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Modelby OpenAI

GPT-6 Cyber

GPT-6 Cyber is OpenAI’s cybersecurity-specialized model for authorized vulnerability discovery, exploitability reasoning, and fix development. Its main advance is combining defensive security expertise, code generation, and agentic workflows in a model designed to remain within approved scope.

Provider
OpenAI
Released
Nov 5, 2026
Weights
Closed
Pricing
$/M in
$/M out

Capabilities

  • Cybersecurity
  • Vulnerability Detection
  • Code Generation
  • Reasoning
  • Agentic

Best For

  • Authorized Security Testing
  • Vulnerability Remediation
  • Secure Code Review

GPT-6 Cyber: OpenAI’s security-specialized reasoning model

GPT-6 Cyber is described as OpenAI’s cybersecurity-focused model for discovering exploitable vulnerabilities and helping teams develop fixes while staying within authorized scope. Its headline differentiator is specialization: rather than being a general coding assistant that can also answer security questions, GPT-6 Cyber is positioned as a model optimized for vulnerability reasoning, secure code review, exploitability assessment, remediation planning, and agentic security workflows.

The model’s most important capability is likely its ability to connect several security tasks into one reasoning loop. For example, it can inspect source code, identify suspicious patterns, reason about whether a flaw is actually exploitable, prioritize findings by severity, and propose safe patches or compensating controls. Compared with traditional static application security testing tools, a model like GPT-6 Cyber can provide more contextual explanations, reduce some false positives, and help developers understand why a vulnerability matters. Compared with a general LLM, its cybersecurity training and scope-control behavior should make it better suited for defensive analysis, secure development, and red-team/blue-team collaboration inside approved environments.

Key capabilities include vulnerability detection, secure code generation, patch recommendation, threat modeling, log and configuration analysis, security test planning, and agentic task execution. In practice, that could mean reviewing pull requests for injection flaws, identifying unsafe deserialization, explaining authentication bypass risks, drafting regression tests for a fix, or helping security teams triage findings from scanners and bug bounty reports. Its “trained to remain within authorized scope” design is particularly notable: cybersecurity models must be useful to defenders without becoming unconstrained exploit-generation systems. The model is therefore best understood as a defensive and authorized-testing assistant, not a replacement for governance, permissioning, or human review.

Technical specifications

Publicly verifiable technical details are limited from the supplied description, so some specifications should be treated as undisclosed until confirmed by OpenAI’s official model card or API documentation:

| Spec | Status | |---|---| | Provider | OpenAI | | Release date | 2026-11-05 | | Focus | Cybersecurity, vulnerability detection, code generation, reasoning, agentic workflows | | Modalities | Text and code are implied; image, audio, video, and binary-analysis modalities are not specified | | Context window | Not disclosed in the supplied information | | Maximum output | Not disclosed | | Pricing | Not disclosed | | Weights/license | Presumed proprietary OpenAI model; open-weight status not indicated | | Availability | Release stated, but deployment channels and access tiers are not specified |

The major benefits are speed, breadth, and explanatory depth. GPT-6 Cyber can help teams scale security review across large codebases, accelerate vulnerability triage, and generate developer-friendly remediation guidance. It may be especially valuable where security expertise is scarce or where teams need rapid first-pass analysis before expert validation.

The limitations are equally important. AI security findings can be wrong, incomplete, or overconfident. The model may miss subtle business-logic flaws, misunderstand runtime behavior, or propose patches that break compatibility. It should not be used as the sole authority for compliance, production incident response, or exploitability decisions. Sensitive code and logs also raise privacy and data-handling concerns, depending on deployment terms.

Relative to general-purpose assistants and conventional scanners, GPT-6 Cyber’s advantage is integrated security reasoning plus remediation. Its downside is that it still depends on accurate context, authorized boundaries, and expert oversight. For software maintenance, the same analysis capabilities can also support dependency auditing, vulnerable package identification, and safer upgrade planning, but those are secondary applications rather than the model’s core identity.

Vibgrate CLI

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Replay
demo@vibgrate — bash
❯ npx @vibgrate/cli scan
 
╭──────────────────────────────────────────╮
│ Vibgrate Drift Report │
╰──────────────────────────────────────────╯
 
── node-turborepo (node) .
Runtime: >=18.0.0 (8 majors behind)
Frameworks:
Turbo: 1.13.4 → 2.11.10 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
1 current 1 1-behind 3 2+ behind 1 unknown
 
── @repo/admin (node) apps/admin
Frameworks:
TanStack Query: 5.105.3 → 5.105.3 (current)
React: 18.3.1 → 19.3.1 (1 behind)
React DOM: 18.3.1 → 19.3.1 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vite: 5.4.21 → 8.3.5 (3 behind)
Dependencies:
3 current 9 1-behind 3 2+ behind 4 unknown
 
