Overview
- Google announced Gemini 4 Carbon on Oct. 28 as a Gemini model built to find software flaws, test whether they are exploitable, and generate patches.
- Access is being phased through the Fairwind Program for vetted cyber defenders and priority sectors such as healthcare, telecom, energy and finance with no public release date.
- Google published benchmark results showing strong scores on SEC‑bench Pro and CWE‑bench and an independent ranking from Artificial Analysis, but independent real‑world verification remains limited.
- Google set introductory API pricing at $2 per million input tokens and $10 per million output tokens and said those rates will later double, a move that ties sustained use to paid access and partner approvals.
- Industry observers note competitors run similar restricted pre‑release programs and warn that gatekeeping may not stop misuse because some adversaries already use powerful open‑weight models, leaving defenders to manage faster discovery of vulnerabilities and a growing patching burden.