Monotonic Knowledge Growth

A self-improvement invariant that the system's knowledge base must only accumulate and never regress, tracked as a first-class health signal of the recursive loop.

grounded in: doctrine (principles.md) Observability layer: 'measure the loop's own health: knowledge up (monotonic), hallucinations down (gated)...'

Connected concepts

Context ontology, Ontology maintenance, Self-improvement daemon, Observability, The dark factory, Ontology learning