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YuhaoLin2005

I build verification systems for AI agents — self-verifiable rules, adversarial review, self-healing configs. Open source. Writing about what happens when you stop trusting AI and start proving it.

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I Packed DeepSeek V4 + Claude Code Into a Starter Kit. Clone It and Ship.

I Packed DeepSeek V4 + Claude Code Into a Starter Kit. Clone It and Ship.

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3 min read

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I Open-Sourced the Protocol That Stops AI From Forgetting Who You Are

I Open-Sourced the Protocol That Stops AI From Forgetting Who You Are

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2 min read
I Built a Closed-Loop Self-Healing System for My AI Config — By Accident

I Built a Closed-Loop Self-Healing System for My AI Config — By Accident

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4 min read
Your AI Agent's Best Work Produces Zero Output — And That's the Point

Your AI Agent's Best Work Produces Zero Output — And That's the Point

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4 min read
I Made My AI Rules Self-Verifiable. Now They Catch Their Own Violations.

I Made My AI Rules Self-Verifiable. Now They Catch Their Own Violations.

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4 min read
Search Didn't Make Your LLM Dumber. Unweighted Context Did.

Search Didn't Make Your LLM Dumber. Unweighted Context Did.

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3 min read
I Installed 50 AI Agent Skills Blindly. Here's the 3-Question Filter I Use Now.

I Installed 50 AI Agent Skills Blindly. Here's the 3-Question Filter I Use Now.

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3 min read
Context Engineering Isn't Just for Prompts — It's for Config Files Too

Context Engineering Isn't Just for Prompts — It's for Config Files Too

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2 min read
Your AI Agent Is Burning Tokens. Do You Know How Many?

Your AI Agent Is Burning Tokens. Do You Know How Many?

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4 min read
Your AI Config Files Are Fighting Each Other

Your AI Config Files Are Fighting Each Other

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2 min read
I Run DeepSeek on Claude Code — How I Swap Models by Changing Only One File

I Run DeepSeek on Claude Code — How I Swap Models by Changing Only One File

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2 min read
I Built a Dual-Pool Adversarial Review System for AI Agents — And It Actually Works

I Built a Dual-Pool Adversarial Review System for AI Agents — And It Actually Works

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3 min read
Single-Modal LLMs Have a Blind Spot. Here's How to Fix It.

Single-Modal LLMs Have a Blind Spot. Here's How to Fix It.

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3 min read
Your LLM Gets Dumber Every Time You Compact Context — And Nobody Is Measuring It

Your LLM Gets Dumber Every Time You Compact Context — And Nobody Is Measuring It

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3 min read
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