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Verification register AI & Agents

Readiness verdict

Google Gemma 3n

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
65

Observed practitioner reporting

Verified
55

Independently supported evidence

Gap
+17

Claimed minus verified

Evidence strength Strong

Decision

What the current evidence supports

Human editorial judgment · 2026-06-28

Adopt with guardrails

Why
Strong vendor backing, real multimodal on-device footprint (2-3GB), top-of-class sub-10B LMArena score, and a very large active community — but documented hallucination and reasoning limits mean it must be fenced, not trusted for open-ended reasoning.
Next
Pilot E2B/E4B via LiteRT-LM or Ollama on target devices; add factuality/grounding guardrails and constrain to bounded tasks (summaries, classification, voice ASR) where the reasoning ceiling and 30s audio limit are acceptable.

Constraints

Blockers

No named blocker is present in the current public projection.

Evidence summary

Derived counts

AI-assisted assembly

Total
8
Tier 1
1
Tier 2
2
Tier 3
5
Supports
5
Contradicts
3
Context
0
Latest observed
2025-09-11

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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