Auth rebuilt for defensibility
Authentication got a ground-up rebuild this week — modular by client surface, with modern token handling and an audit log on every authentication event. The auth surface is now defensible to an auditor, not just to a developer.
Deterministic resolvers
New resolvers landed this week for principles, standards, guidelines, and user preferences — each deterministic, each cached, each composed into the delivered context at well-defined points. The model receives the same behavioral directives in the same order every time, with full provenance.
Multi-client install
The install path expanded to cover the major LLM client variants from a single idempotent command. A /docs scaffold and an /install page shipped in the dashboard with per-client walkthroughs. Reinstalls land clean.
The flywheel closes
The classification-feedback flywheel now closes automatically at the end of every turn. Every turn teaches the classifier — on every request, across every session. Learn — the flywheel — is now running on every interaction, without anyone having to remember to trigger it.
Cheaper classification path
The classification step is now the lightest, simplest, fastest call in the system. Everything heavier hangs off it on its own contract. The model still gets the work and the context it needs; the platform spends less to get it there.