I architect agent-first products
AI agents that don't just chat — they analyse, decide, and build. Reactive UIs that show outcomes, not conversations. For funded startups and innovation teams who need the architecture expertise to ship.
See it in action
Watch an agent analyse a startup idea using the OODA loop — Observe, Orient, Decide, Act — with structured outputs at each step.
Live demo coming soon
Core principles
Most companies bolt AI onto existing products. I design systems where agents are first-class actors from the start.
- Chat is just a text channel. Chat is for intent and narration. Agent outputs — charts, analyses, structured decisions — belong in purpose-built UI components, not chat bubbles.
- Agent outputs go to purpose-built UI. Nobody copies code from a chat stream. They look at the files that changed. The same principle applies to every agent output.
- The database is the integration layer. Agents write to reactive databases. UIs subscribe to changes. No webhooks, no polling, no REST waterfall. One source of truth, real-time everywhere.
Let's talk about your agent-first product
If you're building an AI-native product and need someone who can architect the system and ship the code, let's talk.