Blog
Hire an AI & Full-Stack Consultant for One Conversation — or the Whole Build
You don't need a signed contract to get a straight answer about your AI or engineering roadmap. From a single architecture review to a fully shipped agent, RAG pipeline, or platform, here's how to work with me — and where to start.
One Person, Five AI Agents, One SaaS: My Solo "Team" Experiment
I ran five role-scoped AI agents like a tiny team to build and ship a small SaaS by myself — a spec agent, a builder, a reviewer, a QA agent, and an ops agent. The leverage was real. So was the fact that I never stopped being the manager.
Production RAG Implementation: How I Build Retrieval Systems at Million-Document Scale
Most RAG demos fall apart past a few thousand documents. Here's what I actually build for clients — a hybrid retrieval architecture proven past a million documents, with the production practices that keep it fast and reliable.
Bounded Agents: The Only Multi-Agent Pattern That Actually Works in Production
Everyone wants one AI agent that does everything. The teams getting real value in 2026 built the opposite — many small agents with narrow jobs and a human holding the loop. Here's why boring wins.
Why Your AI Strategy Should Be 'Small Models, Big Impact' in 2026
Most teams start their AI strategy at GPT-5 and optimize down when cost bites. That's backwards. Here is the framework for starting small and earning your way up.