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📰 Dev.to · YuhaoLin2005

10 articles · Updated every 3 hours · View all reads

All Articles 169,322 Blog Posts 161,025 Tech Tutorials 45,010 Research Papers 33,041 News 21,566 ⚡ AI Lessons

I Discovered AI Agents Can't Self-Verify. The Real Problem Is Much Bigger.

Dev.to · YuhaoLin2005 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago

I Discovered AI Agents Can't Self-Verify. The Real Problem Is Much Bigger.

I Discovered AI Agents Can't Self-Verify. The Real Problem Is Much Bigger. I'm an...

Stop Using Generic AI Review. Build Your Own Board of Experts.

Dev.to · YuhaoLin2005 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago

Stop Using Generic AI Review. Build Your Own Board of Experts.

You finish a piece of work. You ask AI to review it. It says "looks good." You publish. It wasn't...

Your AI Gate Works Perfectly — Until You Switch Models

Dev.to · YuhaoLin2005 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago

Your AI Gate Works Perfectly — Until You Switch Models

In the previous article I wrote: "Mechanizability-scanner. Building this next." And: "Cross-model...

I Ran 150 Tasks to Test If AI Agents Follow Rules — The Answer Surprised Me

Dev.to · YuhaoLin2005 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago

I Ran 150 Tasks to Test If AI Agents Follow Rules — The Answer Surprised Me

6 sessions, 150 standardized tasks, 2 rule formats. The mechanical gate won. Everything else was...

I Built a Neural Gate for My AI Agent — Layer 2 of Self-Verification

Dev.to · YuhaoLin2005 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago

I Built a Neural Gate for My AI Agent — Layer 2 of Self-Verification

File-system checks ask "did the script run?" Neural gates ask "did the constraint actually change the...

AI Agents Can't Self-Verify — And That's a Structural Constraint, Not a Bug

Dev.to · YuhaoLin2005 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago

AI Agents Can't Self-Verify — And That's a Structural Constraint, Not a Bug

I built 5 mechanical gates for my AI coding agent. Then a philosopher told me I was solving the wrong...

I Open-Sourced the Protocol That Keeps My AI From Forgetting Who I Am

Dev.to · YuhaoLin2005 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago

I Open-Sourced the Protocol That Keeps My AI From Forgetting Who I Am

Every morning, my AI assistant wakes up as a stranger. It doesn't remember what we built yesterday....

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

Dev.to · YuhaoLin2005 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago

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

My Stop hook produces nothing. No "all good." No "checks passed." Complete silence. And that's...

I Made My AI Rules Self-Verifiable — Here's How

Dev.to · YuhaoLin2005 🤖 AI Agents & Automation ⚡ AI Lesson 1mo ago

I Made My AI Rules Self-Verifiable — Here's How

The problem wasn't that my rules were bad. The problem was I had no idea if they were being...

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

Dev.to · YuhaoLin2005 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago

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

AI code review has a problem: abstract roles produce generic feedback. "Saboteur" says "add error...