Emergent Misalignment Research",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50313630",
   "points": 2,
   "comments": 0,
   "date": "2026-10-31",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "自动化研究微妙的涌现式错位",
   "summary_en": "Alignment research on automating the study of subtle emergent misalignment.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50314368",
   "url": "https://soniqo.audio/blog/voice-agent-benchmarks",
   "domain": "soniqo.audio",
   "title": "Measuring voice agents: turn-taking, tool calls and expressive speech",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50314368",
   "points": 1,
   "comments": 0,
   "date": "2026-10-31",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评测语音智能体的轮替、工具调用与表达性语音",
   "summary_en": "Reports measurements of voice agents using TurnBench, SLURP and InstructTTSEval.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50321012",
   "url": "https://34-118-125-101.sslip.io/log/rappaport/",
   "domain": "34-118-125-101.sslip.io",
   "title": "A CVE triage pipeline that keeps asking, because day one tells you nothing",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50321012",
   "points": 1,
   "comments": 0,
   "date": "2026-10-31",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "描述一个持续追问的CVE分诊流水线Rappaport的设计与经验",
   "summary_en": "Describes Rappaport, a CVE triage pipeline that keeps re-asking questions over time, with design details and lessons.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50322528",
   "url": "https://internals.laxmena.com/p/can-an-llm-and-a-keyword-index-replace",
   "domain": "internals.laxmena.com",
   "title": "Can an LLM and a keyword index replace embeddings?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50322528",
   "points": 2,
   "comments": 0,
   "date": "2026-11-01",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "实验比较用LLM加关键词索引替代embedding做语义检索的效果",
   "summary_en": "Experiment testing whether an LLM plus a keyword index can replace embeddings for semantic search, with measurements.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50322946",
   "url": "https://github.blog/news-insights/octoverse/octoverse-commits-pushes-reach-new-highs-in-2026-as-developers-build-with-agents/",
   "domain": "github.blog",
   "title": "Octoverse: Commits, pushes, reach new highs in 2026 as developers build with agents",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50322946",
   "points": 2,
   "comments": 1,
   "date": "2026-10-28",
   "submissions": 3,
   "source": "hn",
   "summary_zh": "GitHub年度报告,统计2026年提交量与开发者增长数据",
   "summary_en": "GitHub annual report presenting 2026 statistics on commits, developers and growth across industries.",
   "origin": "backfill",
   "linkers": [
    "kmaliszewski9.github.io",
    "stackness.dev"
   ]
  },
  {
   "id": "50323735",
   "url": "https://safeguards.anthropic.com/2026/self-assessment/",
   "domain": "safeguards.anthropic.com",
   "title": "Scaling Misuse Detection with Self-Assessment",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50323735",
   "points": 2,
   "comments": 3,
   "date": "2026-10-29",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "提出让Claude自评回答安全性以扩展滥用检测的方法并评估",
   "summary_en": "Presents and evaluates a method where Claude self-assesses response safety to scale misuse detection.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50326490",
   "url": "https://aictrl.dev/blog/open-source-review-ai-era",
   "domain": "aictrl.dev",
   "title": "The abandoned PR page",
   "category": "research_report",
   "topic": "engineering-env",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50326490",
   "points": 2,
   "comments": 0,
   "date": "2026-11-01",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析两个AI原生开源项目中PR合并率与被放弃PR的数据",
   "summary_en": "Data analysis of pull request outcomes in two AI-native open-source projects, focusing on abandoned PRs.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50328206",
   "url": "https://www.lesswrong.com/posts/TJGPL5FAk9sCioPbE/leaking-muse-s-charter-meta-s-model-spec",
   "domain": "lesswrong.com",
   "title": "Leaking Muse's Charter, Meta's model spec",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50328206",
   "points": 2,
   "comments": 0,
   "date": "2026-11-01",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "通过提取思维链内容还原Meta Muse模型的Charter规范",
   "summary_en": "Reports extracting the content of Meta Muse Spark Open model Charter from its chain of thought.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50332791",
   "url": "https://focs-lab.comp.nus.edu.sg/blog/memory-safety-audit/",
   "domain": "focs-lab.comp.nus.edu.sg",
   "title": "What does “verified memory safe” even mean?",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50332791",
   "points": 1,
   "comments": 0,
   "date": "2026-11-02",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "对Anthropic与Theorem的内存安全证明做独立审计",
   "summary_en": "Independent audit of the memory-safety proofs by Anthropic and Theorem, assessing what verified memory safe means.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50335010",
   "url": "https://pbb.sh/research/Agentic-Backdoor/",
   "domain": "pbb.sh",
   "title": "Agentic Backdoors via Pretraining Poisoning",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50335010",
   "points": 2,
   "comments": 0,
   "date": "2026-11-02",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "证明预训练投毒可植入远程代码执行的agent后门",
   "summary_en": "Shows that pretraining data poisoning can plant a remote-code-execution backdoor in agents.",
   "origin": "backfill",
   "linkers": []
  },
  {
   "id": "50340598",
   "url": "https://blitzrank.ai/",
   "domain": "blitzrank.ai",
   "title": "BlitzRank: Principled Zero-shot Ranking Agents with Tournament Graphs",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50340598",
   "points": 1,
   "comments": 0,
   "date": "2026-11-02",
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   "summary_zh": "提出基于锦标赛图的零样本LLM文档排序方法BlitzRank",
