Factori

DEVELOPMENT WORKSTATION / EXPERT SYSTEMS / LOCAL-FIRST SOFTWARE

A local-first workstation for converting structured expertise and human judgment into versioned specialist-agent contracts. Teaching, evaluation, and feedback produce inspectable knowledge and instruction updates, with candidate comparison, human-controlled promotion, and rollback.

Engineering

React / TypeScript, FastAPI, and SQLite support provenance-aware memory, bounded multi-agent coordination, explicit model-provider routing, and portable Expert Capsules. The contracts define agent behavior and operating boundaries; they are distinct from training a new foundation model.