Most systems reload the base model every time. PermaMind adds a writable identity layer that evolves based on experience:

- Gap Engine: Detects prediction errors (Δ) and prioritizes learning - Confidence Gate: Blocks assertions when unresolved failures exist - Identity Store: Persists constraints across sessions

Demo showing save/refresh/load persistence: https://bapxai.com/pssu.html

Published the framework in November 2024. Fully open source (MIT).

Looking for feedback on the architecture and potential use cases.