Verification register AI & Agents
Current reading
The readiness gap, in one scan
AI-assisted assembly · derived results
- Claimed
- 80
- Reported
- 80
- Verified
- 74
- Gap
- +6
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
- 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
- 8
- Tier 1
- 0
- Tier 2
- 3
- Tier 3
- 5
- Supports
- 6
- 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
This is the initial public reading. No earlier readiness change is recorded.