Verification register AI & Agents
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
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Primary summary from verified readiness
- Confidence
- 70% · stale
- Computed at
- 2026-08-20T10:53:39.252685+00:00
- Claimed
- 55
- Reported
- 52
- Verified
- 46
- Gap
- +9
Public ambition and stated capability
Observed practitioner reporting
Independently supported evidence
Claimed leads verified
Evidence strength Strong
Decision
What the current evidence supports
Human editorial judgment · 2026-08-20
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
- 11
- Tier 1
- 0
- Tier 2
- 2
- Tier 3
- 9
- Supports
- 5
- Contradicts
- 3
- Context
- 3
- 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
- 2026-07-19 Reading moved from watch to watch.