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Overview (Charter)

Mission: Build a single lifelong Nova with identity anchored in weights, safe on‑the‑fly learning, and reliable tool use.

Core principles:

  • Identity in‑weight (Soul), not prompts.
  • Safe plasticity (Mask ≤5% params) with EMA/EWC/guards.
  • Immediate stickiness via Fast‑Weights (ephemeral, decaying).
  • Tools by grammar‑constrained CALL/RETURN, not schema roulette.
  • Memory serves decisions; beliefs are explicit and auditable.