Four bodies of work.
Some shipped, some in active development, all real. Taking ideas to working, documented systems, and the reasoning behind them.
Korvin
A self-hosted AI agent for low-cost servers. Voice-first, memory-persistent, model-agnostic. Telegram interface and web dashboard. No cloud dependency, no lock-in. In active development — not yet released for public download.
Agent Patterns & Builds
A growing public library of documented agent builds across tool use, memory, retrieval, multi-agent orchestration, evaluation, safety, and governance. Each one is a working pattern with the code and the reasoning behind it.
Agent-Ready Infrastructure Labs
A lab series on the infrastructure agents need before they can safely act: registration, authorization, observability, sandboxing, payments, and agent-to-agent handoff. Thirteen labs across trust, execution, and governance.
Live AI Systems Series
Most AI is reactive prompt and response. Live AI systems watch changing context, hold state, detect meaningful change, score priority, produce evidence, and escalate to a human when review is needed. A series on building exactly that.