A hand draws a glowing warm-gold path through layered teal digital wireframes, illustrating an orchestration plan threading through complex AI tooling.

Why I Believe in Agentic Recipes

I built my AI tooling one layer at a time, each piece added because something was breaking when I did not have it: scope, atomic guides, the curl rule, validators, the playbook. Working on the biggest tool I am still building, I hit a wall I had to name. Use drush is a rule. Wire responsive images for this project is an orchestration. Both are opinions, but they are not the same artifact shape. This post walks that journey to the layer I think is missing, and asks whether other people building AI tooling on real projects feel the same gap.

Estimated read time: 8 minutes
A human hand drawing a single clean glowing line through complex AI circuit patterns, representing human supervision guiding AI toward simpler solutions

Why I Do Not Trust Independent AI Agents Without Strict Supervision

A developer who uses AI coding tools daily shares real examples of why autonomous AI agents still need human supervision. From unnecessary technical debt to context pollution to confidently wrong outputs, AI works best when a human is asking the right questions.

Estimated read time: 8 minutes
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