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Verification register AI & Agents

Readiness verdict

AgentRL

A dated reading of what is claimed, reported, and independently verified in the current evidence.

As of
2026-08-20
Revision
1
Method
v1.3.0

Current reading

Readiness band and full integer triple

AI-assisted assembly · derived results

Readiness band

Watch

Primary summary from verified readiness

Confidence
74% · stale
Computed at
2026-08-20T10:54:23.833013+00:00
Claimed
50

Public ambition and stated capability

Reported
48

Observed practitioner reporting

Verified
45

Independently supported evidence

Gap
+5

Claimed leads verified

Evidence strength Growing

Decision

What the current evidence supports

Human editorial judgment · 2026-08-20

Wait for stronger evidence

Why
Credible academic framework (32B base, fully-async pipeline, MIT-licensed, used in AutoGLM) with strong on-paper benchmark claims, but narrow task scope, experimental and drifting eval tooling, and thin adoption mean it should be tracked rather than adopted now
Next
Watch for the stabilized agentrl-eval release and an independent reproduction of the cross-policy-sampling / task-advantage-normalization gains before allocating GPU budget

Constraints

Blockers

No named blocker is present in the current public projection.

Evidence summary

Derived counts

AI-assisted assembly

Total
14
Tier 1
0
Tier 2
2
Tier 3
12
Supports
2
Contradicts
2
Context
10
Latest observed
2026-01-17

Counts and dates only. Raw signals, private excerpts, trust records, and internal corpus material are not published here.

Publication record

Revisions

Initial public reading

  1. 2026-07-19 Reading moved from watch to watch.

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