AI Engineering student. I build Human-Agent Interfaces (HAI): systems that let people work with AI agents without giving away ownership.
Start here
- hai-mcp: MCP control plane with mission contracts, owner gates and evidence-based completion
- HAI-skills-registry: reusable agent skills, one per folder, with examples
- variance-workflow: several models build parallel variants instead of one winner
- ilias-cli: agent-ready CLI for my university's ILIAS, used daily
How I build: many agents and models in parallel, small testable slices, humans approve the decisions.



