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. Here is how we redesigned an MLOps codebase around deterministic single-command gates, SQLite isolation, and machine-readable AGENTS.md guardrails.
- Coding
- MLOps
- Guide
12 min read
Agent Evolutions: Stop Guessing the Design — Evolve It
Most coding-agent tasks have one right answer hiding behind a workflow. “Add password sign-in.” “Fix the off-by-one in the pagination…
- 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. Every time the agent reaches for a flag, a…
- Coding
- Project
9 min read
Supagents: One Source to Rule Your Coding Subagents
The AI providers are in a horse race. Every quarter, a new model lands, a new harness ships, and the gap between “the best tool for this…
- Coding
- Project
7 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. We now have access to powerful…
- Coding
- Guide
6 min read
How I Revamped My Portfolio Website in 5 Nights Using AI Agents
I see many friends and acquaintances generating amazing applications in mere weeks. We are in the midst of a craze of innovation, an era…
- 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