Juan Carlos Andrade Unigarro

Incremental perception engine for desktop LLM agents: stable element IDs and revisions over MCP instead of pixels or coordinates, with fail-closed actuation. Rust, Windows 11 first. Thesis research prototype.

Write, Check, Trust: hardening harness that makes cheap AI models ship correct Python