   "summary_en": "Project page for BlitzRank, a tournament-graph method for query-efficient zero-shot LLM document ranking.",
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   "linkers": []
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  {
   "id": "50341099",
   "url": "https://folds.ink/posts/mtg-benchmark",
   "domain": "folds.ink",
   "title": "Making a Magic The Gathering Eval",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50341099",
   "points": 1,
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   "source": "hn",
   "summary_zh": "构建并评测LLM玩万智牌的基准",
   "summary_en": "Builds a harness and benchmark for LLMs playing Magic The Gathering and reports results.",
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  {
   "id": "50341223",
   "url": "https://www.lesswrong.com/posts/dbStc8ZFESqfihwAd/lessons-from-red-teaming-auto-review-openai-s-blocking-1",
   "domain": "lesswrong.com",
   "title": "Lessons From Red-teaming Auto-review, OpenAI's Blocking Monitor",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50341223",
   "points": 1,
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   "date": "2026-11-02",
   "submissions": 1,
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   "summary_zh": "红队测试OpenAI的Auto-review阻断监控器并总结经验",
   "summary_en": "Red-teaming report on OpenAI Auto-review blocking monitor with lessons learned.",
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   "linkers": []
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  {
   "id": "50342587",
   "url": "https://operator0x.com/field-notes/model-execution-graph/",
   "domain": "operator0x.com",
   "title": "Understanding LLMs by seeing language as a shadow of a higher-dimensional state",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50342587",
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   "source": "hn",
   "summary_zh": "以高维状态的投影视角解释LLM如何运作",
   "summary_en": "Explains LLM behavior by viewing language as a shadow of a higher-dimensional state.",
   "origin": "backfill",
   "linkers": [
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  {
   "id": "50342993",
   "url": "https://humansand.ai/blog/gpu-accelerated-weight-teleportation",
   "domain": "humansand.ai",
   "title": "GPU-accelerated Weight Teleportation",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50342993",
   "points": 2,
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   "date": "2026-11-02",
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   "source": "hn",
   "summary_zh": "提出GPU压缩与流式解压实现无损权重更新",
   "summary_en": "Describes GPU compression with streamed decompression for lossless model weight updates in RL training.",
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  {
   "id": "50343102",
   "url": "https://engineering.fb.com/2026/10/29/security/catching-bugs-before-they-land-jittestings-human-on-the-loop-approach-at-full-scale/",
   "domain": "engineering.fb.com",
   "title": "Catching Bugs Before They Land: JiTTesting’s Human-on-the-Loop Approach at Full Scale",
   "category": "research_report",
   "topic": "engineering-env",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50343102",
   "points": 1,
   "comments": 0,
   "date": "2026-10-29",
   "submissions": 2,
   "source": "hn",
   "summary_zh": "Meta介绍JiT测试中人在回路的大规模实践",
   "summary_en": "Meta engineering report on applying human-on-the-loop just-in-time testing with LLMs at full scale.",
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   "linkers": []
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  {
   "id": "50343122",
   "url": "https://www.evalshift.dev/blog/ai-evals-for-agents",
   "domain": "evalshift.dev",
   "title": ", description, or og:/twitter: tags here on purpose. Every route declares its own via <PageMeta> (src/lib/seo.tsx), which React 19 hoists into this head; a static tag would sit ear",
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   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
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   "hn_id": "50343122",
   "points": 1,
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   "source": "hn",
   "summary_zh": "介绍什么是agent评测以及如何编写",
   "summary_en": "Explains what agent evals are and how to write them.",
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  {
   "id": "50344895",
   "url": "https://simonveitner.substack.com/p/internals-of-fp8-mma-on-hopper",
   "domain": "simonveitner.substack.com",
   "title": "Internals of FP8 MMA on Hopper",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50344895",
   "points": 1,
   "comments": 0,
   "date": "2026-11-02",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解Hopper架构上FP8 MMA指令的内部机制",
   "summary_en": "Explains the internals of FP8 MMA instructions on NVIDIA Hopper GPUs.",
   "origin": "backfill",
   "linkers": []
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  {
   "id": "50344935",
   "url": "https://shotwell.ai/blog/shotwell-bench/",
   "domain": "shotwell.ai",
   "title": "Shotwell-Bench: An annotation benchmark that accepts valid alternatives",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50344935",
   "points": 1,
   "comments": 0,
   "date": "2026-11-02",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出接受有效替代分段的视频标注基准Shotwell-Bench",
   "summary_en": "Introduces Shotwell-Bench, a dense video annotation benchmark that accepts valid alternative segmentations.",
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   "linkers": []
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  {
   "id": "50345968",
   "url": "https://www.daweisun.me/blog/stl-planning-rl/",
   "domain": "daweisun.me",
   "title": "From Words to Waypoints: Teaching a Small LLM to Plan for Robots",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50345968",
   "points": 1,
   "comments": 0,
   "date": "2026-11-02",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "训练小型LLM为机器人生成路径点的实验",
