WHAT CHANGED
DATE PENDING EVIDENCE
STATUS — DRAFT SOURCE MATERIAL
## ENGINEERING PROBLEM
Long-horizon research can amplify its own earlier assumptions.
## CURRENT DIRECTION
The draft workflow adds explicit critic and provenance stages before learned conclusions are accepted.
## LESSON
Useful autonomy requires the ability to challenge prior output.
## 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.