10 min read
AGENTS.md speaks UNIX, and you should too
Unix gives coding agents the tools. AGENTS.md explains where to edit, how to check, and what to preserve. Lessons from my dotfiles and human review.
- Agent
- Coding
- Project
Writing
Articles
Pragmatic field notes on AI agents, MLOps, cloud architecture, and engineering systems.
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2026
6 min read
The MLOps Adventure Continues: An AGENTS.md Ready Stack for AI/ML
AI coding agents amplify repository friction. How we redesigned an MLOps codebase around deterministic single-command gates, SQLite isolation, and AGENTS.md.
- Coding
- MLOps
- Guide
12 min read
Agent Evolutions: Stop Guessing the Design — Evolve It
Agent-evolutions is a set of Agent Skills that turns a coding agent into a budgeted genetic search over a design space, with verifiable scoring at every step.
- Coding
- Project
10 min read
Agent Levers: A Plan-Do-Check-Act Loop That Makes Coding Agents Finish What They Start
A coding agent is only as useful as the spec you give it. That sentence sounds like a truism until you watch it play out for an afternoon.
- Coding
- Guide
11 min read
Agent Docs: Answer Locally Before the Web — A Shared Reference for Every Coding Agent
Pair-program with a coding agent for an afternoon and you start noticing a quiet, recurring tax.
- Coding
- Project
9 min read
Supagents: One Source to Rule Your Coding Subagents
Supagents compiles one Markdown persona per subagent into the native formats of Claude Code, Gemini CLI, GitHub Copilot, Cursor, OpenCode, and Kilo Code.
- Coding
- Project
8 min read
The 5xP Framework: Steering AI Coding Agents from Chaos to Success
AI Coding — or Spec-Driven Development — is a recent trend that amazes as much as it scares IT engineers.
- Coding
- Guide
6 min read
How I Revamped My Portfolio Website in 5 Nights Using AI Agents
How I revamped my portfolio website, fmind.dev, in five nights using AI agents: preparing the agent, steering it, the result, and my key takeaways.
- Coding
- Demo
5 min read
MLOps Coding Skills: Bridging the Gap Between Specs and Agents
Bridge the gap between engineering specs and AI agents using Agent Skills. Learn to inject ‘Senior Engineer’ context for production MLOps.
- Coding
- MLOps
- Guide
2025
6 min read
GitWorks: an AI Agent for Enforcing GitHub Repository Standards
A Python notebook agent that reviews GitHub repositories against your own guidelines automatically, using Google Colab, the GitHub API, and Gemini models.
- Coding
- Project