{
  "id": "openai/gpt-5.6-sol",
  "language": "it",
  "url": "https://alexgetman.com/it/models/openai/gpt-5-6-sol/",
  "name": "GPT-5.6 Sol",
  "model_identity": {
    "id": "openai/gpt-5.6-sol",
    "name": "GPT-5.6 Sol",
    "maker": {
      "id": "openai",
      "name": "OpenAI"
    },
    "version": "5.6",
    "checkpoint": null,
    "first_seen_at": "2026-06-26T18:41:43Z"
  },
  "catalogue_section": "main",
  "stage": "released",
  "expectation": {
    "state": "released",
    "last_evidence_at": "2026-11-12T18:45:20.401Z",
    "related_model_id": null,
    "evidence": [],
    "claims": [
      {
        "reference": "post:8",
        "outcome": "unresolved"
      },
      {
        "reference": "post:11",
        "outcome": "unresolved"
      },
      {
        "reference": "post:12",
        "outcome": "unresolved"
      },
      {
        "reference": "post:13",
        "outcome": "unresolved"
      },
      {
        "reference": "post:49",
        "outcome": "unresolved"
      },
      {
        "reference": "post:56",
        "outcome": "unresolved"
      },
      {
        "reference": "post:62",
        "outcome": "unresolved"
      },
      {
        "reference": "post:70",
        "outcome": "unresolved"
      },
      {
        "reference": "post:71",
        "outcome": "unresolved"
      },
      {
        "reference": "post:86",
        "outcome": "unresolved"
      },
      {
        "reference": "post:90",
        "outcome": "unresolved"
      },
      {
        "reference": "post:94",
        "outcome": "unresolved"
      },
      {
        "reference": "post:123",
        "outcome": "unresolved"
      },
      {
        "reference": "post:125",
        "outcome": "unresolved"
      },
      {
        "reference": "post:130",
        "outcome": "unresolved"
      },
      {
        "reference": "post:142",
        "outcome": "unresolved"
      },
      {
        "reference": "post:157",
        "outcome": "unresolved"
      },
      {
        "reference": "post:163",
        "outcome": "unresolved"
      },
      {
        "reference": "post:168",
        "outcome": "unresolved"
      },
      {
        "reference": "post:175",
        "outcome": "unresolved"
      },
      {
        "reference": "post:183",
        "outcome": "unresolved"
      },
      {
        "reference": "post:384",
        "outcome": "unresolved"
      },
      {
        "reference": "post:385",
        "outcome": "unresolved"
      },
      {
        "reference": "post:398",
        "outcome": "unresolved"
      },
      {
        "reference": "post:417",
        "outcome": "unresolved"
      },
      {
        "reference": "record:github:openai/codex:pulls:47085:gpt-5.6-sol",
        "outcome": "unresolved"
      },
      {
        "reference": "record:openai-deployment-safety:https://deploymentsafety.openai.com/gpt-5-6-august-update/:gpt-5.6-sol",
        "outcome": "unresolved"
      },
      {
        "reference": "code:github:openai/openai-agents-js:models:gpt-5.6-sol",
        "outcome": "unresolved"
      },
      {
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        "outcome": "confirmed"
      },
      {
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        "outcome": "unresolved"
      },
      {
        "reference": "code:github:openai/openai-agents-python:models:gpt-5.6-sol",
        "outcome": "unresolved"
      },
      {
        "reference": "code:github:openai/codex:models:gpt-5.6-sol:Production",
        "outcome": "confirmed"
      },
      {
        "reference": "code:github:openai/codex:models:gpt-5.6-sol:Test",
        "outcome": "unresolved"
      },
      {
        "reference": "code:github:openai/openai-agents-python:models:gpt-5.6-sol:Production:9be8018da923127ed6f9628b520efb4d600563f9280ec72fa60bbffa46d0e75d",
        "outcome": "confirmed"
      },
      {
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        "outcome": "confirmed"
      },
      {
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        "outcome": "confirmed"
      },
      {
        "reference": "record:github-search:openai:pulls:some-du6e/10router:pull:155:gpt-5.6-sol",
        "outcome": "unresolved"
      },
      {
        "reference": "record:openai-articles:https://openai.com/index/a-thousand-fewer-paths-to-root:gpt-5.6-sol",
        "outcome": "unresolved"
      },
      {
        "reference": "record:openai-articles:https://openai.com/index/coordinated-disclosure-of-critical-vulnerabilities:usage:openai/gpt-5.6-sol",
        "outcome": "related"
      },
      {
        "reference": "record:openai-articles:https://openai.com/index/how-we-detect-frontier-model-misalignment:usage:openai/gpt-5.6-sol",
        "outcome": "related"
      }
    ]
  },
