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
Writing
Articles
Pragmatic field notes on AI agents, MLOps, cloud architecture, and engineering systems.
2026
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