   "summary_en": "Experiments teaching a small LLM to produce waypoint plans for robots.",
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   "linkers": []
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  {
   "id": "50347922",
   "url": "https://blog.budget-engineer.com/space-data-centers-have-you-looked-up-lately",
   "domain": "blog.budget-engineer.com",
   "title": "1.26 Million Data Center Satellites? Orbit Says No",
   "category": "research_report",
   "topic": "engineering-env",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50347922",
   "points": 1,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "分析126万颗数据中心卫星对轨道拥挤的影响",
   "summary_en": "Analysis of whether 1.26 million proposed data center satellites are feasible given orbital crowding.",
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   "linkers": []
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  {
   "id": "50352518",
   "url": "https://qlabs.sh/research/parameters",
   "domain": "qlabs.sh",
   "title": "Quadrillion-parameter transformers and how to train them",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50352518",
   "points": 2,
   "comments": 1,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出万亿参数Transformer的缩放律并外推训练方案",
   "summary_en": "Presents a scaling law and extrapolates training recipes for quadrillion-parameter transformers.",
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   "linkers": []
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  {
   "id": "50352595",
   "url": "https://machinelearningmastery.com/choosing-an-llm-inference-optimization-technique-a-decision-tree-approach/",
   "domain": "machinelearningmastery.com",
   "title": "Choosing an LLM Inference Optimization Technique: A Decision-Tree Approach",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50352595",
   "points": 2,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用决策树选择LLM推理优化技术的教程",
   "summary_en": "Tutorial using a decision tree to choose among LLM inference optimization techniques.",
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   "linkers": []
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  {
   "id": "50353189",
   "url": "https://tis-100.wincon.dev/",
   "domain": "tis-100.wincon.dev",
   "title": "TIS-100 Bench: LLMs Push the Pareto Frontier in Programming Puzzle Games",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50353189",
   "points": 1,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "评测16个LLM在TIS-100编程谜题上的帕累托前沿",
   "summary_en": "Benchmark of 16 LLMs on TIS-100 puzzles finding 133 new Pareto frontier points.",
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   "linkers": []
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  {
   "id": "50355600",
   "url": "https://alignment.openai.com/eval-production-behavior-gap/",
   "domain": "alignment.openai.com",
   "title": "Eval-production behavior gaps in agent safety and the role of eval-awareness",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50355600",
   "points": 2,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "比较agent在安全评测与实际部署中的行为差异及评测意识",
   "summary_en": "Compares agent behavior in safety evaluations versus production and studies eval-awareness.",
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   "linkers": []
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  {
   "id": "50355821",
   "url": "https://www.llamaindex.ai/blog/the-inference-stack-behind-ocria",
   "domain": "llamaindex.ai",
   "title": "The Inference Stack Behind OCRia",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50355821",
   "points": 2,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍OCRia推理栈的解码延迟优化方法",
   "summary_en": "Describes inference optimizations in the OCRia stack, including quantization and decoding speedups.",
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   "linkers": []
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  {
   "id": "50355851",
   "url": "https://allenai.org/blog/statebench",
   "domain": "allenai.org",
   "title": "StateBench: Testing how language models track state changes over long documents",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50355851",
   "points": 2,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出StateBench评测LLM在长文档中追踪状态变化",
   "summary_en": "Introduces StateBench, evaluating how language models track state changes across long documents.",
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   "linkers": []
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  {
   "id": "50356136",
   "url": "https://www.zyphra.com/our-work/zyphra-hierarchical-attention",
   "domain": "zyphra.com",
   "title": "ZHA: Zyphra Hierarchical Attention",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50356136",
   "points": 1,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出Zyphra分层稀疏注意力方法ZHA",
   "summary_en": "Introduces ZHA, a hierarchical sparse attention method, with experiments.",
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   "linkers": []
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  {
   "id": "50357402",
   "url": "https://sf-tensor.com/engineering/formalizing-ptx",
   "domain": "sf-tensor.com",
   "title": "Formalizing PTX in Lean to Prove GPU Kernel Correctness",
   "category": "research_report",
   "topic": "math-theory",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50357402",
   "points": 2,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "在Lean中形式化Nvidia PTX以证明GPU内核正确性",
   "summary_en": "Formalizes Nvidia PTX in Lean to prove GPU kernel correctness, with accompanying paper.",
   "origin": "backfill",
   "linkers": [
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  {
   "id": "50357431",
   "url": "https://kapteko.com/userland-linux-scheduler-in-rust/",
   "domain": "kapteko.com",
   "title": "Userland Linux scheduler in Rust-faster than time",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50357431",
   "points": 1,
   "comments": 0,
