WHAT CHANGED
DATE PENDING EVIDENCE
STATUS — DRAFT SOURCE MATERIAL
## ENGINEERING PROBLEM
A plausible model answer can become durable false memory if confidence is mistaken for verification.
## CURRENT DIRECTION
The research direction separates evidence, belief, confidence, criticism, and promotion decisions.
## LESSON
A passing component or confident answer is not proof of a valid system effect.
## CLAIM BOUNDARY
This entry is based on owner-reviewed Ruby draft material, not the deeper evidence-manifest package. It does not claim AGI, consciousness, unrestricted autonomy, or a production-certified capability.
Boundary
This entry describes public-safe engineering context only. It does not publish production topology, addresses, credentials, procedures, telemetry, or exploitable configuration.