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Verification register AI & Agents

Readiness verdict

Moonshot AI Kimi K3.1 Pro

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

As of
2026-10-29
Revision
1
Method
v1.3.0

Current reading

Readiness band and full integer triple

AI-assisted assembly · derived results

Readiness band

Ready

Primary summary from verified readiness

Confidence
74% · fresh
Computed at
2026-10-29T16:46:12.186892+00:00
Claimed
75

Public ambition and stated capability

Reported
67

Observed practitioner reporting

Verified
59

Independently supported evidence

Gap
+16

Claimed leads verified

Evidence strength Critical

Decision

What the current evidence supports

Human editorial judgment · 2026-10-29

Proceed with caution

Why
The model is live on the API with flat 1M-context pricing ($2/$10 per M tokens) and Artificial Analysis data puts it 4th overall (55), +11 points over K3, so capability evidence is real. But the open-weight claim is unfulfilled until the Nov 4 release, the license is unknown, key numbers are vendor-run, and it lags frontier closed models on pure reasoning and computer use. Provenance concerns (unsubstantiated US government allegations about K3) add procurement risk.
Next
Re-check after 2026-11-04 for actual weight publication, license text and independent replication of Terminal-Bench 4.0 / SWE-Marathon; pilot via API on an agentic coding workload before committing.

Constraints

Blockers

No named blocker is present in the current public projection.

Evidence summary

Derived counts

AI-assisted assembly

Total
8
Tier 1
2
Tier 2
6
Tier 3
0
Supports
3
Contradicts
3
Context
2
Latest observed
2026-10-26

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. 2026-10-29 Initial recorded band: ready.

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