── @repo/api (node) apps/api
Frameworks:
Express: 4.22.3 → 5.3.0 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vitest: 1.6.1 → 5.1.0 (4 behind)
Dependencies:
7 current 4 1-behind 4 2+ behind 4 unknown
 
── @repo/web (node) apps/web
Frameworks:
Next.js: 14.2.35 → 16.4.4 (2 behind)
React: 18.3.1 → 19.3.1 (1 behind)
React DOM: 18.3.1 → 19.3.1 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
2 current 6 1-behind 3 2+ behind 5 unknown
 
── @repo/config (node) packages/config
Frameworks:
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
2 current 2 1-behind 5 2+ behind 0 unknown
 
── @repo/database (node) packages/database
Frameworks:
Prisma: 5.22.0 → 7.10.1 (2 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
1 current 0 1-behind 3 2+ behind 1 unknown
 
── @repo/types (node) packages/types
Frameworks:
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
0 current 0 1-behind 1 2+ behind 1 unknown
 
── @repo/ui (node) packages/ui
Frameworks:
React: 18.3.1 → 19.3.1 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
React: 18.3.1 → 19.3.1 (1 behind)
Dependencies:
1 current 4 1-behind 1 2+ behind 1 unknown
 
── @repo/utils (node) packages/utils
Frameworks:
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vitest: 1.6.1 → 5.1.0 (4 behind)
Dependencies:
0 current 1 1-behind 2 2+ behind 1 unknown
 
Tech Stack
Frontend: React, React DOM
Meta-frameworks: Next.js
Bundlers: tsx, Turbo, Vite
CSS / UI: Autoprefixer, PostCSS, Tailwind CSS
Backend: Express
ORM / Database: Prisma, Prisma Client
Testing: Vitest
Lint & Format: ESLint, ESLint Prettier, ESLint React, Prettier, typescript-eslint
 
Services & Integrations
Auth: JWT 9.0.3
Databases: Prisma 5.22.0
 
TypeScript
v5.3.3 · strict ✔ · MIXED · target: ES2022
 
Build & Deploy
Package Managers: pnpm
Monorepo: npm-workspaces, pnpm-workspaces, turbo
 
Product Purpose Signals
Frameworks: react, nextjs
Evidence: 177
Top Signals:
- [heading] Dashboard (apps/admin/src/pages/Dashboard.tsx)
- [title] Revenue Overview (apps/admin/src/pages/Dashboard.tsx)
- [copy] workspace:* (packages/ui/package.json)
- [copy] ./dist (packages/ui/tsconfig.json)
- [copy] ./src/index.ts (packages/ui/package.json)
- [copy] @repo/config/tsconfig-base.json (packages/ui/tsconfig.json)
- [copy] @repo/ui (packages/ui/package.json)
- [copy] #3b82f6 (apps/admin/src/pages/Dashboard.tsx)
Unknowns:
- No pricing or billing evidence found.
- No integrations/connectors evidence found.
- No route structure evidence found.
 
Security Posture
Lockfile ✖ · .env ✔ · node_modules ✔
 
Platform
Native modules: turbo
 
Code Quality
Files: 36 · Functions: 183 · Avg complexity: 2.62 · Avg length: 21.13 lines
Max nesting: 2 · Circular deps: 0 · Dead code: 0%
God files: apps/admin/src/pages/Products (448 lines)
 
Database Schema
postgresql · 8 models · 1 enum
Models: Address, CartItem, Category, Order, OrderItem (+3 more)
 
Findings (16 errors, 11 warnings)
✖ @types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.6.6).
vibgrate/dependency-major-lag in .
✖ 60% of dependencies are 2+ major versions behind in node-turborepo.
vibgrate/dependency-rot in .
✖ Node.js runtime ">=18.0.0" reached end-of-life on 2025-04-30 (latest: 26.0.0).
vibgrate/runtime-eol in .
✖ vite is 3 major versions behind (spec: ^5.0.12, latest: 8.3.5).
vibgrate/dependency-major-lag in apps/admin
✖ Vite is 3 major versions behind (current: 5.4.21, latest: 8.3.5).
vibgrate/framework-major-lag in apps/admin
✖ @types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.6.6).
vibgrate/dependency-major-lag in apps/api
✖ vitest is 4 major versions behind (spec: ^1.2.1, latest: 5.1.0).
vibgrate/dependency-major-lag in apps/api
✖ Vitest is 4 major versions behind (current: 1.6.1, latest: 5.1.0).
vibgrate/framework-major-lag in apps/api
✖ @types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.6.6).
vibgrate/dependency-major-lag in apps/web
✖ eslint-plugin-react-hooks is 3 major versions behind (spec: ^4.6.0, latest: 7.1.1).
vibgrate/dependency-major-lag in packages/config
✖ 56% of dependencies are 2+ major versions behind in @repo/config.
vibgrate/dependency-rot in packages/config
✖ 75% of dependencies are 2+ major versions behind in @repo/database.
vibgrate/dependency-rot in packages/database
✖ 100% of dependencies are 2+ major versions behind in @repo/types.
vibgrate/dependency-rot in packages/types
✖ vitest is 4 major versions behind (spec: ^1.2.1, latest: 5.1.0).
vibgrate/dependency-major-lag in packages/utils
✖ 67% of dependencies are 2+ major versions behind in @repo/utils.
vibgrate/dependency-rot in packages/utils
✖ Vitest is 4 major versions behind (current: 1.6.1, latest: 5.1.0).
vibgrate/framework-major-lag in packages/utils
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in .
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in apps/admin
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in apps/api
⚠ Next.js is 2 major versions behind (current: 14.2.35, latest: 16.4.4).
vibgrate/framework-major-lag in apps/web
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in apps/web
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/config
⚠ Prisma is 2 major versions behind (current: 5.22.0, latest: 7.10.1).
vibgrate/framework-major-lag in packages/database
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/database
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/types
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/ui
⚠ TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/utils
 
