Kelly Local Model Lab

Use Busabase as the durable data and control plane while a trusted local Worker performs compute on Apple Silicon. Fine-tuning changes behavior; it is not a replacement for RAG when the goal is to inject current knowledge.

Mandatory Dependencies

Before creating, provisioning, or changing the AirApp, read and follow:

1. $kelly-app-skill-creator for product behavior and UI quality;
2. $busabase for Space selection, node discovery, ChangeRequests, and trusted writes;
3. $busabase-app-creator for AirApp runtime, SDK, security, validation, and deployment;
4. $kelly-app-skill-creator-tests before claiming full conformance.

If a dependency is unavailable, keep the canonical local artifact and training pipeline intact, stop before the unavailable Busabase operation, and report the missing dependency. Never replace Busabase with SQLite, local JSON, or another persistent workflow backend.