今日辑要 · 2026-10-25（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
- Agent Compute Engine: Building the compute foundation for the agentic era
Hacker News · 23:52
[查看原文](https://cloud.google.com/blog/topics/ai-infrastructure/agent-compute-engine-deep-dive)
- Show HN: TenseMem – deterministic memory for AI agents
Hacker News · 22:38
[查看原文](https://github.com/tensemem/tensemem)
- AegisKernel – Zero-Trust OS Syscall and Shell Defense for AI Agents
Hacker News · 22:26
[查看原文](https://github.com/adikshatriyag-crypto/aegis-kernel)
- Took apart Claude Code, then turned it into a free course on harness engineering
Hacker News · 17:48
[查看原文](https://news.ycombinator.com/item?id=50219641)
- Mace AI founders warn of AI double agents amid banks detecting unauthorized AI
Hacker News · 16:54
[查看原文](https://www.thestreet.com/crypto/artificial-intelligence/mace-ai-founders-warn-of-ai-double-agents-amid-banks-detecting-unauthorized-ai-agents-)
- Worca – Deterministic Multi-Agent Pipeline
Hacker News · 15:57
[查看原文](https://worca.dev/)
AI 全球趋势
- Show HN: Benchmarks of continual learning model trained for a month on a laptop
Hacker News · 18:09
[查看原文](https://news.ycombinator.com/item?id=50219762)
- Sensorimotor Alignment: A Platonic Proxy for Embodied Policy Success
arXiv cs.LG · 17:59
[查看原文](https://arxiv.org/abs/2610.31670v1)
- Direct Pass@$k$ Optimization for Thought Pruning: Balancing Quality and Diversity in Test-Time Reasoning
arXiv cs.AI · 17:59
[查看原文](https://arxiv.org/abs/2610.31667v1)
Web3 · 链上世界
- Flow-state induction via raw mouse input (a working biohacking protocol)
Hacker News · 18:01
[查看原文](https://news.ycombinator.com/item?id=50219717)
DAO 与自治组织
- The Foundations of Scalable AI
MIT 科技评论 · 18:48
[查看原文](https://www.technologyreview.com/2026/10/22/1146103/the-foundations-of-scalable-ai/)
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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