   "date": "2026-11-03",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用Rust实现用户态Linux调度器以加速虚拟时间",
   "summary_en": "Describes a userland Linux scheduler in Rust that makes CPU-bound programs run faster than wall time.",
   "origin": "backfill",
   "linkers": []
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  {
   "id": "50360221",
   "url": "https://freddy.us/blog/posts/outer-products/",
   "domain": "freddy.us",
   "title": "Outer Products: The Dual View of Linear Algebra",
   "category": "explainer",
   "topic": "math-theory",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50360221",
   "points": 1,
   "comments": 0,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "讲解外积与线性代数的对偶视角",
   "summary_en": "Explains outer products and the dual view of linear algebra.",
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  {
   "id": "50363833",
   "url": "https://www.glow.io/blogs/mcphantom-ai-coding-agents-are-installing-vulnerable-deprecated-mcp-servers-from-training-data",
   "domain": "glow.io",
   "title": "MCPhantom: AI Agents Installing Deprecated MCP Servers",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50363833",
   "points": 1,
   "comments": 1,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "发现AI编码agent会安装带已知漏洞的废弃MCP服务器",
   "summary_en": "Reports that AI coding agents install deprecated MCP servers with known vulnerabilities.",
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   "linkers": []
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  {
   "id": "50364513",
   "url": "https://ecommerceresearch.org/chatgpt-ads/",
   "domain": "ecommerceresearch.org",
   "title": "Can Advertising Fund Free AI? ChatGPT Ads Research",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50364513",
   "points": 1,
   "comments": 0,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用实证数据研究ChatGPT广告能否资助免费AI",
   "summary_en": "Working paper using evidence from ChatGPT ad rollout to study whether advertising can fund free AI.",
   "origin": "backfill",
   "linkers": []
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  {
   "id": "50366053",
   "url": "https://www.unite.ai/20-percent-of-all-ok-web-responses-ai-gets-are-not-okay/",
   "domain": "unite.ai",
   "title": "20 Percent of All ‘Ok’ Web Responses AI Gets Are Not Okay",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50366053",
   "points": 1,
   "comments": 0,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "实验发现AI抓取网页时约20%的OK响应其实有问题",
   "summary_en": "Author experiments with AI-assisted scraping finding many HTTP OK responses are not truly valid.",
   "origin": "backfill",
   "linkers": []
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  {
   "id": "50368076",
   "url": "https://reckoningscience.org/regulation-by-ai-replaying-epas-glyphosate-decisions/",
   "domain": "reckoningscience.org",
   "title": "Regulation by AI: Replaying EPA’s Glyphosate Decisions",
   "category": "research_report",
   "topic": "econ-social",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50368076",
   "points": 1,
   "comments": 0,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "让五个AI模型重演50年EPA草甘膦决策并比较",
   "summary_en": "Experiment having five AI models replay 50 years of EPA glyphosate decisions, finding none more lenient.",
   "origin": "backfill",
   "linkers": []
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  {
   "id": "50369231",
   "url": "https://blatent.ai/blog/making-flawed-benchmarks-useful",
   "domain": "blatent.ai",
   "title": "Making flawed benchmarks useful",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50369231",
   "points": 1,
   "comments": 0,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "审视有缺陷基准并将其变得有用的评测方法",
   "summary_en": "Evaluation of extraction accuracy that reveals benchmark flaws and shows how to use them.",
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   "linkers": []
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  {
   "id": "50369619",
   "url": "https://blog.janestreet.com/a-study-of-sequence-weighting-at-scale/",
   "domain": "blog.janestreet.com",
   "title": "Jane Street Blog - A study of sequence weighting at scale",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": true,
   "repo": false,
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   "hn_id": "50369619",
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   "comments": 0,
   "date": "2026-11-04",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究语言模型中序列加权的缩放律",
   "summary_en": "Jane Street study of scaling laws for data weighting across language models.",
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  {
   "id": "50370681",
   "url": "https://paulg.info/2026/11/04/quantum-weight-space/",
   "domain": "paulg.info",
   "title": "Weight-space programming a neural quantum state",
   "category": "research_report",
   "topic": "physics-earth",
   "confidence": "medium",
   "interactive": false,
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   "hf": false,
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   "cit": false,
   "hn_id": "50370681",
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   "date": "2026-11-04",
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   "summary_zh": "与Opus协作诊断并修复神经量子态的权重空间编程",
   "summary_en": "Case study using Opus to diagnose and repair a neural quantum state via weight-space programming.",
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  {
   "id": "50374752",
   "url": "https://www.primeintellect.ai/blog/auditing-public-evaluations",
   "domain": "primeintellect.ai",
   "title": "Learnings from Auditing Public Evaluations",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50374752",
   "points": 2,
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   "date": "2026-11-04",
   "submissions": 3,
   "source": "hn",
   "summary_zh": "审计公开评测发现评分器错误与歧义",
   "summary_en": "Audit of public LLM evaluations finding broken graders and ambiguous tasks.",
