Building and DocumentingAI Agent Systems
A public library of agent engineering, agent infrastructure, and live AI systems. Code and reasoning in the open. Honest about what works and what does not.
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.
Build notes and teardowns.
50+ articles, organized by category. Architecture teardowns, debugging notes, and operating lessons from real builds. The errors left in.

The Flipped Interaction Pattern: Agent Asks First
Why a good agent interrogates before it acts, with the code and the failure modes.

Three hidden patterns that inflate your AI API bill
Where cost actually compounds in agent workflows, and how to catch it early.

TaskWeaver Stateful Data Analyst
A LiteLLM rebuild of TaskWeaver showing planner-to-executor handoff, stateful data memory, and safe pandas actions.
Fast-moving builder.
Moving from idea to working system, fast. Directing frontier AI models and documenting the process. I publish the builds, the code, and the reasoning.
Background in technology and intellectual property law. A sharp eye for risk, ownership, and what holds up under pressure.
Building toward AI products and partnerships worth backing. Working on something real with AI? I want in.
Building something real with AI?
Open to collaborations, build partnerships, and conversations with founders, builders, and investors.
Prefer to call? +1 786 247 3470