  "watch_presentation": {
    "placement": "expected",
    "family": {
      "key": "openai:gpt-sol",
      "name": "GPT Sol"
    }
  },
  "observations": [],
  "timeline": [
    {
      "reference": "post:8",
      "kind": "editorial_mention",
      "at": "2026-06-26T18:41:43Z",
      "event_at": {
        "precision": "time",
        "value": "2026-06-26T18:41:43Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/8/openai-announced-gpt-5-6-sol-terra-and-luna/",
      "quote": "OpenAI announced GPT-5.6 Sol, Terra, and Luna\n\n• Sol — the new flagship model for complex agentic workflows\n• GPT-5.6 introduces max reasoning and ultra modes with subagents\n• Key focus areas include coding, biology, and cybersecurity\n• Access is currently limited following a request from the U.S. government\n• Pricing ranges from $1/M input tokens to $30/M output tokens\n• In July, Sol will launch on Cerebras at up to 750 tokens/sec",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:11",
      "kind": "editorial_mention",
      "at": "2026-06-26T20:04:59Z",
      "event_at": {
        "precision": "time",
        "value": "2026-06-26T20:04:59Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/11/gpt-5-6-sol-not-a-new-brain-but-a-new-build/",
      "quote": "GPT-5.6 Sol - not a new brain, but a new build\n\nSol is not a new base model trained from scratch. This has already been confirmed in the release discussion.\n\nBase training is the stage where a model forms its foundation: language, knowledge, logic, world understanding, and the ability to solve tasks.\n\nSo GPT-5.6 is not a new foundation, but an improvement of the existing line: additional training, reasoning, tools, and operating modes.\n\nThe real revolution will start with a new base model.\n\nMost likely, that will be GPT-6.",
      "co_mentions": [
        "gpt-6",
        "gpt-5"
      ]
    },
    {
      "reference": "post:12",
      "kind": "editorial_mention",
      "at": "2026-06-26T20:43:09Z",
      "event_at": {
        "precision": "time",
        "value": "2026-06-26T20:43:09Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/12/gpt-5-6-sol-vs-mythos-no-clear-winner/",
      "quote": "GPT 5.6 Sol vs Mythos: no clear winner\n\nBased on the numbers, there is no blowout in either direction. GPT 5.6 Sol looks stronger on terminal-based tasks and slightly beats Claude Mythos in CyberGym.\n\nBut in cyber exploitation and medicine, the advantage remains with Mythos / Fable 5.\n\nAt the same time, I wouldn’t draw big conclusions from benchmarks alone.\n\nWhat matters more now is real feedback from developers, the model’s behavior on long tasks, and testing it yourself in actual workflows.",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:13",
      "kind": "editorial_mention",
      "at": "2026-06-26T20:57:46Z",
      "event_at": {
        "precision": "time",
        "value": "2026-06-26T20:57:46Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/13/gpt-5-6-sol-not-just-a-safety-question/",
      "quote": "GPT-5.6 Sol: not just a safety question\n\nA limited Sol rollout is understandable: powerful models need testing.\n\nBut the problem is access.\n\nWhile regular users wait, some partners are already getting the model.\n\nIf Sol is actually better at coding, research, and product work, early access gives them an advantage.\n\nThe main question is: who gets these models first, under what rules, and for how long?",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:49",
      "kind": "editorial_mention",
      "at": "2026-07-09T20:33:16Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-09T20:33:16Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/49/release-gpt-5-6-sol-terra-and-luna/",
      "quote": "Release: GPT-5.6 Sol, Terra, and Luna\n\nOpenAI has released a new GPT-5.6 lineup. Sol is the top model, Terra is for everyday tasks, and Luna is the fastest and cheapest option. The logic is close to Claude with Opus, Sonnet, and Haiku, just in OpenAI’s own naming.\n\nThe most interesting model is Sol. In price, it sits closer to Claude Opus than to Fable. Fable remains the expensive top-tier Claude model for complex coding, while Sol offers flagship-level capabilities for less money.\n\nOpenAI is also pushing frontend: better layout, visual hierarchy, design, and understanding of what the user wanted. The model can write code, open the result, spot issues, and fix them. Ultra mode runs multiple ",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:56",
      "kind": "editorial_mention",
      "at": "2026-07-10T20:43:34.864Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-10T20:43:34.864Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/56/gpt-5-6-sol-tops-the-frontend-leaderboard/",
