On 28 October, fifteen days after the broad release of Gemini 4 Argon, Google announced Gemini 4 Carbon and limited its initial availability to a subset of cyber defenders in the Fairwind Program. The company reported higher scores than Argon on vulnerability-fixing and exploit-generation evaluations and said only that general availability would come 'as soon as possible'.

A release designed to reach defenders first

The Fairwind Program covers more than 650 partners, including governments and national cyber authorities, critical-infrastructure operators in healthcare, telecommunications, energy and finance, and core technology platforms, under conditions such as background checks, phishing-resistant multi-factor authentication, use restricted to internal security teams, and no redistribution. Malicious tasks such as creating malware are not permitted. Google said it is taking part in the US government's voluntary pre-release model testing process. After Argon, which went to Fairwind partners on 30 September and to general availability on 13 October, defender-first release followed by broader access is becoming the company's standard sequence.

Published scores and an unpublished safety framework

The figures Google says it measured without guardrails are 88.2% on SEC-bench Pro, 54.8% on ExploitGym (Argon: 42.0%) and 71.0% single-attempt on Collinear CWE-bench. On safety it cites a 0.0% successful cheating rate on Terminal-Bench 4.0, roughly 80% fewer high-severity misalignment alerts internally, and a 0.0% attack success rate on the Gray Swan indirect prompt injection test (Argon: 0.7%).

Independently, Artificial Analysis ranks the model first on its index (59) while its measured hallucination rate rose from Argon 4% to 11%. The reporting available carries no model card and no determination under the Frontier Safety Framework critical capability levels. Offensive capability scores are thus public while the level at which that capability has been judged remains unpublished.

Sources

Primary sources

  1. 1

    Introducing Gemini 4 Carbon

    Primary sourceGoogle · 28 Oct 2026

    Google · External site
  2. 2

    The Fairwind Program

    Primary sourceGoogle DeepMind · 28 Oct 2026

    Source checked 29 Oct 2026

    Google DeepMind · External site

Reporting

  1. 3

    Staged Rollout Sends Google's Gemini 4 Carbon To Cyber Defenders First

    ReportingUnite.AI · 28 Oct 2026

    Source checked 29 Oct 2026

    Unite.AI · External site
  2. 4

    Gemini 4 Carbon leads test for fixing vulnerable code

    ReportingWinBuzzer · 28 Oct 2026

    Source checked 29 Oct 2026

    WinBuzzer · External site
  3. 5

    Google's Gemini 4 Carbon pushes cyber defense first

    ReportingStartupHub.ai · 28 Oct 2026

    Source checked 29 Oct 2026

    StartupHub.ai · External site

Read this edition

From developments to evidence and analysis

Background

No explicit relationship is recorded.

Evidence

No explicit relationship is recorded.

Follow-ups / later versions

No explicit relationship is recorded.

Related questions

Cite this article

AI & Security Observatory(2026-10-28)「Google、Gemini 4 Carbonを公開 サイバー防御組織に先行提供し一般公開を後回しにする段階的展開」『AI & Security Observatory』、第1.0版、最終更新2026-10-29。https://ai-security-observatory.org/ja/brief/brief-20261029-03/

AI & Security Observatory (2026-10-28). Google releases Gemini 4 Carbon to cyber defenders first under a staged rollout . AI & Security Observatory, version 1.0. Updated 2026-10-29. https://ai-security-observatory.org/en/brief/brief-20261029-03/

Version 1.0 · Publication date 28 Oct 2026 · Updated 29 Oct 2026

Revision history
  1. Earlier revisions have not been recorded.