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Verification register AI & Agents

Readiness verdict

Liquid AI LFM2.5

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

Ready

Primary summary from verified readiness

Confidence
78% · stale
Computed at
2026-08-20T10:54:13.982754+00:00
Claimed
80

Public ambition and stated capability

Reported
80

Observed practitioner reporting

Verified
74

Independently supported evidence

Gap
+6

Claimed leads verified

Evidence strength Strong

Decision

What the current evidence supports

Human editorial judgment · 2026-08-20

Low-friction candidate

Why
Open weights, broad runtime support, strong small-model instruction-following scores, and sub-1GB footprints make it cheap to trial; small knowledge capacity is mitigable with RAG and the main residual risk is unverified vendor benchmarks.
Next
Pull the open weights from Hugging Face and benchmark LFM2.5-1.2B-Instruct (and 8B-A1B for richer tasks) on target NPU/CPU hardware with retrieval for any knowledge-heavy path; for on-device reasoning/tool-use trial the 1.2B-Thinking variant; confirm the license matches intended commercial use.

Constraints

Blockers

No named blocker is present in the current public projection.

Evidence summary

Derived counts

AI-assisted assembly

Total
10
Tier 1
0
Tier 2
7
Tier 3
3
Supports
7
Contradicts
2
Context
1
Latest observed
2026-05-28

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 ready to ready.

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