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Verification register AI & Agents

Readiness verdict

Tinker (Thinking Machines Lab)

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

As of
2026-06-28
Revision
1
Method
v1.0.0

Current reading

The readiness gap, in one scan

AI-assisted assembly · derived results

Claimed
72

Public ambition and stated capability

Reported
71

Observed practitioner reporting

Verified
65

Independently supported evidence

Gap
+7

Claimed minus verified

Evidence strength Strong

Decision

What the current evidence supports

Human editorial judgment · 2026-06-28

Adopt with guardrails

Why
Now generally available with credible academic adopters and a published LoRA-parity result — strong primitives and broad model support, but LoRA quality parity is task-dependent and the vendor is young.
Next
Now that it is GA, run a low-cost Qwen LoRA fine-tune to validate the forward_backward/optim_step/sample loop, the new in-training sampling tool, and pricing before depending on it for production-quality runs.

Constraints

Blockers

No named blocker is present in the current public projection.

Evidence summary

Derived counts

AI-assisted assembly

Total
6
Tier 1
0
Tier 2
2
Tier 3
4
Supports
4
Contradicts
1
Context
1
Latest observed
2025-12-12

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.

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