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Modelby OpenAI

GPT-6 Sol

GPT-6 Sol is an OpenAI frontier model aimed at bringing high reasoning capability, long-context understanding, and agentic workflow support to everyday professional use. Its main advance is a practical balance of intelligence and cost, positioned differently from GPT-6 Luna while improving on earlier generations in multi-step task handling.

Provider
OpenAI
Released
Sep 22, 2026
Context
1.1M tokens
Weights
Closed
Pricing
$/M in
$/M out

Capabilities

  • Text Generation
  • Reasoning
  • Long Context
  • Agentic Workflows

Best For

  • Knowledge Work
  • Business Productivity
  • Research Assistance
  • Agentic Applications

Overview

GPT-6 Sol is an OpenAI frontier model released on 2026-09-22 alongside GPT-6 Luna, positioned as a high-intelligence model for everyday professional work. Its distinguishing idea is balance: Sol is intended to deliver advanced reasoning, long-context understanding, and agentic task execution while occupying a different capability/cost point than its sibling model. Where a flagship model may emphasize maximum performance regardless of compute expense, GPT-6 Sol appears designed for broad deployment across writing, analysis, coding assistance, research synthesis, planning, and workflow automation.

Key capabilities

GPT-6 Sol supports text generation, complex reasoning, long-context processing, and agentic workflows. In practical terms, that means it can draft and revise documents, interpret dense source material, compare arguments, produce structured outputs, generate code, reason through multi-step problems, and coordinate tool-assisted tasks when embedded in an agent framework.

Its long-context capability is especially important for enterprise and knowledge-work use cases. A model in this class can work across large documents, conversation histories, policy repositories, technical specifications, or codebases without requiring users to aggressively summarize or fragment inputs. The agentic-workflow focus also suggests improved reliability in decomposing tasks, tracking intermediate state, calling tools, and following multi-step instructions over longer sessions.

Technical specifications

Publicly available details are limited immediately after announcement, so several implementation specifics should be treated as undisclosed unless OpenAI publishes updated model cards or API documentation.

  • Provider: OpenAI
  • Release date: 2026-09-22
  • Model family: GPT-6 generation, announced with GPT-6 Luna
  • Primary capabilities: text generation, reasoning, long-context use, agentic workflows
  • Modalities: confirmed here as text-focused; any image, audio, or video support should be verified in official documentation
  • Context window: not publicly specified in the provided announcement details
  • Maximum output length: not publicly specified
  • Pricing: not publicly specified; the positioning implies a more cost-conscious balance than the highest-capability tier, but exact rates require official pricing
  • Weights/license: no indication that GPT-6 Sol is open-weight; it should be assumed to be a hosted/proprietary OpenAI model unless stated otherwise
  • Availability: announced by OpenAI; exact API, ChatGPT, enterprise, regional, or tier-based availability should be checked in OpenAI release notes

Strengths and benefits

The central benefit of GPT-6 Sol is likely its combination of strong intelligence and practical deployability. For organizations, that can mean better reasoning quality than earlier general-purpose assistants while keeping latency and cost manageable enough for frequent use. For individuals, it may provide a more capable default model for analysis, drafting, tutoring, planning, coding help, and decision support.

Compared with previous OpenAI generations, GPT-6 Sol should be expected to improve instruction following, contextual consistency, and long-horizon task handling, especially in workflows where the model must preserve intent across many steps. Compared with GPT-6 Luna, Sol’s differentiator appears to be its alternative balance of capability and cost rather than simply being the most powerful model in the lineup.

Limitations and caveats

Despite its frontier positioning, GPT-6 Sol should not be treated as infallible. It may still hallucinate facts, misread ambiguous instructions, produce plausible but incorrect reasoning, or fail on tasks requiring verified real-time data unless connected to reliable tools. Long-context support does not guarantee perfect recall or attention to every detail in a large input. Agentic workflows also introduce risks: an autonomous system can compound small errors, misuse tools, or take actions that require human approval.

Because key specifications such as context length, max output, multimodal support, and pricing are not yet clearly disclosed here, buyers should evaluate the model with their own benchmarks before standardizing on it. Sensitive or regulated use cases should also consider data governance, auditability, safety controls, and human review requirements.

A brief software-maintenance note: models with stronger long-context and reasoning abilities can help review dependency manifests, summarize changelogs, and flag risky version transitions, but such outputs should be verified against authoritative package metadata and security advisories.

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 → 2.11.2 (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: 5.103.2 → 5.103.2 (current)
React: 18.3.1 → 19.3.0 (1 behind)
React DOM: 18.3.1 → 19.3.0 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vite: 5.4.21 → 8.3.0 (3 behind)
Dependencies:
3 current 9 1-behind 3 2+ behind 4 unknown
 
── @repo/api (node) apps/api
Frameworks:
Express: 4.22.3 → 5.2.1 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
Vitest: 1.6.1 → 5.0.1 (4 behind)
Dependencies:
7 current 4 1-behind 4 2+ behind 4 unknown
 
── @repo/web (node) apps/web
Frameworks:
Next.js: 14.2.35 → 16.3.5 (2 behind)
React: 18.3.1 → 19.3.0 (1 behind)
React DOM: 18.3.1 → 19.3.0 (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 → 7.10.0 (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 → 19.3.0 (1 behind)
TypeScript: 5.9.3 → 7.0.2 (2 behind)
React: 18.3.1 → 19.3.0 (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 → 5.0.1 (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)
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: 26.6.2).
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: 8.3.0).
vibgrate/framework-major-lag in apps/admin
vite is 3 major versions behind (spec: ^5.0.12, latest: 8.3.0).
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 4 major versions behind (current: 1.6.1, latest: 5.0.1).
vibgrate/framework-major-lag in apps/api
@types/node is 6 major versions behind (spec: ^20.11.0, latest: 26.6.2).
vibgrate/dependency-major-lag in apps/api
vitest is 4 major versions behind (spec: ^1.2.1, latest: 5.0.1).
vibgrate/dependency-major-lag in apps/api
Next.js is 2 major versions behind (current: 14.2.35, latest: 16.3.5).
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: 26.6.2).
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
Prisma is 2 major versions behind (current: 5.22.0, latest: 7.10.0).
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/types
100% of dependencies are 2+ major versions behind in @repo/types.
vibgrate/dependency-rot 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
Vitest is 4 major versions behind (current: 1.6.1, latest: 5.0.1).
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 4 major versions behind (spec: ^1.2.1, latest: 5.0.1).
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 Vitest 1.6.1 → 5.0.1 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 → 5.0.1 (4 majors behind)
./packages/utils
Vitest: 1.6.1 → 5.0.1 (4 majors behind)
./apps/admin
Vite: 5.4.21 → 8.3.0 (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 → 7.10.0 (2 majors behind)
prisma: 5.22.0 → 7.10.0 (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: ██████▌░░░░░░░░░░░░░ 33
EOL Risk: ████████████████████ 100
 
Scanned at 2026-09-21T12:33:26.719Z · 5.6s · 286 files scanned · 56 workspace files · 27 dirs
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