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⚡ AI Lessons

Dev.to · guo king
2d ago
Your MCP Server's Client Is a Language Model. Write the Contract Like You Mean It
The Model Context Protocol quietly turned every internal script, database query, and admin action...

Dev.to · guo king
2d ago
Your AI Agents Ship Code Faster Than You Can Review It. Here's the Workflow That Fixes That
Most teams didn't decide to become AI agent teams. One developer adopted a coding agent, another...

Dev.to · guo king
⚡ AI Lesson
1mo ago
Acceptance Criteria Your QA Can Run Without Asking You Anything (6 Copyable Examples)
The duplicate-action criterion that catches hidden bugs, the Given/When/Then anatomy, and six production-grade examples you can paste into your next spec.
Dev.to · guo king
3mo ago
Why Your API Contract Breaks in Production (And How to Fix It in the Spec)
The most expensive API bugs I've seen weren't implementation bugs. They were contract bugs — cases...

Dev.to · guo king
⚡ AI Lesson
3mo ago
I Shipped Fewer Bugs After I Started Writing Specs. Heres the Framework
I Shipped Fewer Bugs After I Started Writing Specs. Here's the Framework Last March, we...
Dev.to · guo king
⚡ AI Lesson
3mo ago
10 Software Spec Mistakes That Cause Production Incidents (With Fixes)
After 12 years in B2B SaaS — and too many postmortems — I've noticed that most production incidents...
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