      "quote": "GPT-5.6 Sol tops the frontend leaderboard\n\nFresh metrics from Arena AI delivered an unexpected result: GPT-5.6 Sol xHigh shares first place with Claude Fable 5 in Code Arena: Frontend. This is the first time an OpenAI model has reached the top of the leaderboard.\n\nSol costs $5 per million input tokens and $30 per million output tokens, roughly half the price of Fable. Yet it can already compete with it in frontend development, web app creation, and agentic coding.\n\nAnthropic now has a real competitor. Removing Fable from its subscription or restricting access has become risky, as users could simply switch to GPT-5.6 Sol. It looks like the development of Opus 5.0 may now need to accelerate.",
      "co_mentions": [
        "claude-fable-5",
        "claude-opus-5",
        "gpt-5"
      ]
    },
    {
      "reference": "post:62",
      "kind": "editorial_mention",
      "at": "2026-07-13T11:21:20.392Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-13T11:21:20.392Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/62/codex-news/",
      "quote": "CODEX NEWS\n\n• GPT-5.6 Sol now uses 10% fewer tokens.\n• The context window was rolled back from 372K to 272K. They’re investigating why the larger window became more resource-hungry.\n• Subagent launches have been fixed.\n\n🎁 Expect a little gift today: a banked reset.",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:70",
      "kind": "editorial_mention",
      "at": "2026-07-15T09:08:58.386Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-15T09:08:58.386Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/70/codex-giveaway-100-in-api-credits/",
      "quote": "CODEX GIVEAWAY $100 in API credits\n\nPost about GPT-5.6 Sol on Twitter. First 10K get the bag.",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:71",
      "kind": "editorial_mention",
      "at": "2026-07-15T10:29:24.503Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-15T10:29:24.503Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/71/i-teach-business-owners-and-leaders-how-to-use-ai-while-building-my-own-bilingua/",
      "quote": "I teach business owners and leaders how to use AI, while building my own bilingual presence as a creator across my website and social platforms.\n\nPublishing across multiple platforms in two languages means keeping drafts, videos, schedules, platform-specific requirements, analytics, and notifications in sync - without letting anything fall through the cracks.\n\nSo, as a solo developer, I’m building my own open-source publishing system with GPT-5.6 Sol: https://github.com/alexgetmancom/alexgetman.com\n\nThe latest major update is the core of Studio: a single system that connects the entire content workflow - from creating and editing content to publishing it across different platforms, deliverin",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:86",
      "kind": "editorial_mention",
      "at": "2026-07-19T11:07:11.687Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-19T11:07:11.687Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/86/alibaba-just-teased-qwen3-8-with-2-4t-parameters/",
      "quote": "Alibaba just teased Qwen3.8 with 2.4T parameters\n\nThis is the new Qwen flagship, with open weights coming soon. Alibaba ranks it right below Claude Fable 5. Public benchmarks are still missing, so nobody really knows how close it actually is to Fable, or how it stacks up against GPT-5.6 Sol and Kimi K3.\n\nPricing is the fun part. Kimi K3 costs $3/$15, so Qwen3.8 will probably land in the same range.\n\nThe preview is already live in Qoder. It uses 10x fewer credits during the day and 50x fewer at night, so you can basically test it for free.",
      "co_mentions": [
        "qwen3.8",
        "claude-fable-5",
        "gpt-5"
      ]
    },
    {
      "reference": "post:90",
      "kind": "editorial_mention",
      "at": "2026-07-21T10:23:29.307Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-21T10:23:29.307Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/90/gpt-5-6-sol-brought-rollercoaster-tycoon-2-to-the-ipad/",
      "quote": "GPT-5.6 Sol brought RollerCoaster Tycoon 2 to the iPad\n\nDeveloper Chris Sotiradis used Codex to build a native iPad version of the game. He took the open-source OpenRCT2 engine, compiled it for ARM64, and added full touchscreen controls.\n\nYou can build coasters and paths, play through scenarios, manage your park, move around the map, zoom in, and rotate objects directly on the screen. Mouse, trackpad, and keyboard are supported too.",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:94",
      "kind": "editorial_mention",
      "at": "2026-07-22T13:04:58.522Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-22T13:04:58.522Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/94/openai-s-ai-hacked-hugging-face-to-cheat-on-a-benchmark/",
