今日辑要 · 2026-10-31（前沿 12 条）

今日从公开源汇得 12 条与人工智能、智能体系统、链上机制与数字经济相关的条目，按方向归拢如下。所有条目均保留来源与原文链接，只作线索与机制观察，不代表任何结论。

Agent 与智能体

• Scaling to 50 coding agents without scaling human attention

Hacker News · 23:52

[查看原文](https://centauri-ai.tech/live/scaling-to-50-coding-agents-without-scaling-human-attention.html)

• AWS's Hydro team wants the compiler to catch coding agents' mistakes

Hacker News · 23:26

[查看原文](https://thenewstack.io/ai-agents-compiler-guardrails/)

• Show HN: Sketch Stadium – watch your agent play Pictionary

Hacker News · 23:23

[查看原文](https://sketch.wakeshift.ai/)

• Show HN: Cc-pair – Claude Code and Codex review each other's work

Hacker News · 23:06

[查看原文](https://github.com/leonlee/cc-pair)

• Man Hires Swarm of AI Agents to Go on Epic Hacking Spree Against Major Companies

Hacker News · 23:06

[查看原文](http://www.apex-news.com/newsitementry.aspx?id=fe1a783e-3fe1-4c06-bbdd-a93b55c6c4ec)

• Show HN: Omneum – Local, text-blind context control plane for AI agents

Hacker News · 23:03

[查看原文](https://github.com/cole-h06/omneum)

AI 全球趋势

• Show HN: Convert Anthropic and OpenAI bill exports to FinOps FOCUS (open source)

Hacker News · 23:03

[查看原文](https://github.com/mandarvshinde/ai-bill-to-focus)

• Local Inference with LLMs

Hacker News · 20:16

[查看原文](https://jacquesmattheij.com/local-inference-with-large-language-models/)

Web3 · 链上世界

• LlamaIndex's Document Parsing Protocol: 140 rules for a correctly parsed page

Hacker News · 23:55

[查看原文](https://www.llamaindex.ai/blog/introducing-the-document-parsing-protocol)

灵犀手记

• A computer scientist breaks through a limit that stood since 1996

Hacker News · 22:28

[查看原文](https://www.sciencedaily.com/releases/2026/10/261029072146.htm)

观察

把条目按方向摊开看，能看出两类不同的进展速度：一类是能力侧（模型、工具使用、评测方法），更新快、噪声也大；一类是机制侧（治理、共识、支付与监管），更新慢，但一旦成型影响更长久。

对做系统的人来说，前者要跟得勤，后者要看得远：跟得勤是为了不落伍，看得远是为了不白忙。

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