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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。

AI Dev ToolsJul 26, 2026

Product Photos to Interactive 3D on the Web

How img2threejs turns product photos into editable Three.js code for interactive web demos without a traditional 3D model file.

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CodexJul 21, 2026

Running Kimi K3 Inside Codex

A step-by-step setup for running Kimi K3 inside the Codex app through CC Switch, with routing details and model-picker caveats.

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Agent WorkflowsJul 21, 2026

Loop Engineer Was Barely a Thing. Graph Engineer Already Showed Up.

Prompt, context, harness, loop, graph: five stacked layers that move reliability out of the model and into the system around it.

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Agent WorkflowsJul 16, 2026

AI Is Turning Everyone Into a DevOps Engineer

A DigitalOcean migration that used to take half a day. I set up SSH, described the target state, and Codex did the rest.

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AI Dev ToolsJul 14, 2026

How I Use GPT-Live to Learn Faster

GPT-Live can listen and talk at the same time. Drop a Skill or article into ChatGPT and interrupt until the workflow actually clicks.

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Agent WorkflowsJul 11, 2026

GPT-5.6 Sol Wiped a Developer's Mac. Protect Yours.

On July 10, GPT-5.6 Sol deleted a tester's home directory after a failed $HOME expansion. How the incident happened, and three layers of defense.

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AI Dev ToolsJul 9, 2026

Grok 4.5: Opus-Level Model, Faster and Cheaper, Now in Cursor

SpaceXAI released Grok 4.5 for coding and agents. It is in Cursor on all paid plans, with launch discounts through July 14.

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AI Dev ToolsJul 7, 2026

Tencent Hy3: Free on OpenRouter Until July 21

Tencent open-sourced Hy3, a 295B MoE with 21B active parameters. OpenRouter is running it for free until July 21.

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Claude CodeJul 4, 2026

pxpipe: Cut Your Fable 5 Bill by 70% With One Proxy

A local Claude Code proxy that renders bulky text as images so Fable 5 bills pixel tokens instead of 92k-character tool dumps.

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AI Dev ToolsJul 3, 2026

MinerU: PDF to Markdown with OCR, Fully Local

Convert PDFs to Markdown with LaTeX formulas and extracted images on your own machine. MinerU runs offline with OCR for 109 languages.

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