今日辑要 · 2026-11-01（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

• How this AI Agent ended +$517.61 in profits during a 10% market sell-off

Hacker News · 23:56

[查看原文](https://twitter.com/DeployFinance/status/2116556597082116490)

• mobile-agent: faster mobile app iteration for AI coding agents

Hacker News · 23:21

[查看原文](https://mobileagent.dev)

• Show HN: InBox Wall – A local-first, open-source email sanitizer for AI agents

Hacker News · 22:59

[查看原文](https://github.com/Annora998/inboxwall)

• An AI Agent Injected Drugs into a Live Mouse's Brain

Hacker News · 22:21

[查看原文](https://www.wired.com/story/an-ai-agent-did-brain-surgery-on-live-mouse/)

• DeepSeek open-sources dsh-superagent, a coding agent largely built by agents

Hacker News · 21:41

[查看原文](https://github.com/deepseek-ai/dsh-superagent-prototype)

• Praex The AI coding agent that answers the question

Hacker News · 21:35

[查看原文](https://github.com/ailucius/praex-cli)

AI 全球趋势

• Ask HN: How are the other sciences using AI?

Hacker News · 23:38

[查看原文](https://news.ycombinator.com/item?id=50317158)

• GAAC: Lossless KV Cache Compression for Faster LLM Inference

Hacker News · 23:34

[查看原文](https://arxiv.org/abs/2610.38210)

• Gandalf: Extending SSD Lifespan for LLM KV Cache Offloading

Hacker News · 23:32

[查看原文](https://arxiv.org/abs/2610.30791)

• Malware uses LLMs to rank victims by how much they're worth

Hacker News · 22:29

[查看原文](https://blog.talosintelligence.com/appraisal-by-ai-model-driven-victim-prioritization-in-the-volta-infostealer/)

• ChemEZ: LLM Wrapper with Chemistry Processing and Visualization

Hacker News · 21:47

[查看原文](https://github.com/researchbyayan/ChemEZ)

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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