Verification register AI & Agents
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 55
- Reported
- 52
- Verified
- 46
- Gap
- +9
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
Proceed with caution
- Why
- Genuinely novel 'learn from being used' loop with self-reported gains and strong repo traction (5.5k stars), but heavy GPU floor, modest general-track deltas, small-model-only testing and no independent benchmark warrant a controlled pilot rather than adoption
- Next
- Reproduce the personal-agent Binary+OPD combined recipe on a single small (4B) model and verify the 0.81 Table-3 result on an internal conversation set before any larger commitment
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
- 1
- Tier 3
- 6
- Supports
- 3
- Contradicts
- 2
- Context
- 2
- Latest observed
- 2026-03-15
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.