      "quote": "OpenAI’s AI hacked Hugging Face to cheat on a benchmark\n\nGPT-5.6 Sol and a more powerful unreleased model were running an internal cybersecurity benchmark with reduced safety restrictions. At some point, the agent figured the answers might be stored on Hugging Face and started looking for a way to reach them.\n\nThe model found a zero-day inside OpenAI’s infrastructure, escalated its privileges and gained internet access. It then stole credentials, broke into Hugging Face systems and reached the database containing ExploitGym solutions.\n\nThe whole operation was carried out autonomously. Hugging Face reconstructed more than 17,000 actions performed by the agent. The company had to use the Chine",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:123",
      "kind": "editorial_mention",
      "at": "2026-07-28T19:13:19.838Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-28T19:13:19.838Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/123/leak-two-new-openai-models-zinc-and-magnesium-appeared-in-designarena-likely-gpt/",
      "quote": "🚨 LEAK: Two new OpenAI models, Zinc and Magnesium, appeared in DesignArena. Likely GPT 5.6 Sol and Terra upgrades built to take on Claude Opus 5.",
      "co_mentions": [
        "claude-opus-5",
        "gpt-5"
      ]
    },
    {
      "reference": "post:125",
      "kind": "editorial_mention",
      "at": "2026-07-29T05:08:30.744Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-29T05:08:30.744Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/125/openai-reset-codex-limits/",
      "quote": "🚨 OPENAI RESET CODEX LIMITS\n\n• GPT-5.6 Sol now drains your limits 18% slower.\n• The five-hour limit returns tomorrow.",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:130",
      "kind": "editorial_mention",
      "at": "2026-07-30T10:15:03.893Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-30T10:15:03.893Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/130/gpt-5-6-sol-ultrafast-drops-tomorrow/",
      "quote": "⚡️ GPT 5.6 Sol Ultrafast drops tomorrow\n\nThe model will run on Cerebras chips and generate up to 750 tokens per second. It has already appeared on OpenRouter under the codename Ra, named after the ancient Egyptian sun god.",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:142",
      "kind": "editorial_mention",
      "at": "2026-08-03T08:01:30.947Z",
      "event_at": {
        "precision": "time",
        "value": "2026-08-03T08:01:30.947Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/142/alibaba-released-qwen-3-8-max/",
      "quote": "⚡️ Alibaba released Qwen 3.8 Max\n\nThe new 2.4T parameter flagship benchmarks in the same league as GPT-5.6 Sol, Claude Opus 4.8 and Fable 5.\n\nAPI pricing is $2/M input and $6/M output, roughly half the cost of GPT-5.6 Terra and Claude Sonnet.\n\nNow it’s up to users to see whether Qwen can beat DeepSeek-V4-Flash and GPT-5.6 Luna on price to performance.",
      "co_mentions": [
        "claude-opus-4-8",
        "deepseek-v4-flash",
        "gpt-5.6-luna",
        "gpt-5.6-terra",
        "qwen3.8-max",
        "gpt-5"
      ]
    },
    {
      "reference": "post:157",
      "kind": "editorial_mention",
      "at": "2026-08-06T18:07:32.177Z",
      "event_at": {
        "precision": "time",
        "value": "2026-08-06T18:07:32.177Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/157/openai-just-upgraded-gpt-5-6-sol-for-paid-chatgpt-users/",
      "quote": "⚡️ OpenAI just upgraded GPT 5.6 Sol for paid ChatGPT users\n\nIt now gives tighter, more accurate answers, makes fewer factual mistakes, and feels consistent in both quick and deep thinking modes. Plus and Pro users also get a new slider to control how much thinking goes into each response.",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:163",
      "kind": "editorial_mention",
      "at": "2026-08-08T12:24:41.248Z",
      "event_at": {
        "precision": "time",
        "value": "2026-08-08T12:24:41.248Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/163/gpt-5-is-one-year-old/",
      "quote": "🎉 GPT 5 is one year old\n\nOpenAI had a rough start, but over the past year the lineup has evolved into GPT 5.6 Sol, a full fledged flagship and one of the strongest models on the market. The next big step should be Astra, the leading candidate for GPT 6 and a competitor to Claude Fable and Mythos.",
      "co_mentions": [
        "gpt-5",
        "gpt-6"
      ]
    },
    {
      "reference": "post:168",
      "kind": "editorial_mention",
      "at": "2026-08-10T18:04:04.684Z",
      "event_at": {
        "precision": "time",
        "value": "2026-08-10T18:04:04.684Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/168/openai-released-gpt-5-6-cyber/",
