이 모델의 강점은 무엇인가요?

3.8 Flash의 100만 컨텍스트·멀티모달 기반을 보안에 특화 자율 취약점 발견·자동 패치에 맞춰 조정 Fairwind로 정부·핵심 인프라 방어자에게만 개방, 책임 있는 배포 3.8 Flash와 같은 $0.75/$3.75 할인가

이 모델의 약점은 무엇인가요?

일반 공개 없음, Fairwind 심사 통과가 실전 투입 전제 3.8 Flash 기반이라 최고 난도 범용 에이전틱 테스트에선 최상위 모델에 열세 보안 특화 범위라 범용 작업으로의 전용은 기대하기 어려움 접근 제한으로 독립 공개 벤치마크가 사실상 없음

어떤 용도에 가장 적합한가요?

정부·핵심 인프라 대상 자율 취약점 스캔 및 우선순위 지정 패치 제안 및 자동 복구 초안 생성 기존 보안 파이프라인에 에이전트로 편입 3.8 Flash API 동일 인프라에서의 방어 운용

Google DeepMind독점

Gemini 3.8 Flash Cyber

Name: Gemini 3.8 Flash Cyber
Author: Google DeepMind

이 모델 비교

Gemini 3.8 Flash Cyber는 Google DeepMind가 2026년 9월 2일 베이스 Flash 모델과 함께 발표한 보안 특화 파생 모델이다. 동일한 105만 토큰 컨텍스트와 멀티모달 구조를 바탕으로 자율 취약점 발견과 자동 패치에 맞춰 조정됐다. 접근은 Fairwind 프로그램으로 게이팅되며 정부·핵심 인프라 방어자에게만 한정돼 일반 공개는 되지 않았다. 가격은 3.8 Flash와 같은 100만 토큰당 $0.75/$3.75다.

공유:X Hatena LINE

파라미터

Undisclosed

컨텍스트

라이선스

Proprietary

출시일

2026-09-02

API 가격

입력 가격 (1M 토큰당)

$0.75

출력 가격 (1M 토큰당)

$3.75

과금 모드: standard

강점

•3.8 Flash의 100만 컨텍스트·멀티모달 기반을 보안에 특화
•자율 취약점 발견·자동 패치에 맞춰 조정
•Fairwind로 정부·핵심 인프라 방어자에게만 개방, 책임 있는 배포
•3.8 Flash와 같은 $0.75/$3.75 할인가

약점

•일반 공개 없음, Fairwind 심사 통과가 실전 투입 전제
•3.8 Flash 기반이라 최고 난도 범용 에이전틱 테스트에선 최상위 모델에 열세
•보안 특화 범위라 범용 작업으로의 전용은 기대하기 어려움
•접근 제한으로 독립 공개 벤치마크가 사실상 없음

활용 사례

•정부·핵심 인프라 대상 자율 취약점 스캔 및 우선순위 지정
•패치 제안 및 자동 복구 초안 생성
•기존 보안 파이프라인에 에이전트로 편입
•3.8 Flash API 동일 인프라에서의 방어 운용

심층 분석

Base model

Gemini 3.8 Flash

GA September 2, 2026; 1,048,576-token context, 65,536 output

Focus

Autonomous vulnerability discovery & automated patching

Defensive cybersecurity, not general coding

Access

Fairwind Program

Governments and critical-infrastructure operators only

Pricing

$0.75 / $3.75 per 1M

Shared with 3.8 Flash; doubles January 1, 2027

CyberGym

Frontier-level (vendor-claimed)

Vulnerability-discovery benchmark; independent replication pending

강점

・Google's first model purpose-built for defensive cyber work, not just general-purpose coding
・Gated behind the Fairwind Program, keeping the most dangerous capability out of the open API
・Inherits 3.8 Flash's cost-efficient agentic coding (Terminal-Bench 2.1 90.8%) and 1M-token context

약점

・Reachable only through a vetting program — most teams cannot use it yet
・Cyber-capability benchmarks remain vendor-reported; independent replication is outstanding
・Shares 3.8 Flash's January 1, 2027 price doubling, which can raise real cost ~40%

경쟁사 비교

Model	Arena	Price
GPT-6 Astra	Critical cyber tier	$10/$50
Claude Mythos 5.1	Cyber via Claude Security (invitation)	$10/$50
Gemini 3.8 Flash Cyber	Fairwind Program	$0.75/$3.75

개요

Gemini 3.8 Flash Cyber, released September 2, 2026 alongside Gemini 3.8 Flash, is Google DeepMind's first model built specifically for defensive cybersecurity — autonomous vulnerability discovery and automated patching — rather than general-purpose coding. Google is making it available only through the new Fairwind Program to governments and critical-infrastructure operators, a gating pattern that mirrors the trusted-access tiers OpenAI and Anthropic used for their own high-capability cyber models the same week. It inherits 3.8 Flash's economical agentic coding (Terminal-Bench 2.1 90.8%) and 1,048,576-token context, priced at the same $0.75/$3.75 per million tokens (doubling January 1, 2027). Google reports frontier-level results on the CyberGym vulnerability-discovery benchmark; independent verification is outstanding. The move signals that the three leading US labs now treat offensive-grade cyber skill as too sensitive for open release.

벤치마크 및 성능

As a derivative of Gemini 3.8 Flash, 3.8 Flash Cyber carries the base model's published coding numbers — 73.7% on DeepSWE v1.1, 90.8% on Terminal-Bench 2.1 — and layers domain tuning for security workflows. Google states frontier-level performance on CyberGym for vulnerability discovery; exact figures and methodology have not been independently replicated. No public HLE, GPQA, or general-reasoning scores are separated out for the Cyber variant.

상세 비교

Against GPT-6 Astra (OpenAI's 'Critical' cyber tier, $10/$50, trusted access + Daybreak) and Claude Mythos 5.1 (Anthropic's permissive-safeguard variant behind a trusted-access program, $10/$50, powering Claude Security), Gemini 3.8 Flash Cyber is the cheapest to run at $0.75/$3.75 but the most narrowly scoped — defensive cyber only, not a general agent. All three share the same week's theme: the strongest cyber capability ships gated, not open. Astra and Mythos reach broader enterprise via paid tiers; 3.8 Flash Cyber is restricted to vetted government and infrastructure partners.

커뮤니티 평가

Reaction among security practitioners has been cautious-positive: the gating is read as responsible, but the lack of open access means independent red-teaming will be slow. Some researchers noted the irony that three frontier labs all chose to withhold offensive cyber skill within days of each other, suggesting regulatory or internal-risk pressure rather than purely technical limits. The Fairwind Program's eligibility criteria were not fully detailed at launch.

활용 사례

1. Defensive vulnerability discovery — continuously scan first-party codebases and infrastructure for unknown flaws, prioritizing by exploitability. 2. Automated patching — generate and test fixes for discovered vulnerabilities inside isolated pipelines. 3. Critical-infrastructure protection — government and operator teams use it under the Fairwind Program for threat modeling and remediation at scale. Teams outside the program should treat it as unavailable and plan around 3.8 Flash for general coding.