╭──────────────────────────────────────────╮
│ Top Priority Actions │
╰──────────────────────────────────────────╯
 
1. Upgrade EOL runtime in node-turborepo
End-of-life runtimes no longer receive security patches and block ecosystem upgrades.
./.
>=18.0.0 → 26.0.0 (8 majors behind)
Impact: −10 drift points (runtime & EOL)
 
2. Fix security posture: no lockfile found
Without a lockfile, installs are non-deterministic. Run the install command to generate one and commit it.
./
Missing: package-lock.json, pnpm-lock.yaml, or yarn.lock
 
3. Upgrade Vitest 1.6.1 → 5.1.0 in @repo/api (+2 more)
4 major versions behind. Major framework drift increases breaking change risk and blocks access to security fixes and performance improvements.
./apps/api
Vitest: 1.6.1 → 5.1.0 (4 majors behind)
./packages/utils
Vitest: 1.6.1 → 5.1.0 (4 majors behind)
./apps/admin
Vite: 5.4.21 → 8.3.5 (3 majors behind)
Impact: −5–15 drift points
 
4. Reduce dependency rot in @repo/types (100% severely outdated)
1 of 1 dependencies are 2+ majors behind. Run `npm outdated` and prioritise packages with known CVEs or breaking API changes.
./packages/types
typescript: 5.9.3 → 7.0.2 (2 majors behind)
Impact: −5–10 drift points
 
5. Reduce dependency rot in @repo/database (75% severely outdated)
3 of 4 dependencies are 2+ majors behind. Run `npm outdated` and prioritise packages with known CVEs or breaking API changes.
./packages/database
@prisma/client: 5.22.0 → 7.10.1 (2 majors behind)
prisma: 5.22.0 → 7.10.1 (2 majors behind)
typescript: 5.9.3 → 7.0.2 (2 majors behind)
Impact: −5–10 drift points
 
╭──────────────────────────────────────────╮
│ Architecture Layers │
╰──────────────────────────────────────────╯
 
Archetype: nextjs (80% confidence)
Files classified: 24 (11 unclassified)
Folders classified: 8
apps/admin/src presentation 100% 4 files
apps/admin/src/pages presentation 100% 2 files
apps/api/src/middleware middleware 100% 2 files
apps/api/src/routes routing 100% 2 files
apps/web/src/app presentation 100% 4 files
apps/web/src/app/products presentation 100% 2 files
apps/web/src/app/products/[id] presentation 100% 1 file
packages/ui/src presentation 100% 6 files
Unclassified source (sample): 11
 
presentation 15 files drift ████████████████████ 100 risk high
routing 4 files drift ████████████████████ 100 risk high
middleware 2 files drift ███████▍░░░░░░░░░░░░ 37 risk moderate
config 2 files drift ░░░░░░░░░░░░░░░░░░░░ 0 risk none
shared 1 file drift ████████████████████ 100 risk high
 
╭──────────────────────────────────────────╮
│ DriftScore Summary │
╰──────────────────────────────────────────╯
 
DriftScore: 70/100
Risk Level: HIGH
Projects: 9
Classified: 8 nano · 1 micro · 0 small · 0 standard
Billable: 0.42 · 9 detected → 0.42 billable projects (micro-project pricing)
0.1 micro · 0.32 nano
These fractions add up across repositories, then round down to whole billable projects.
 
Score Breakdown
Runtime: ████████████████████ 100
Frameworks: ███████████▊░░░░░░░░ 59
Dependencies: ███████░░░░░░░░░░░░░ 35
EOL Risk: ████████████████████ 100
 
Scanned at 2026-11-03T14:59:36.437Z · 7.5s · 286 files scanned · 56 workspace files · 27 dirs
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