      "quote": "⚡️ OpenAI released GPT-5.6 Cyber\n\nIt is a new model built to find and fix vulnerabilities. GPT-5.6 Cyber handles 95% of cybersecurity requests, compared with just 1.5% for GPT-5.6 Sol. The model has already found two previously unknown vulnerabilities in Chrome’s engine.\n\nAccess requires OpenAI approval.",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:175",
      "kind": "editorial_mention",
      "at": "2026-08-12T17:29:54.148Z",
      "event_at": {
        "precision": "time",
        "value": "2026-08-12T17:29:54.148Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/175/grok-4-6-is-out/",
      "quote": "⚡️ Grok 4.6 is out\n\nIt’s a solid jump over Grok 4.5 in agents, coding and long project work. On Artificial Analysis, it’s already matching GPT 5.6 Sol.\n\nAPI pricing is $2 input and $6 output, versus $5 and $30 for Sol.",
      "co_mentions": [
        "grok-4.5",
        "grok-4.6",
        "gpt-5"
      ]
    },
    {
      "reference": "post:183",
      "kind": "editorial_mention",
      "at": "2026-08-14T08:47:15.440Z",
      "event_at": {
        "precision": "time",
        "value": "2026-08-14T08:47:15.440Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/183/z-ai-released-glm-5-3/",
      "quote": "⚡️ Z.ai released GLM 5.3\n\nThe new model is noticeably stronger than GLM 5.2 in coding, agents, and cybersecurity. Across benchmarks, GLM 5.3 is already very close to GPT 5.6 Sol. API pricing isn’t public yet, but I’m pretty sure it’ll be at least 2 to 3x cheaper than Sol.\n\nOpen weights are coming in 2 weeks.",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:384",
      "kind": "editorial_mention",
      "at": "2026-09-02T19:25:57.746Z",
      "event_at": {
        "precision": "time",
        "value": "2026-09-02T19:25:57.746Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/384/meta-released-muse-spark-1-3/",
      "quote": "🚨 Meta released Muse Spark 1.3\n\n• beats GPT 5.6 Sol and Opus 5 on long coding tasks\n• matches GPT 5.6 Sol on terminal coding\n• huge jump in long context, scoring 98%+\n• uses around 20% fewer tool calls and 25% fewer tokens than Spark 1.2",
      "co_mentions": [
        "claude-opus-5",
        "muse-spark-1.3",
        "gpt-5"
      ]
    },
    {
      "reference": "post:385",
      "kind": "editorial_mention",
      "at": "2026-09-02T20:54:18.361Z",
      "event_at": {
        "precision": "time",
        "value": "2026-09-02T20:54:18.361Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/385/muse-spark-takes-3rd-place-on-the-aa-intelligence-index-tying-claude-fable-5-and/",
      "quote": "⚡️ Muse Spark takes 3rd place on the AA Intelligence Index, tying Claude Fable 5 and beating GPT-5.6 Sol",
      "co_mentions": [
        "claude-fable-5",
        "gpt-5"
      ]
    },
    {
      "reference": "post:398",
      "kind": "editorial_mention",
      "at": "2026-09-05T18:24:10.567Z",
      "event_at": {
        "precision": "time",
        "value": "2026-09-05T18:24:10.567Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/398/claude-is-no-longer-the-best-model-for-frontend/",
      "quote": "Claude is no longer the best model for frontend\n\nGPT-6 Astra just took the #1 spot, knocking Claude Fable 5.1 off the top\n\nThe jump is massive: the previous GPT generation, GPT-5.6 Sol, was #13\n\nA GPT model hasn’t led frontend since August 2025",
      "co_mentions": [
        "claude-fable-5-1",
        "gpt-6-astra",
        "claude-fable-5",
        "gpt-5"
      ]
    },
    {
      "reference": "post:417",
      "kind": "editorial_mention",
      "at": "2026-09-10T14:46:48.231Z",
      "event_at": {
        "precision": "time",
        "value": "2026-09-10T14:46:48.231Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/417/deepseek-v4-1-flash-is-out/",
      "quote": "🚨 DeepSeek V4.1 Flash is out\n\n• New architecture: it only uses the part of the model it actually needs, making it faster and cheaper.\n\n• New KV cache: long conversations and agent workflows are noticeably cheaper to run.\n\n• On coding and agent tasks, it’s already close to Opus 5 and GPT-5.6 Sol.\n\n• And all of that at 15x lower cost.",
      "co_mentions": [
        "claude-opus-5",
        "deepseek-v4.1-flash",
        "gpt-5"
      ]
    },
    {
      "reference": "record:github:openai/codex:pulls:47085:gpt-5.6-sol",
      "kind": "editorial_mention",
      "at": "2026-09-21T18:59:52.244Z",
      "event_at": {
        "precision": "time",
        "value": "2026-09-21T18:36:50Z"
      },
      "historical": false,
      "source": "github:openai/codex:pulls",
      "source_label": "GitHub · openai/codex · PR",
      "url": "https://github.com/openai/codex/pull/47085",