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  {
   "id": "50376131",
   "url": "https://www.shuffle-on.com/blog/the-test-that-deleted-my-home-folder",
   "domain": "shuffle-on.com",
   "title": "The test that deleted my home folder",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50376131",
   "points": 2,
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   "date": "2026-11-05",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "事后分析AI助手测试删除主目录的路径遍历漏洞事故",
   "summary_en": "Postmortem of an AI coding assistant test that deleted a home folder while demonstrating a path-traversal bug.",
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  {
   "id": "50378729",
   "url": "https://qiyaoliang.com/blog/es-vs-pg-long-horizon/",
   "domain": "qiyaoliang.com",
   "title": "Forget about credit assignment in long-horizon agentic post-training",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50378729",
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   "source": "hn",
   "summary_zh": "论证长程agent后训练无需信用分配,比较ES与PG",
   "summary_en": "Argues credit assignment is unnecessary in agentic post-training, comparing evolution strategies with policy gradient.",
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  {
   "id": "50380658",
   "url": "https://kadhar.dev/blog/multi-agent-systems-from-scratch",
   "domain": "kadhar.dev",
   "title": "Building a Multi-Agent System: 3 Patterns, Explained Simply",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
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   "hn_id": "50380658",
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   "summary_zh": "讲解多agent系统的三种架构模式",
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  {
   "id": "50381288",
   "url": "https://www.a16z.news/p/the-exploit-was-the-bottleneck",
   "domain": "a16z.news",
   "title": "The Exploit Was the Bottleneck",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50381288",
   "points": 1,
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   "summary_zh": "用23年数据分析AI与补丁差距",
   "summary_en": "Data analysis of 23 years of vulnerability data on AI and the patch gap.",
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  {
   "id": "50381415",
   "url": "https://tvm.apache.org/2026/11/03/rethinking-abstractions-in-the-agentic-era",
   "domain": "tvm.apache.org",
   "title": "Rethinking Abstractions in the Agentic Era: Towards a DSL and Compiler Foundation for Agentic Kernel Development",
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   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50381415",
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   "comments": 0,
   "date": "2026-11-05",
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   "summary_zh": "展示用Claude与Codex构建DSL与编译器基础",
   "summary_en": "TVM community report on using coding agents to build DSL and compiler foundations.",
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  {
   "id": "50382567",
   "url": "https://agentunicorn.ai/research/gpt-live-voice-ai-tradeoffs",
   "domain": "agentunicorn.ai",
   "title": "GPT-Live vs GPT-Realtime: Voice AI Trade-offs",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50382567",
   "points": 1,
   "comments": 1,
   "date": "2026-11-05",
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   "source": "hn",
   "summary_zh": "比较GPT-Live、GPT-Realtime与流式语音管线的架构权衡",
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  {
   "id": "50383259",
   "url": "https://jepsen.io/consistency/models",
   "domain": "jepsen.io",
   "title": "Consistency Models",
   "category": "explainer",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50383259",
   "points": 1,
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   "date": "2026-11-05",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Jepsen的一致性模型参考页",
   "summary_en": "Jepsen reference page explaining consistency models for distributed systems.",
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  {
   "id": "50385391",
   "url": "https://eunomia.dev/agentsight/",
   "domain": "eunomia.dev",
   "title": "AgentSight: System-wide AI agent profiling and monitoring with eBPF",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50385391",
   "points": 2,
   "comments": 0,
   "date": "2026-11-05",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出用eBPF做系统级AI agent监控的AgentSight",
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  {
   "id": "50385490",
   "url": "https://syfi.cs.washington.edu/blog/2026-11-04-vibesys-trainium/",
   "domain": "syfi.cs.washington.edu",
   "title": "VibeSys on Trainium: Agents Build and Tune Qwen3.8 Serving Engines on AWS Trainium2",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50385490",
   "points": 1,
   "comments": 0,
   "date": "2026-11-05",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "让agent在Trainium2上构建并调优Qwen3.8推理引擎",
   "summary_en": "Evaluates agents building and tuning Qwen3.8 serving engines on AWS Trainium2.",
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  {
   "id": "50386055",
   "url": "https://www.gr.inc/blog/how-to-train-a-swarm",
   "domain": "gr.inc",
   "title": "How to Train a Swarm",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50386055",
   "points": 2,
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   "date": "2026-11-05",
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   "source": "hn",
   "summary_zh": "讨论训练agent swarm的方法与结果",
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  {
   "id": "50386619",
   "url": "https://www.lesswrong.com/posts/35yw2qGK7naFLAvcq/teaching-qwen-why-1",
   "domain": "lesswrong.com",
   "title": "Teaching Qwen Why",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": true,
   "hn_id": "50386619",
   "points": 1,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究如何通过教Qwen理由来改变其行为",
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  {
   "id": "50387419",
   "url": "https://aspirationalneuroscience.org/experiments/",
   "domain": "aspirationalneuroscience.org",
