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3 posts tagged with "Open Source"

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Same Model, Different Harness, Worlds Apart: I Read DeepSeek Harness's Source. Here's What's Actually New.

· 14 min read
Booker Zhao
AI Full-Stack Engineer / CloudBase AI ToolKit Author

The model is the soul. The harness is the body.

Agent = Model + Harness The model thinks. The harness does.

Hi, I'm Booker.

Today I'm taking apart DeepSeek Harness (dsh), open-sourced by DeepSeek yesterday (2026-08-13).

This is not a secondhand recap. I read the source and the official docs. I'll walk through its three real design decisions, pour some cold water, and honestly tell you my first run failed.

Open Plugins: The Plugin Standard for AI Coding Tools

· 18 min read
Booker Zhao
AI Full-Stack Engineer / CloudBase AI ToolKit Author

One plugin standard, shared across seven tools.

Fig: Open Plugins — install once, works across seven tools

AI coding tools are multiplying: Cursor, Claude Code, Codex, Grok Build — each with its own plugin format. Then came Open Plugins.

It's an open standard maintained by Vercel Labs. Install one plugin, it runs across seven tools.

AI coding without luck: the complete guide to replicating Kiro's Spec workflow

· 7 min read
Booker Zhao
AI Full-Stack Engineer / CloudBase AI ToolKit Author

After more than a year of AI-assisted coding, my biggest lesson is this: vibe coding feels great in the moment, but it falls apart the moment a project gets complex. A one-line requirement, AI starts coding on its own assumptions, and what comes out is always a bit off. You ask it to fix something, it fixes that and breaks something else. A few rounds of this and your codebase has tripled in size while the number of working features barely grew.

Eventually I figured it out: the problem isn't that AI writes bad code. It's that I don't say clearly what I want.

Kiro's Spec workflow is built to solve exactly that. Let's walk through it from scratch.