      "quote": "#47085 Update model catalog descriptions and GPT-5.6-Sol priority",
      "co_mentions": []
    },
    {
      "reference": "record:openai-deployment-safety:https://deploymentsafety.openai.com/gpt-5-6-august-update/:gpt-5.6-sol",
      "kind": "editorial_mention",
      "at": "2026-10-07T19:40:58.119Z",
      "event_at": {
        "precision": "time",
        "value": "2026-08-06T00:00:00Z"
      },
      "historical": true,
      "source": "openai-deployment-safety",
      "source_label": "OpenAI · system cards",
      "url": "https://deploymentsafety.openai.com/gpt-5-6-august-update/",
      "quote": null,
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-agents-js:models:gpt-5.6-sol",
      "kind": "catalogue_listed",
      "at": "2026-11-10T17:58:10.980Z",
      "historical": false,
      "code_usage": "test",
      "source": "github:openai/openai-agents-js:models",
      "source_label": "GitHub · openai/openai-agents-js · code",
      "url": "https://github.com/openai/openai-agents-js/blob/7589b9c40120b89a7d2d28a5a60b4defe1ed7bf5/integration-tests/node-openai-client-types/src/index.ts",
      "quote": "import {\n  getDefaultOpenAIClient,\n  OpenAIResponsesModel,\n  setDefaultOpenAIClient,\n} from '@openai/agents';\nimport { OpenAI } from 'openai';\n\nconst client = new OpenAI({ apiKey: 'test' });\n\nvoid client.responses.create({\n  model: 'gpt-5.6-sol',\n  input: 'test',\n  service_tier: 'fast',\n});\n\nnew OpenAIResponsesModel(client, 'gpt-5.5');\nsetDefaultOpenAIClient(client);\n\nconst defaultClient: OpenAI | undefined = getDefaultOpenAIClient();\nvoid defaultClient;\n",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-agents-js:models:gpt-5.6-sol:Production:c4e7bee17edf3d288e4b05786d536a3551bcbdda9a0111254271f93495f0b85a",
      "kind": "catalogue_listed",
      "at": "2026-11-10T17:58:10.980Z",
      "historical": false,
      "code_usage": "production",
      "source": "github:openai/openai-agents-js:models",
      "source_label": "GitHub · openai/openai-agents-js · code",
      "url": "https://github.com/openai/openai-agents-js/blob/7589b9c40120b89a7d2d28a5a60b4defe1ed7bf5/packages/agents-core/src/sandbox/capabilities/compaction.ts",
      "quote": "Date = normalized.replace(/-\\d{4}-\\d{2}-\\d{2}$/u, '');\n\n  return [...new Set([normalized, withoutPinnedDate])];\n}\n\nconst SANDBOX_CONTEXT_WINDOWS_1M = new Set([\n  'gpt-6-astra',\n  'gpt-6-sol',\n  'gpt-6-luna',\n  'gpt-6.1-sol',\n  'gpt-5.6',\n  'gpt-5.6-sol',\n  'gpt-5.6-terra',\n  'gpt-5.6-luna',\n  'gpt-5.4',\n  'gpt-5.4-2026-03-05',\n  'gpt-5.4-pro',\n  'gpt-5.4-pro-2026-03-05',\n  'gpt-4.1',\n  'gpt-4.1-2025-04-14',\n  'gpt-4.1-mini',\n  'gpt-4.1-mini-2025-04-14',\n  'gpt-4.1-nano',\n  'gpt-4.1-nano-2025-04-14',\n]);\n\nconst SANDBOX_CONTEXT_WINDOWS_400K = new Set([\n  'gpt-5',\n  'gpt-5-codex',\n  'gpt-5-mini',\n  'gpt-5-nano',\n  'gpt-5-pro',\n  'gpt-5.1',\n  'gpt-5.1-codex',\n  'gpt-5.1-codex-max',\n  'gpt-5.1-codex-mini',\n  'gpt-5.2',\n  'gpt-5.2-codex',\n  'gpt-5.2-codex-cyber',\n  'gpt-5.2-pro',\n  'gpt-5.3-codex',\n  'gpt-5.3-codex-spark',\n  'gpt-5.4-mini',\n  'gpt-5.4-nano',\n]);\n\nconst SANDBOX_CONTEXT_",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-python:models:gpt-5.6-sol",
      "kind": "catalogue_listed",
      "at": "2026-11-10T17:58:16.002Z",
      "historical": false,
      "code_usage": "example",
      "source": "github:openai/openai-python:models",
      "source_label": "GitHub · openai/openai-python · code",
      "url": "https://github.com/openai/openai-python/blob/0ebd00647f6088fb100b03440c6c4554bbab549d/examples/responses/multi_agent_streaming.py",
      "quote": "ent, then compare their evidence and recommend one.\"\"\"\n\n\ndef agent_name(item: BetaResponseOutputItem) -> str:\n    return item.agent.agent_name if item.agent else \"/root\"\n\n\nclient = OpenAI()\n\nstream = client.beta.responses.create(\n    model=\"gpt-5.6-sol\",\n    input=PROMPT,\n    multi_agent={\"enabled\": True},\n    stream=True,\n    betas=[\"responses_multi_agent=v1\"],\n)\n\nitem_agents: dict[int, str] = {}\nlabeled_items: set[int] = set()\nfor event in stream:\n    if event.type == \"response.output_item.added\":\n        item_agents[event.output_index] = agent_name(event.item)\n    elif event.type == \"response.output_text.delta\":\n        name = item_agents.get(event.output_index, \"/root\")\n        if event.output_index not in labeled_items:\n            separator = \"\\n\\n\" if labeled_items else \"\"\n            role = \"Coordinator\" if name == \"/root\" else \"Agent\"\n            print(f\"{separator}━━━ {",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-agents-python:models:gpt-5.6-sol",
      "kind": "catalogue_listed",
      "at": "2026-11-10T17:59:50.472Z",