   "title": "Experiments That Could Win",
   "category": "research_report",
   "topic": "bio-health",
   "confidence": "medium",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50387419",
   "points": 2,
   "comments": 1,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出可赢得记忆解码挑战的具体实验方案",
   "summary_en": "Concrete experimental proposals for winning the Memory Decoding Challenge.",
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  {
   "id": "50387522",
   "url": "https://engineering.flexcompute.com/articles/inverse-design-grating-couplers/",
   "domain": "engineering.flexcompute.com",
   "title": "Automated \"Inverse\" Design of Grating Couplers for Co-Packaged Optics",
   "category": "research_report",
   "topic": "engineering-env",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50387522",
   "points": 2,
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   "date": "2026-11-06",
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   "source": "hn",
   "summary_zh": "用形状优化与伴随法自动设计共封装光学光栅耦合器",
   "summary_en": "Describes automated inverse design of grating couplers for co-packaged optics using shape optimization and adjoint methods.",
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  {
   "id": "50387826",
   "url": "https://zrt.wtf/do-lora-optimizers-matter/",
   "domain": "zrt.wtf",
   "title": "What does LoRA specialized Muon optimizer even mean?",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50387826",
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   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "解释专为LoRA设计的Dimuon优化器含义",
   "summary_en": "Explains what the LoRA-specialized Dimuon optimizer means.",
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  {
   "id": "50388210",
   "url": "https://ztatlock.net/pubs/2026-uist-codetations/",
   "domain": "ztatlock.net",
   "title": "Codetations: Rich, Granular, and Maintainable Annotations for Evolving Code",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50388210",
   "points": 2,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "提出支持持久交互标注的VSCode扩展Codetations",
   "summary_en": "Research project page for Codetations, a VSCode extension for persistent code annotations.",
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  {
   "id": "50388416",
   "url": "https://www.goodfire.com/research/mechanistic-shaping",
   "domain": "goodfire.com",
   "title": "Shaping and Monitoring Models Through Their Internal Representations",
   "category": "research_report",
   "topic": "interpretability-alignment",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50388416",
   "points": 1,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "通过内部表征塑造和监控模型的研究",
   "summary_en": "Research on shaping and monitoring models through their internal representations.",
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  {
   "id": "50389668",
   "url": "https://hodor.gatebolt.com/blog/secret-leak-test",
   "domain": "hodor.gatebolt.com",
   "title": "The Secret Leak Test: how well GateBolt kept Hodor's password, and where it didn't",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50389668",
   "points": 2,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "测试提示注入过滤器GateBolt对AI攻击者的防护",
   "summary_en": "Test of GateBolt prompt injection filter against AI attackers trying to steal a password.",
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   "linkers": []
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  {
   "id": "50390194",
   "url": "https://www.framer.com/blog/lighthouse-13-6/",
   "domain": "framer.com",
   "title": "Lighthouse 13.6: how we made PageSpeed Insights more accurate for Framer sites",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "medium",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50390194",
   "points": 3,
   "comments": 1,
   "date": "2026-11-06",
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   "source": "hn",
   "summary_zh": "Framer介绍与Lighthouse团队优化预加载评分的工程细节",
   "summary_en": "Framer engineering breakdown of Lighthouse 13.6 changes fixing scoring of preloaded code.",
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  {
   "id": "50393198",
   "url": "https://www.keivalya.com/pico-wam/",
   "domain": "keivalya.com",
   "title": "pico-WAM—Counterfactual Prediction and Planning Error",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50393198",
   "points": 3,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "介绍小型世界动作模型pico-WAM并评估反事实预测",
   "summary_en": "Presents pico-WAM, a compact world action model, evaluating counterfactual prediction and planning.",
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  {
   "id": "50393344",
   "url": "https://blog.doubleword.ai/llms-play-pokemon",
   "domain": "blog.doubleword.ai",
   "title": "I Spent $1000 Making LLMs Play Competitive Pokémon",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": false,
   "hf": false,
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   "cit": false,
   "hn_id": "50393344",
   "points": 6,
   "comments": 1,
   "date": "2026-11-06",
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   "source": "hn",
   "summary_zh": "花1000美元让LLM对战竞技宝可梦并比较结果",
   "summary_en": "Experiment spending $1000 on LLMs playing competitive Pokemon against each other.",
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  {
   "id": "50393397",
   "url": "https://www.shuffle-on.com/blog/ai-crawlers-read-my-site",
   "domain": "shuffle-on.com",
   "title": "594,101 knocks: who reads my site, and what AI crawlers can't see",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": false,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50393397",
   "points": 3,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "统计GPTBot对SSO登录页的594,101次访问",
   "summary_en": "Log analysis of OpenAI crawler hitting an SSO login page 594,101 times.",
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   "linkers": []
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  {
