Verification register Security & Identity
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 80
- Reported
- 75
- Verified
- 70
- Gap
- +10
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed minus verified
Evidence strength Strong
Decision
What the current evidence supports
Human editorial judgment · 2026-06-28
Adopt with guardrails
- Why
- Most mature of the three — peer-reviewed (ICLR/OpenReview), MIT-licensed, actively maintained with continual frontier-model updates through 2026 and an established human baseline. Reward-hacking and saturation are real but manageable with manual transcript review.
- Next
- Pilot RE-Bench (plus HCAST/SWAA time-horizon tasks) as a capability tripwire in any internal frontier-model-routing or agent-autonomy gate; pair scores with reward-hacking transcript inspection rather than trusting normalized scores alone.
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 7
- Tier 1
- 0
- Tier 2
- 0
- Tier 3
- 7
- Supports
- 2
- Contradicts
- 2
- Context
- 3
- Latest observed
- 2026-05-08
Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.
Publication record
Revisions
Initial public reading
This is the initial public reading. No earlier readiness change is recorded.