Verification register AI & Agents
Current reading
Readiness band and full integer triple
AI-assisted assembly · derived results
Readiness band
Ready
Primary summary from verified readiness
- Confidence
- 75% · stale
- Computed at
- 2026-08-20T10:54:12.610206+00:00
- Claimed
- 80
- Reported
- 80
- Verified
- 74
- Gap
- +6
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
Adopt with guardrails
- Why
- Mature, EuroSys-published, 22k-star Apache-2.0 framework with production references, credible throughput, and SOTA downstream results from independent labs; the de facto open RL post-training substrate. Guardrails needed only for version pinning and config fragility.
- Next
- Pin a known-good vLLM (>=0.8.2) + verl version, run a small GRPO smoke test on Qwen, then scale; reserve Megatron path for >70B.
Constraints
Blockers
No named blocker is present in the current public projection.
Evidence summary
Derived counts
AI-assisted assembly
- Total
- 9
- Tier 1
- 0
- Tier 2
- 3
- Tier 3
- 6
- Supports
- 7
- Contradicts
- 1
- Context
- 1
- Latest observed
- 2026-06-01
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 ready to ready.