今日辑要 · 2026-10-23（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

• Another approach to save tokens from coding agents

Hacker News · 23:58

[查看原文](https://github.com/rextail-ai/lessloc)

• Show HN: Airlock, which sandboxes AI agents, is available on the Mac App Store

Hacker News · 23:28

[查看原文](https://airlock.sorrel.systems)

• Show HN: Linden – a rule based verification layer for AI agents

Hacker News · 23:18

[查看原文](https://app.trustlinden.com/)

• Trapped with Nothing to Do, Bored AI Agents Invented Games from Scratch

Hacker News · 22:59

[查看原文](https://www.extremetech.com/science/trapped-with-nothing-to-do-bored-ai-agents-invented-games-from-scratch)

• AI Coding Agents Are Flooding Your CI – How to Rework the Pipeline to Keep Up

Hacker News · 22:49

[查看原文](https://lucasaguiar.xyz/posts/ci-bottleneck-ai-coding-agents-guide-2026/)

• I built Live Coloring Book with AI agents after 15 years of coding by hand

Hacker News · 22:16

[查看原文](https://www.livecoloringbook.com/how-it-was-built)

AI 全球趋势

• Using LLMs for Text Classification in Production (2026): From Raw Prompts To

Hacker News · 23:20

[查看原文](https://lucasaguiar.xyz/posts/llm-classification-production-guide-2026/)

• Show HN: Using an LLM chat template in reverse to play the user

Hacker News · 22:11

[查看原文](https://selfgpt.pages.dev/)

• Abliteration – Removing LLM refusal behaviors via representation engineering

Hacker News · 22:05

[查看原文](https://github.com/nevenkordic/abliteration](https://github.com/nevenkordic/abliteration)

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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