      "historical": false,
      "code_usage": "example",
      "source": "github:openai/openai-agents-python:models",
      "source_label": "GitHub · openai/openai-agents-python · code",
      "url": "https://github.com/openai/openai-agents-python/blob/d68961657843c7d81dfc25834484f8aac2957eb3/docs/agents.md",
      "quote": "ing/copying agents\n\nBy using the `clone()` method on an agent, you can duplicate an Agent, and optionally change any properties you like.\n\n```python\npirate_agent = Agent(\n    name=\"Pirate\",\n    instructions=\"Write like a pirate\",\n    model=\"gpt-5.6-sol\",\n)\n\nrobot_agent = pirate_agent.clone(\n    name=\"Robot\",\n    instructions=\"Write like a robot\",\n)\n```\n\n`clone()` uses `dataclasses.replace`, so it performs a shallow copy. A list attribute that you do not override, such as `tools`, `handoffs`, `mcp_servers`, `input_guardrails`, or `output_guardrails`, remains the exact list held by the original agent. Mutating that list through either agent therefore affects both agents. To give the clone an independent list container, pass a new list, for example `pirate_agent.clone(tools=[*pirate_agent.tools, extra_tool])`. The entries copied into that new list remain the same tool or handoff obj",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/codex:models:gpt-5.6-sol:Production",
      "kind": "catalogue_listed",
      "at": "2026-11-10T18:00:44.369Z",
      "historical": false,
      "code_usage": "production",
      "source": "github:openai/codex:models",
      "source_label": "GitHub · openai/codex · code",
      "url": "https://github.com/openai/codex/blob/82e6bacb9c6950d3b56cb153847fa80bdd698053/codex-rs/model-provider/src/amazon_bedrock/catalog.rs",
      "quote": "Visibility;\nuse codex_protocol::openai_models::ModelsResponse;\nuse codex_protocol::openai_models::WebSearchToolType;\n\nuse super::BedrockEndpoint;\n\nconst GPT_5_BEDROCK_CONTEXT_WINDOW: i64 = 272_000;\nconst GPT_5_6_SOL_OPENAI_MODEL_ID: &str = \"gpt-5.6-sol\";\nconst GPT_5_6_TERRA_OPENAI_MODEL_ID: &str = \"gpt-5.6-terra\";\nconst GPT_5_6_LUNA_OPENAI_MODEL_ID: &str = \"gpt-5.6-luna\";\nconst GPT_6_1_SOL_OPENAI_MODEL_ID: &str = \"gpt-6.1-sol\";\nconst GPT_6_1_TERRA_OPENAI_MODEL_ID: &str = \"gpt-6.1-terra\";\nconst GPT_6_SOL_OPENAI_MODEL_ID: &str = \"gpt-6-sol\";\nconst GPT_6_LUNA_OPENAI_MODEL_ID: &str = \"gpt-6-luna\";\nconst GPT_6_ASTRA_OPENAI_MODEL_ID: &str = \"gpt-6-astra\";\nconst GPT_5_5_OPENAI_MODEL_ID: &str = \"gpt-5.5\";\n\npub(crate) fn static_model_catalog() -> ModelsResponse {\n    let catalog = ModelsResponse {\n        models: vec![\n            bedrock_model(\n                bundled_openai_model(GPT_6_",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/codex:models:gpt-5.6-sol:Test",
      "kind": "catalogue_listed",
      "at": "2026-11-10T18:00:44.369Z",
      "historical": false,
      "code_usage": "test",
      "source": "github:openai/codex:models",
      "source_label": "GitHub · openai/codex · code",
      "url": "https://github.com/openai/codex/blob/627b579219d492b5445d6d433d3110eb53e507dc/codex-rs/core/src/agent/control_tests.rs",
      "quote": "= test_config().await;\n    let _ = config.features.enable(Feature::MultiAgentV2);\n    let _ = config.features.enable(Feature::Sqlite);\n    config.model = Some(\"gpt-5.6-sol\".to_string());\n    config.multi_agent_v2.max_concurrent_threads_per_session = 3;\n    config.permissions.allow_login_shell = true;\n    config\n        .permissions\n        .set_permission_profile(PermissionProfile::read_only())\n        .expect(\"read-only parent profile\");\n    let harness = AgentControlHarness::new_with_",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-agents-python:models:gpt-5.6-sol:Production:9be8018da923127ed6f9628b520efb4d600563f9280ec72fa60bbffa46d0e75d",
      "kind": "catalogue_listed",
      "at": "2026-11-10T20:40:17.231Z",
      "historical": true,
      "code_usage": "production",
      "source": "github:openai/openai-agents-python:models",
      "source_label": "GitHub · openai/openai-agents-python · code",
      "url": "https://github.com/openai/openai-agents-python/blob/d68961657843c7d81dfc25834484f8aac2957eb3/src/agents/sandbox/capabilities/compaction.py",
