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Modelby OpenAI

GPT-5.5-Cyber

GPT-5.5-Cyber is an OpenAI cybersecurity model introduced with Daybreak tools to help organizations detect, validate, and remediate vulnerabilities at scale. Its key advance is combining code analysis, security reasoning, and remediation support in a model specialized for vulnerability workflows rather than general-purpose coding alone.

Provider
OpenAI
Released
Jun 22, 2026
Weights
Closed
Pricing
$/M in
$/M out

Capabilities

  • Cybersecurity
  • Vulnerability Detection
  • Code Analysis
  • Reasoning

Best For

  • Security Audits
  • Vulnerability Validation
  • Patch Generation
  • Enterprise Security

Overview

GPT-5.5-Cyber is a cybersecurity-focused OpenAI model introduced on 2026-06-22 alongside Daybreak tools for finding, validating, and helping patch vulnerabilities at organizational scale. Its notable differentiator is specialization: rather than being only a general-purpose coding or reasoning model, GPT-5.5-Cyber is positioned for security workflows where source-code understanding, exploit reasoning, triage, and remediation guidance must work together. The model is aimed at reducing the gap between discovering a potential weakness and producing a validated, actionable fix.

Key capabilities

GPT-5.5-Cyber is designed for security-centered code analysis. It can inspect application code, configuration files, dependency manifests, infrastructure-as-code, logs, and vulnerability reports to identify suspicious patterns and likely weaknesses. Typical use cases include detecting injection flaws, authentication and authorization mistakes, insecure deserialization, unsafe cryptographic usage, secrets exposure, supply-chain risk indicators, and misconfigured cloud or container settings.

A major strength is reasoning over vulnerability context. The model can help distinguish theoretical findings from exploitable issues by examining control flow, data flow, preconditions, reachable code paths, and environmental constraints. When paired with Daybreak-style tooling, it is intended to support validation loops: reproduce the issue where possible, assess severity, propose a patch, and help generate tests or review notes. It can also summarize security findings for different audiences, from engineering teams that need patch-level detail to risk owners who need impact and prioritization.

Technical specifications

Publicly confirmed low-level specifications are limited in the information provided. OpenAI has not been described here as releasing full context-window size, maximum output length, training details, benchmark suite, or exact pricing for GPT-5.5-Cyber. Its stated modalities are centered on text and code reasoning; whether it supports image, binary, packet-capture, or multimodal security analysis should be verified against OpenAI’s official documentation. As an OpenAI model, it should be treated as a hosted/API or product-integrated model unless OpenAI explicitly states otherwise; no open-weight release or permissive model license is indicated. Availability is described as beginning with the June 22, 2026 introduction with Daybreak tools, but regional access, enterprise eligibility, rate limits, and data-handling terms should be confirmed before adoption.

Strengths and benefits

The main benefit is specialization for high-impact security work. A model that can move from detection to validation to remediation can reduce alert fatigue and make vulnerability management more continuous. GPT-5.5-Cyber’s reasoning orientation is especially valuable for large codebases where isolated pattern matching produces too many false positives. It may also help smaller security teams scale expert review by drafting exploitability analysis, patch suggestions, regression tests, and issue summaries.

Compared with general coding assistants or earlier general-purpose OpenAI models, GPT-5.5-Cyber is differentiated by its security-first objective and integration with tools intended to operationalize vulnerability discovery. Compared with traditional static application security testing tools, it may provide richer explanations, better cross-file reasoning, and more adaptive remediation guidance. Compared with open-source security models, it may offer stronger hosted infrastructure and OpenAI ecosystem integration, though at the cost of less transparency into weights and training data.

Limitations and caveats

GPT-5.5-Cyber should not be treated as an autonomous security authority. AI-generated findings can be wrong, incomplete, or overconfident, and patch suggestions may introduce regressions or miss business-specific constraints. Security teams still need human review, reproducible validation, safe sandboxing, access controls, and audit trails. Organizations should also evaluate privacy, data retention, compliance, and prompt-injection risks before sending sensitive code or incident data to any hosted model.

As a brief secondary application, the same code and manifest reasoning that supports vulnerability analysis can also assist maintenance tasks such as dependency auditing, identifying outdated packages, and tracking security-relevant version changes.

