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来自构建循环的笔记。

面向使用 Codex、Claude Code、Cursor 和各类 Agent 的开发者,分享实测过的 AI 编程工作流、编程 Agent 现场笔记和真实的大模型评测。

Claude CodeJul 1, 2026

Fable 5 Is Back, Sonnet 5 Costs More Than You Think

Fable 5 reopens on July 1 and Sonnet 5 is the new default. Usage, pricing, and why the cheaper sticker can still cost more.

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Agent WorkflowsJun 30, 2026

Your Agent Doesn't Need a Bigger Window. It Needs Context Governance.

Headroom sits between your agent and the model, classifying and compressing tool output before it fills the context window.

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AI Dev ToolsJun 28, 2026

Turn Articles into Animated System Diagrams: Visual Flow GIF

A small skill that extracts system structure from an article, writes a JSON spec, and renders an animated GIF with Python and Pillow.

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Agent WorkflowsJun 26, 2026

Agents can now deploy to Cloudflare without signing up

Wrangler --temporary gives an agent a 60-minute Cloudflare account, a live workers.dev URL, and a claim link. No OAuth, no MFA, no human click.

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AI Dev ToolsJun 24, 2026

GPT-5.5 Silently Throttles Reasoning for Third-Party Clients

Third-party GPT-5.5 clients can cap reasoning at 516 tokens. You pay full price and may get a weaker answer.

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CodexJun 23, 2026

Codex Is Burning Through Your SSD. Here's How I Stopped It

A practical guide to checking Codex's SQLite log writes, blocking the unwanted inserts, and protecting your SSD without deleting conversation history.

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AI Dev ToolsJun 21, 2026

GLM 5.2 vs Opus 4.8: Frontend Dashboard Test

A head-to-head frontend test of GLM 5.2 against Opus 4.8, plus Design Arena rankings, pricing, and the caveats that still matter.

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CodexJun 20, 2026

Codex Can Now Copy Your Actions

Codex Record and Replay watches a Mac workflow once, turns it into an editable Skill, then reruns it with new inputs. macOS only, not in the EU.

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Agent WorkflowsJun 18, 2026

Doubao's Full Agent Skill Architecture Leaked: 25 Skills, 283 Files

A leaked Doubao skill pack shows 25 modular skills and 283 files organized around real work objects, not one giant agent.

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Agent WorkflowsJun 16, 2026

40 agent loops you can copy into Claude Code or Cursor

loops.elorm.xyz packages 40 agent loop templates by category so you can copy a kickoff prompt into Claude Code, Cursor, Codex, or Gemini CLI.

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