Logan

上海

[Logan @Loganxka0]

https://t.co/xFKbRZrUYD

[Codez @0xCodez]

A senior Anthropic engineer just dropped 11-page PDF on "Loop Engineering" for agentic systems.

The shift: you stop prompting the agent. You build the system that prompts it instead.

Schedule → Discover → Build → Verify → Repeat

Every loop runs one turn, five moves:

• Discovery: it finds its own work - failing CI, open issues, recent commits - instead of being handed a list.

• Handoff: each task gets an isolated git worktree so parallel agents don't collide.

• Verification: a second agent, told to assume the code is broken, reviews the first. The "thing that can say no."

• Persistence: results get written to disk, never left in a context window that gets flushed.

• Scheduling: an automation wakes it on a timer. That's what makes it a loop.

The key insight: an agent grading its own work always praises it.

This 11-page PDF changed how I'm building agentic systems today.

Read it now, then explore the article below.

[Logan @Loganxka0]

https://t.co/vDKinb4XxE

[Logan @Loganxka0]

https://t.co/pF2bnF6DBV

[火 @McHekim16]

操到求饒逃跑兩次2

[Ding @dingyi]

用了一天 Zcode + GLM 5.2，怎么体感比 Codex 还好很多呢。。。一点都不卡，模型也很给力，基本没什么返工。 完成一个重构任务，5 小时用量还剩很多。软件的很多设计细节做得也相当好。

有一种花 20 万买国产电车比 50 万的 BBA 还好的感觉，国产大模型变成国产新能源了！