   "id": "50393401",
   "url": "https://lucianolupo.com/notes/The%20Day%20a%20Test%20Deleted%20My%20Home%20Directory",
   "domain": "lucianolupo.com",
   "title": "The Day a Test Deleted My Home Directory",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50393401",
   "points": 2,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "事后分析编码agent的变异测试删除主目录",
   "summary_en": "Postmortem of a coding agent mutation test that deleted a home directory.",
   "origin": "backfill",
   "linkers": []
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  {
   "id": "50393482",
   "url": "https://www.irisc2.com/blog/heic-hashquine",
   "domain": "irisc2.com",
   "title": "Turning the HEIC decoder into a SHA-256 computer",
   "category": "research_report",
   "topic": "security-privacy",
   "confidence": "high",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50393482",
   "points": 2,
   "comments": 0,
   "date": "2026-11-06",
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   "source": "hn",
   "summary_zh": "把HEIC解码器变成SHA-256计算机的技术演示",
   "summary_en": "Technical demonstration turning a HEIC decoder into a SHA-256 computer via a crafted image sequence.",
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  {
   "id": "50394156",
   "url": "https://engineering.flexcompute.com/articles/decision-models-drc-repair/",
   "domain": "engineering.flexcompute.com",
   "title": "Using decision models to speed up design rule violation repair in chip design",
   "category": "research_report",
   "topic": "engineering-env",
   "confidence": "medium",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50394156",
   "points": 2,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "用决策模型加速芯片设计规则违规修复",
   "summary_en": "Uses decision models to speed up design rule violation repair in chip design.",
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   "linkers": []
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  {
   "id": "50395457",
   "url": "https://www.framer.com/blog/harness-2/",
   "domain": "framer.com",
   "title": "Harness 2: executing agent code as it streams",
   "category": "research_report",
   "topic": "systems-hardware",
   "confidence": "high",
   "political": "none",
   "interactive": true,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50395457",
   "points": 2,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Framer发布Harness 2，通过流式执行JavaScript代码提升Agent效率并降低成本。",
   "summary_en": "Framer introduces Harness 2, executing JavaScript as it streams to improve agent efficiency and reduce costs.",
   "linkers": [],
   "origin": "daily",
   "added": "2026-11-07",
   "model": "qwen/qwen3.7-flash"
  },
  {
   "id": "50395550",
   "url": "https://www.lesswrong.com/posts/N5AmYkRks5CqAxvBg/metr-independent-assessment-of-ai-r-and-d-acceleration-at",
   "domain": "lesswrong.com",
   "title": "METR: Independent Assessment of AI R&D Acceleration at Anthropic in October 2026",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "political": "some",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50395550",
   "points": 3,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "METR报告指出Anthropic在2026年10月利用AI加速研发的能力提升了约两倍。",
   "summary_en": "METR report finds Anthropic's AI R&D acceleration doubled by October 2026 due to AI automation.",
   "linkers": [],
   "origin": "daily",
   "added": "2026-11-07",
   "model": "qwen/qwen3.7-flash"
  },
  {
   "id": "50397085",
   "url": "https://www.quantamagazine.org/a-strange-quantum-theorem-has-killed-einsteins-reality-20261106/",
   "domain": "quantamagazine.org",
   "title": "A Strange Quantum Theorem Has Killed Einstein’s Reality",
   "category": "explainer",
   "topic": "physics-earth",
   "confidence": "high",
   "political": "none",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50397085",
   "points": 3,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "量子定理新进展挑战了爱因斯坦关于现实客观存在的观点。",
   "summary_en": "New quantum theorem developments challenge Einstein's view of objective reality.",
   "linkers": [],
   "origin": "daily",
   "added": "2026-11-07",
   "model": "qwen/qwen3.7-flash"
  },
  {
   "id": "50397191",
   "url": "https://sgiannopoulos.github.io/blog/machine-code-programming/",
   "domain": "sgiannopoulos.github.io",
   "title": "Programming in the Machine Code Space: LLMs can read & write executables byte by byte",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "political": "none",
   "interactive": true,
   "repo": false,
   "arxiv": true,
   "hf": true,
   "github_io": true,
   "cit": false,
   "hn_id": "50397191",
   "points": 3,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究显示LLM可直接读取和编写机器码，无需反汇编工具即可分析二进制文件。",
   "summary_en": "Research shows LLMs can read and write machine code directly without disassemblers.",
   "linkers": [],
   "origin": "daily",
   "added": "2026-11-07",
   "model": "qwen/qwen3.7-flash"
  },
  {
   "id": "50398045",
   "url": "https://www.doubleai.com/research/can-llms-redesign-themselves-as-they-train",
   "domain": "doubleai.com",
   "title": "Can LLMs redesign themselves as they train?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "political": "none",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": true,
   "github_io": false,
   "cit": false,
   "hn_id": "50398045",
   "points": 9,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "DoubleAI研究让AI代理在训练期间动态重新设计神经网络架构。",
   "summary_en": "DoubleAI research enables AI agents to redesign neural network architectures during training.",
   "linkers": [],
   "origin": "daily",
   "added": "2026-11-07",
   "model": "qwen/qwen3.7-flash"
  },
  {
   "id": "50398514",
   "url": "https://research.nvidia.com/labs/lpr/vflash/",
   "domain": "research.nvidia.com",
   "title": "VFlash: Enabling System-1 VLMs for Physical AI",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "high",
   "political": "none",
   "interactive": true,
   "repo": true,
   "arxiv": false,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50398514",
