2026-07-17
Internal alpha
Supervisor Learns Internal Alpha 1
The first complete learning loop was packaged, signed, installed, reopened, and tested with disposable data. A human decision can create a project-scoped rule; a later matching case uses it; another project does not; revocation persists.
This is an internal milestone, not a public download.
2026-07-17
Direction locked
Supervisor becomes the creator's assistant
The product is moving beyond an AI command-center frame. Chat remains the center. Evidence, uncertainty, review, scoped learning, Knowledge Fit, prototype building, Content Intelligence, Learning, and Pathways now share one product doctrine.
NEXT
In review
Safer continuity across connected AI
The next candidate focuses on clear provider choice, project-isolated context, honest local continuity, and no silent fallback. Architecture review and operator approval come before implementation.