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⚡ AI Lessons

Dev.to · Dariusz Newecki
🧠 Large Language Models
⚡ AI Lesson
3w ago
My AI System Logged 35,669 LLM Calls. It Still Couldn’t Tell Me What They Cost.
CORE had telemetry. That was the comforting part. Every LLM exchange was being logged. Prompt...

Dev.to · Dariusz Newecki
⚡ AI Lesson
1mo ago
The Most Powerful Developer in the Room Has Never Heard of SOLID
We have spent fifty years learning how to write software that doesn't collapse under its own...

Dev.to · Dariusz Newecki
1mo ago
Four Gates. One Governor. Zero Code Written. CORE Is Autonomous.
When I defined A3 fourteen weeks ago, I wrote: "The daemon runs continuously, the Blackboard clears,...

Dev.to · Dariusz Newecki
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
79 Seconds: Our AI Governance System's First Autonomous Self-Heal
I am not a programmer. I wrote zero lines of code today. The system fixed itself. We've been...

Dev.to · Dariusz Newecki
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
My Audit Caught My Audit Being Wrong
And that's exactly what it's supposed to do. A few days ago I ran a diagnostic on CORE — the...

Dev.to · Dariusz Newecki
3mo ago
The AI That Refused To Ship Its Own Fix
Or: what constitutional governance actually looks like in practice I spent today doing something...

Dev.to · Dariusz Newecki
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
How one missing line broke months of autonomous self-improvement — and what fixing it revealed about constitutional software governance
CORE is a system I've been building for over a year. Its purpose is to govern and autonomously...

Dev.to · Dariusz Newecki
🛡️ AI Safety & Ethics
⚡ AI Lesson
3mo ago
My AI Governance System Passed Its Own Audit. Then I Wrote One Rule. Now It Fails. That's the Point.
This morning CORE's audit looked like this: Rules declared: 115 Rules executed: 99 Total...

Dev.to · Dariusz Newecki
⚡ AI Lesson
3mo ago
My Constitutional Auditor Missed Dead Code. Here's Why — and What I'm Doing About It.
A live investigation. This post will be updated as I dig deeper, fix it, and reflect on what it...

Dev.to · Dariusz Newecki
⚡ AI Lesson
3mo ago
How CORE Used Its Own Pipeline to Eliminate 36 Constitutional Violations — Including Its Own
Or: what happens when the enforcer has to obey its own law. I've written before about CORE...

Dev.to · Dariusz Newecki
4mo ago
Closing the Loop: From Audit Violation to AI Fix in One Command
Every developer who uses static analysis tools knows the feeling. You run your linter or audit tool,...

Dev.to · Dariusz Newecki
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
When My AI Blocked Itself: What Constitutional Governance Actually Looks Like in Practice
This morning, CORE — my autonomous AI development system — blocked its own self-healing workflow. No...

Dev.to · Dariusz Newecki
📰 AI News & Updates
7mo ago
How I Achieved 70% Autonomous Code Generation with Constitutional AI Governance
🚀 UPDATE (January 2026): CORE v2.2.0 Released Since this post, we've achieved a major milestone:...
DeepCamp AI