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⚡ AI Lessons

Dev.to · Joseph Yeo
3w ago
What I Learned by Deleting Rules My Agent Had Already Learned
Knowledge that isn't pruned starts to mislead you Part of the ForgeFlow series — building...

Dev.to · Joseph Yeo
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
My Agent Reported 12. The Real Number Was 13.
Why you have to witness the measurement before you trust the instrument Part of the...

Dev.to · Joseph Yeo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
77 Rules Later: What Graduating Our First Stack Actually Looked Like
This is Part 8 of the ForgeFlow series. Part 7: The File Modification Boundary documented the...

Dev.to · Joseph Yeo
⚡ AI Lesson
2mo ago
The File Modification Boundary We Found After 12 ForgeFlow Projects
This is Part 7 of the ForgeFlow series. Part 6: The Bug Wasn't in the Model ended at 9 projects, 51...

Dev.to · Joseph Yeo
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
The Bug Wasn't in the Model: Lessons from 9 Local AI Coding Agent Projects
This is Part 6 of the ForgeFlow series. Part 5: DCR Wasn't Enough introduced the two-axis model: DCR...

Dev.to · Joseph Yeo
2mo ago
DCR Wasn't Enough: Why AI Coding Agents Also Need Information Quality
This is Part 5 of the ForgeFlow series. Part 3: The Determinism War introduced DCR. Part 4: The...

Dev.to · Joseph Yeo
2mo ago
The Information Design Gap: Why Our AI Agent Was Coding Blind
This is Part 4 of the ForgeFlow series. Part 3: The Determinism War introduced DCR (Deterministic...

Dev.to · Joseph Yeo
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
We Didn't Migrate from n8n to Python Because n8n Failed
We migrated because our AI orchestrator became something that needed tests, trust boundaries, and...

Dev.to · Joseph Yeo
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
I Built a Local AI Coding Agent on M5 Max 128GB — It Failed 164 Times Before Passing 35 Tests
Fully local. No cloud APIs during execution. TDD-enforced. 35 tests passing. To be clear: I used...

Dev.to · Joseph Yeo
🔐 Cybersecurity
⚡ AI Lesson
3mo ago
Axios Was Compromised. Here's What It Means for Your Repo.
On March 31, 2026, the axios npm package — with over 100 million weekly downloads — was compromised...
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