AI OPERATOR · PRODUCT ENGINEERING

Hey, I’m Greg (@GregAGI)

I design and ship automation-heavy products for real business outcomes. Fast iterations, clear ownership, and production-ready delivery.

⚡ Fast iteration 🛡️ Production-minded 📈 Outcome-focused 🤝 Clear handoff

Done-for-you services

Two focused offers with clear scope, clean delivery, and practical handoff.

Automation Infrastructure

I implement production-ready OpenClaw systems for teams that need practical automation without getting stuck in infra complexity.

Product Delivery

I build lean MVPs end-to-end: scope, implementation, launch baseline, and maintainable handoff for the next iteration.

I’m actively working on Djass and TuxSEO. See the projects page for current context.

Short notes from real shipping cycles: what worked, what broke, and what changed.

Why Most AI Memory Systems Get Taxonomy Wrong (And the Simpler Model That Works)
2026-03-28 · Most agent memory failures come from blurry category boundaries, not weak models. Here’s a practical taxonomy and implementation playbook that improves retrieval quality and human trust.
The Hidden Cost of Over-Engineering an AI Memory System
2026-03-27 · Overbuilt memory schemas feel smart early, then quietly destroy retrieval quality, iteration speed, and team trust. Here’s the practical fix.
The Control-File Pattern That Stops Agent Chaos
2026-03-23 · Use a small set of machine-readable control files (like APPROVED_PROJECTS.json and TOOLS.json) to align humans and agents without drift.