      "quote": "-5.4-2026-03-05\",\n            \"gpt-5.4-pro\",\n            \"gpt-5.4-pro-2026-03-05\",\n            \"gpt-5.5\",\n            \"gpt-5.5-2026-04-23\",\n            \"gpt-5.5-pro\",\n            \"gpt-5.5-pro-2026-04-23\",\n            \"gpt-5.6\",\n            \"gpt-5.6-sol\",\n            \"gpt-5.6-terra\",\n            \"gpt-5.6-luna\",\n            \"gpt-4.1\",\n            \"gpt-4.1-2025-04-14\",\n            \"gpt-4.1-mini\",\n            \"gpt-4.1-mini-2025-04-14\",\n            \"gpt-4.1-nano\",\n            \"gpt-4.1-nano-2025-04-14\",\n        ),\n        1_047_576,\n    ),\n    **_model_context_windows(\n        (\n            \"gpt-5\",\n            \"gpt-5-2025-08-07\",\n            \"gpt-5-codex\",\n            \"gpt-5-mini\",\n            \"gpt-5-mini-2025-08-07\",\n            \"gpt-5-nano\",\n            \"gpt-5-nano-2025-08-07\",\n            \"gpt-5-pro\",\n            \"gpt-5-pro-2025-10-06\",\n            \"gpt-5.1\",\n            \"gpt-5.1-2",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-python:models:gpt-5.6-sol:Production:f06ffc80aaf6f6712c017fc0e98c57a37d3efed4219244b117eaedae13f90947",
      "kind": "catalogue_listed",
      "at": "2026-11-10T20:40:39.415Z",
      "historical": true,
      "code_usage": "production",
      "source": "github:openai/openai-python:models",
      "source_label": "GitHub · openai/openai-python · code",
      "url": "https://github.com/openai/openai-python/blob/0ebd00647f6088fb100b03440c6c4554bbab549d/src/openai/types/beta/beta_responses_client_event.py",
      "quote": "ings with\n    a maximum length of 512 characters.\n    \"\"\"\n\n    model: Union[\n        Literal[\n            \"gpt-6-astra\",\n            \"gpt-6.1-sol\",\n            \"gpt-6.1-terra\",\n            \"gpt-6-sol\",\n            \"gpt-6-luna\",\n            \"gpt-5.6-sol\",\n            \"gpt-5.6-terra\",\n            \"gpt-5.6-luna\",\n            \"gpt-5.5\",\n            \"gpt-5.5-2026-04-23\",\n            \"gpt-5.4\",\n            \"gpt-5.4-mini\",\n            \"gpt-5.4-nano\",\n            \"gpt-5.4-mini-2026-03-17\",\n            \"gpt-5.4-nano-2026-03-17\",\n            \"gpt-5.3-chat-latest\",\n            \"gpt-5.2\",\n            \"gpt-5.2-2025-12-11\",\n            \"gpt-5.2-chat-latest\",\n            \"gpt-5.2-pro\",\n            \"gpt-5.2-pro-2025-12-11\",\n            \"gpt-5.1\",\n            \"gpt-5.1-2025-11-13\",\n            \"gpt-5.1-codex\",\n            \"gpt-5.1-mini\",\n            \"gpt-5.1-chat-latest\",\n            \"gpt-5\",\n    ",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-node:models:gpt-5.6-sol:Production:bccc9127a2f2024cb0a6f9aeadfee9e481c613f12a4c9d1b75c956238097d03f",
      "kind": "catalogue_listed",
      "at": "2026-11-12T18:45:20.401Z",
      "historical": false,
      "code_usage": "production",
      "source": "github:openai/openai-node:models",
      "source_label": "GitHub · openai/openai-node · code",
      "url": "https://github.com/openai/openai-node/blob/b579bcb3e586d22269ffe6fe504653a0e05acbe8/src/resources/beta/responses/responses.ts",
      "quote": "-09-28. See\n   *   https://developers.openai.com/api/docs/deprecations for details and\n   *   recommended replacements.\n   */\n  model:\n    | 'gpt-6-astra'\n    | 'gpt-6.1-sol'\n    | 'gpt-6.1-terra'\n    | 'gpt-6-sol'\n    | 'gpt-6-luna'\n    | 'gpt-5.6-sol'\n    | 'gpt-5.6-terra'\n    | 'gpt-5.6-luna'\n    | 'gpt-5.5'\n    | 'gpt-5.5-2026-04-23'\n    | 'gpt-5.4'\n    | 'gpt-5.4-mini'\n    | 'gpt-5.4-nano'\n    | 'gpt-5.4-mini-2026-03-17'\n    | 'gpt-5.4-nano-2026-03-17'\n    | 'gpt-5.3-chat-latest'\n    | 'gpt-5.2'\n    | 'gpt-5.2-2025-12-11'\n    | 'gpt-5.2-chat-latest'\n    | 'gpt-5.2-pro'\n    | 'gpt-5.2-pro-2025-12-11'\n    | 'gpt-5.1'\n    | 'gpt-5.1-2025-11-13'\n    | 'gpt-5.1-codex'\n    | 'gpt-5.1-mini'\n    | 'gpt-5.1-chat-latest'\n    | 'gpt-5'\n    | 'gpt-5-mini'\n    | 'gpt-5-nano'\n    | 'gpt-5-2025-08-07'\n    | 'gpt-5-mini-2025-08-07'\n    | 'gpt-5-nano-2025-08-07'\n    | 'gpt-5-chat-latest'\n   ",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:openai:pulls:some-du6e/10router:pull:155:gpt-5.6-sol",
      "kind": "editorial_mention",
      "at": "2026-11-13T19:09:40.658Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-13T18:29:53Z"
      },
      "historical": false,
      "report_intent": "incidental",
      "source": "github-search:openai:pulls",
      "source_label": "GitHub search · OpenAI · pulls · some-du6e/10router · @some-du6e",
      "url": "https://github.com/some-du6e/10router/pull/155",
      "quote": "Codex's offer names a bare model, and on `kr/gpt-5.6-sol` accepting it would move the session to another provider.",
      "co_mentions": []
    },
    {
      "reference": "record:openai-articles:https://openai.com/index/a-thousand-fewer-paths-to-root:gpt-5.6-sol",
      "kind": "editorial_mention",
      "at": "2026-11-14T07:20:29.524Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-04T08:00:00Z"
      },
      "historical": true,
      "watch_focus": "unknown",
      "source": "openai-articles",
      "source_label": "OpenAI · official articles",
      "url": "https://openai.com/index/a-thousand-fewer-paths-to-root",
      "quote": null,
      "co_mentions": []
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