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⚡ AI Lessons

Dev.to · Radoslav Tsvetkov
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
How to prove what your AI agent actually did (to someone who doesn't trust you)
You let an AI agent edit your repo, run commands, call tools. The next morning someone asks: what did...

Dev.to · Radoslav Tsvetkov
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
AGEF explained: a portable evidence format for AI agent sessions
If you ship AI-assisted code in a regulated codebase and somebody asks "show me what the agent did",...

Dev.to · Radoslav Tsvetkov
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
The trust pipeline: three commands to run before merging an AI-assisted change
The most common failure mode I see when teams adopt AI coding agents is not a bad diff. It is a good...

Dev.to · Radoslav Tsvetkov
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
MCP governance for an AI coding agent without breaking the audit chain
The Model Context Protocol gave AI agents a clean way to reach into systems. In a year it has become...

Dev.to · Radoslav Tsvetkov
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
Replay AI coding sessions deterministically: the divergence detector for your repo
There is a moment in every AI coding workflow where you wish you could roll the tape back. The agent...

Dev.to · Radoslav Tsvetkov
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
A pragmatic threat model for AI coding agents, with controls you can ship today
There is a moment in every AI coding rollout where the question shifts from "can we make this work"...

Dev.to · Radoslav Tsvetkov
2mo ago
AI coding compliance for 2026: a working checklist for ISO 42001, the EU AI Act, SOC 2, and tool qualification
If you ship AI-assisted code in 2026, three regulatory things have changed under your feet. In...

Dev.to · Radoslav Tsvetkov
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
Sanitizing AI coding sessions before external review: the redaction workflow that ships
The day before an external review is the day you discover what is actually in your AI coding...

Dev.to · Radoslav Tsvetkov
2mo ago
Observability and evidence in AI coding workflows: two log streams, two masters
A few months back I watched an external reviewer ask one question I could not answer. For the AI...

Dev.to · Radoslav Tsvetkov
2mo ago
Why I built Akmon, the AI coding agent for regulated engineering
For the last two years I have watched the same conversation happen in every regulated engineering...

Dev.to · Radoslav Tsvetkov
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Why I built Akmon, the AI coding agent for regulated engineering
Modern AI coding agents are great at producing code and bad at producing evidence. In regulated industries that gap blocks real adoption. Here is why I started

Dev.to · Radoslav Tsvetkov
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
AGEF explained: a portable evidence format for AI agent sessions
AGEF is an open spec for portable, tamper-evident AI agent session evidence. This post walks the bundle layout, the event kinds, the canonical CBOR rules, and t

Dev.to · Radoslav Tsvetkov
2mo ago
I built a memory layer for AI assistants that refuses to fake citations
A few months ago I was using my AI assistant to dig through my Obsidian vault. I asked it about a...
DeepCamp AI