AI-Assisted Development

Why I Ask AI to Investigate Before It Writes Code

Before I let an AI coding agent modify a codebase, I often ask it to investigate first. Here's how separating investigation from implementation helps me understand existing behavior, challenge assumptions, and keep changes focused.

Supabase

Building a Small Automation with Supabase, Cron, and Edge Functions

I built a simple Bluesky publishing automation using Supabase, Cron, Edge Functions, Vault, and PostgreSQL. Here's what a tiny side project taught me about reliability, security, AI-assisted development, and production-ready automation.