Vibgrate CLI

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Replay
demo@vibgrate — bash
npx @vibgrate/cli scan
 
╭──────────────────────────────────────────╮
Vibgrate Drift Report
╰──────────────────────────────────────────╯
 
── node-turborepo (node) .
Runtime: >=18.0.0 (6 majors behind)
Frameworks:
Turbo: 1.13.4 → 2.10.7 (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: 5.101.4 → 5.101.4 (current)
React: 18.3.1 → 19.2.8 (1 behind)
React DOM: 18.3.1 → 19.2.8 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vite: 5.4.21 → 8.1.5 (3 behind)
Dependencies:
4 current 8 1-behind 3 2+ behind 4 unknown
 
── @repo/api (node) apps/api
Frameworks:
Express: 4.22.2 → 5.2.1 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vitest: 1.6.1 → 4.1.10 (3 behind)
Dependencies:
7 current 5 1-behind 3 2+ behind 4 unknown
 
── @repo/web (node) apps/web
Frameworks:
Next.js: 14.2.35 → 16.2.12 (2 behind)
React: 18.3.1 → 19.2.8 (1 behind)
React DOM: 18.3.1 → 19.2.8 (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/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/database (node) packages/database
Frameworks:
Prisma: 5.22.0 → 7.9.1 (2 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Dependencies:
1 current 0 1-behind 3 2+ behind 1 unknown
 
── @repo/ui (node) packages/ui
Frameworks:
React: 18.3.1 → 19.2.8 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
React: 18.3.1 → 19.2.8 (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 → 4.1.10 (3 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)
Node.js runtime ">=18.0.0" reached end-of-life on 2025-04-30 (latest: 24.0.0).
vibgrate/runtime-eol in .
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in .
60% of dependencies are 2+ major versions behind in node-turborepo.
vibgrate/dependency-rot in .
@types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.1.2).
vibgrate/dependency-major-lag in .
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in apps/admin
Vite is 3 major versions behind (current: 5.4.21, latest: 8.1.5).
vibgrate/framework-major-lag in apps/admin
vite is 3 major versions behind (spec: ^5.0.12, latest: 8.1.5).
vibgrate/dependency-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
Vitest is 3 major versions behind (current: 1.6.1, latest: 4.1.10).
vibgrate/framework-major-lag in apps/api
@types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.1.2).
vibgrate/dependency-major-lag in apps/api
vitest is 3 major versions behind (spec: ^1.2.1, latest: 4.1.10).
vibgrate/dependency-major-lag in apps/api
Next.js is 2 major versions behind (current: 14.2.35, latest: 16.2.12).
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
@types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.1.2).
vibgrate/dependency-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
56% of dependencies are 2+ major versions behind in @repo/config.
vibgrate/dependency-rot in packages/config
eslint-plugin-react-hooks is 3 major versions behind (spec: ^4.6.0, latest: 7.1.1).
vibgrate/dependency-major-lag in packages/config
TypeScript is 2 major versions behind (current: 5.9.3, latest: 7.0.2).
vibgrate/framework-major-lag in packages/types
100% of dependencies are 2+ major versions behind in @repo/types.
vibgrate/dependency-rot in packages/types
Prisma is 2 major versions behind (current: 5.22.0, latest: 7.9.1).
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
75% of dependencies are 2+ major versions behind in @repo/database.
vibgrate/dependency-rot in packages/database
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
Vitest is 3 major versions behind (current: 1.6.1, latest: 4.1.10).
vibgrate/framework-major-lag in packages/utils
67% of dependencies are 2+ major versions behind in @repo/utils.
vibgrate/dependency-rot in packages/utils
vitest is 3 major versions behind (spec: ^1.2.1, latest: 4.1.10).
vibgrate/dependency-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 → 24.0.0 (6 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 Vite 5.4.21 → 8.1.5 in @repo/admin (+2 more)
3 major versions behind. Major framework drift increases breaking change risk and blocks access to security fixes and performance improvements.
./apps/admin
Vite: 5.4.21 → 8.1.5 (3 majors behind)
./apps/api
Vitest: 1.6.1 → 4.1.10 (3 majors behind)
./packages/utils
Vitest: 1.6.1 → 4.1.10 (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 → 7.9.1 (2 majors behind)
prisma: 5.22.0 → 7.9.1 (2 majors behind)
typescript: 5.9.3 → 7.0.2 (2 majors behind)
Impact: −5–10 drift points
 
╭──────────────────────────────────────────╮
Architecture Layers
╰──────────────────────────────────────────╯
 
Archetype: monorepo (80% confidence)
Files classified: 29 (6 unclassified)
 
presentation 9 files drift ████████████████████ 100 risk high
routing 4 files drift ████████████████████ 100 risk high
middleware 2 files drift ███████▍░░░░░░░░░░░░ 37 risk moderate
domain 4 files drift ████████████████████ 100 risk high
data-access 2 files drift ████████████████████ 100 risk high
infrastructure 0 files drift ░░░░░░░░░░░░░░░░░░░░ 0 risk none
config 3 files drift ░░░░░░░░░░░░░░░░░░░░ 0 risk none
shared 5 files drift ████████████████████ 100 risk high
testing 0 files drift ████████████████████ 100 risk high
 
╭──────────────────────────────────────────╮
DriftScore Summary
╰──────────────────────────────────────────╯
 
DriftScore: 66/100
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: █████████▏░░░░░░░░░░ 46
Dependencies: ██████░░░░░░░░░░░░░░ 30
EOL Risk: ████████████████████ 100
 
Scanned at 2026-07-30T11:05:12.178Z · 26.1s · 286 files scanned · 56 workspace files · 27 dirs
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