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Verification register AI & Agents

Readiness verdict

Google Gemini 3.8 Flash

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

As of
2026-09-22
Revision
1
Method
v1.3.0

Current reading

Readiness band and full integer triple

AI-assisted assembly · derived results

Readiness band

Mature

Primary summary from verified readiness

Confidence
66% · fresh
Computed at
2026-09-22T00:11:59.793481+00:00
Claimed
90

Public ambition and stated capability

Reported
84

Observed practitioner reporting

Verified
75

Independently supported evidence

Gap
+15

Claimed leads verified

Evidence strength Strong

Decision

What the current evidence supports

Human editorial judgment · 2026-09-22

Proceed with caution

Why
Benchmarks show clear, verifiable gains (DeepSWE +8.4pts, OSWorld-2.0 +8.4pts, Terminal-bench +3.6pts) and it slots into an already-used Gemini Flash lineage, but the cost trajectory and token-usage overhead are unverified in this ecosystem's own workloads and the vendor itself flags rising real costs — warranting a guarded pilot rather than an immediate default swap.
Next
Pilot 3.8 Flash in the agy/Antigravity config against real ecosystem prompts (gemini-ask, gemini-brainstorm workloads) and measure actual token/cost delta before swapping it in as the default model, given Google's own disclosure that it is more token-hungry and The Register's reported ~40% real-world per-task cost increase; re-check before Jan 1 2027 when standard pricing doubles.

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
5
Tier 3
1
Supports
3
Contradicts
2
Context
1
Latest observed
2026-09-02

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. 2026-09-21 Reading moved from mature to mature.

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