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Updated todayDay 6in the edition since 29 Oct 20264 sources

Google DeepMind's Gemini 4 Carbon launch

The gist

Latest: Google DeepMind Launches Gemini 4 Carbon With Staged Cybersecurity Rollout

Carbon is a frontier model with strong exploit capabilities gated behind a phased access program, meaning its deployment timeline directly controls who can use it for offensive or defensive security work. The release of CWE-bench v2 updates the evaluation framework against which such models are measured.

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The full picture

Google DeepMind released Gemini 4 Carbon, a model built around finding, verifying, and patching software vulnerabilities. It ranks first on the Artificial Analysis Intelligence Index v5.0 with a score of 59, and posts leading scores on security benchmarks: 88.2% on SEC-bench Pro, 54.8% on ExploitGym, and 71.0% on CWE-bench. Because of its exploit capabilities, access follows a staged rollout beginning with a subset of cyber defenders through the Fairwind Program, then trusted partners, developers, businesses, and consumers. HuggingFace has since released CWE-bench v2, an updated version of one of the benchmarks used to evaluate Carbon, adding broader vulnerability coverage, quality improvements, and greater transparency in its construction. Carbon also scores 96.2% on the GraphWalks long-context benchmark across 256K to 1M tokens, compared to Argon at 84.2%, GPT-6 Astra at 71.8%, and Claude Opus 5.5 at 66.8%. The Chrome team reported Carbon performed more than 10X better than another lab's large frontier model at generating high-quality patches. On safety, Carbon reduced successful cheating on Terminal-Bench 4.0 to 0.0% with attempts falling to 0.4%, cut high-severity misalignment alerts by nearly 80% in live coding environments, and achieved a 0.0% attack success rate on the Gray Swan Indirect Prompt Injection Benchmark, compared to Argon's 0.7%. Introductory pricing is $2 per million input tokens and $10 per million output tokens, with prices set to double to $4 and $20.

How it developed
3 November 2026

HuggingFace released CWE-bench v2, updating the benchmark used to evaluate Carbon and other AI systems on security vulnerability tasks.

29 October 2026in the 30 Oct edition

Carbon arrived roughly two weeks after Gemini 4 Argon, and Fairwind Program access for selected cyber defenders begins the week of October 29.

On long-context tasks, Carbon scored 96.2% on GraphWalks, ahead of Argon at 84.2%, GPT-6 Astra at 71.8%, and Claude Opus 5.5 at 66.8%. On safety, Carbon achieved 0.0% attack success on the Gray Swan Indirect Prompt Injection Benchmark, compared to Argon's 0.7%, and reduced high-severity misalignment alerts in live coding environments by nearly 80%.

First citedThe Neuron
First in the edition · 29 October 2026
28 October 2026in the 29 Oct edition

Google DeepMind released Gemini 4 Carbon on October 28, 2026, a model it describes as its strongest to date, ranking first on the Artificial Analysis Intelligence Index v5.0 with a score of 59.

Because of the model's exploit capabilities, including 54.8% on ExploitGym and 88.2% on SEC-bench Pro, DeepMind is staging access: first to a subset of cyber defenders, then to trusted partners via the Fairwind Program, and later to developers and consumers. Introductory pricing is $2 per million input tokens and $10 per million output tokens, with both figures set to double later.

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