   "points": 2,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "NVIDIA提出VFlash，通过并行视觉规划加速物理AI中的机器人和自动驾驶推理。",
   "summary_en": "NVIDIA proposes VFlash, accelerating Physical AI inference via parallel visual planning.",
   "linkers": [],
   "origin": "daily",
   "added": "2026-11-07",
   "model": "qwen/qwen3.7-flash"
  },
  {
   "id": "50398678",
   "url": "https://www.anthropic.com/research/components-of-agent-memory",
   "domain": "anthropic.com",
   "title": "The components of agent memory",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "political": "none",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50398678",
   "points": 4,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "Anthropic研究展示Claude如何通过“做梦”机制整理记忆并纠正错误。",
   "summary_en": "Anthropic research shows how Claude organizes memory and corrects errors via a 'dreaming' mechanism.",
   "linkers": [],
   "origin": "daily",
   "added": "2026-11-07",
   "model": "qwen/qwen3.7-flash"
  },
  {
   "id": "50398727",
   "url": "https://www.anthropic.com/research/teaching-ai-to-build-scientific-models",
   "domain": "anthropic.com",
   "title": "Teaching AI to build scientific models",
   "category": "explainer",
   "topic": "ai-ml",
   "confidence": "high",
   "political": "none",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": false,
   "hn_id": "50398727",
   "points": 2,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究人员探讨AI如何改变神经科学等科学模型的构建与解释方式。",
   "summary_en": "Researchers discuss how AI is changing the construction and interpretation of scientific models in neuroscience.",
   "linkers": [],
   "origin": "daily",
   "added": "2026-11-07",
   "model": "qwen/qwen3.7-flash"
  },
  {
   "id": "50399493",
   "url": "https://www.juliusresearch.ai/blog/deep-finance",
   "domain": "juliusresearch.ai",
   "title": "DeepFinance: Can AI diligence a $100MM deal?",
   "category": "research_report",
   "topic": "ai-ml",
   "confidence": "high",
   "political": "none",
   "interactive": false,
   "repo": false,
   "arxiv": true,
   "hf": false,
   "github_io": false,
   "cit": true,
   "hn_id": "50399493",
   "points": 5,
   "comments": 2,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "DeepFinance是一个衡量AI在私募股权和投行工作流中表现的基准测试及排行榜。",
   "summary_en": "DeepFinance is a benchmark and leaderboard measuring AI performance on real-world private equity and investment banking workflows.",
   "linkers": [],
   "origin": "daily",
   "added": "2026-11-07",
   "model": "qwen/qwen3.7-flash"
  },
  {
   "id": "50399612",
   "url": "https://pranjal2041.github.io/cua-embodied/",
   "domain": "pranjal2041.github.io",
   "title": "Computer-Use Agents Are Embodied Generalists",
   "category": "research_report",
   "topic": "robotics-graphics",
   "confidence": "high",
   "political": "none",
   "interactive": false,
   "repo": true,
   "arxiv": true,
   "hf": false,
   "github_io": true,
   "cit": false,
   "hn_id": "50399612",
   "points": 1,
   "comments": 0,
   "date": "2026-11-06",
   "submissions": 1,
   "source": "hn",
   "summary_zh": "研究展示单一计算机使用代理在多个具身AI竞赛中获得优异排名。",
   "summary_en": "Research shows a single computer-use agent ranking first, second, third, and sixth across four embodied AI competitions.",
   "linkers": [],
   "origin": "daily",
   "added": "2026-11-07",
   "model": "qwen/qwen3.7-flash"
  }
 ],
 "issue": {
  "number": 0,
  "slug": "openshelf",
  "window": [
   "2026-10-07",
   "2026-11-06"
  ],
  "published": "2026-11-07"
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 "editorial": [
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   "domain": "jhspatial.github.io",
   "n": 10,
   "reason_en": "Automated daily digest written by an AI system, not authored research.",
   "reason_zh": "每天由 AI 自动生成的综述，不是作者自己的研究。",
   "decided": "2026-11-06"
  },
  {
   "domain": "tobiasstenzel.com",
   "n": 8,
   "reason_en": "Course study notes on data structures, not an explainer of research.",
   "reason_zh": "数据结构课程笔记，不是对研究的解读。",
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   "n": 5,
   "reason_en": "Personal tool troubleshooting notes, not research.",
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   "domain": "alphaxiv.org",
   "n": 4,
   "reason_en": "Mirror pages for arXiv papers, not the authors' own websites.",
   "reason_zh": "arXiv 论文的镜像页，不是作者自己的网站。",
   "decided": "2026-11-06"
  },
  {
   "domain": "emergentmind.com",
   "n": 1,
   "reason_en": "Paper aggregator page, not the authors' own website.",
   "reason_zh": "论文聚合站的页面，不是作者自己的网站。",
   "decided": "2026-11-06"
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   "domain": "doi.org",
   "n": 1,
   "reason_en": "Link resolves to a preprint server, not the authors' own website.",
   "reason_zh": "链接指向预印本平台，不是作者自己的网站。",
   "decided": "2026-11-06"
  },
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   "domain": "theainewsreport.com",
   "n": 3,
   "reason_en": "News-explainer site that rewrites trending posts, not responses written by researchers.",
   "reason_zh": "逐条改写热门帖子的新闻解读站，不是研究者自己写的回应。",
   "decided": "2026-11-06"
  }
 ],
 "editorial_rules": [
  {
   "rule": "political",
   "n": 7,
   "titles": [
    "China’s Weaponization of Dual-Use Research Vessels for Undersea Data Dominance",
    "Grenzmanagement statt Fluchtursachen: Wie sich migrationsbezogene EU-Entwicklungshilfe verändert",
    "Flagrant: Brocasting Trump, Part III",
    "Lost Funds: Data Update for October 15",
    "Lost Funds: Data Update for October 1",
    "Trump Tourism Effects",
    "I Built an AI Bot to Fact-Check the Midterms. Here's What I've Learned."
   ],
   "label_en": "Main subject is a heated political issue",
   "label_zh": "主题是政治议题",
   "desc_en": "Elections, named politicians, partisan policy fights, migration, wars and geopolitical rivalry. Research that only touches on policy stays.",
   "desc_zh": "选举、具体政治人物、党派之争、移民、战争和国家间对抗。只是涉及政策的研究会保留。"
  }
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}