{
  "id": "gpt-5.6",
  "language": "el",
  "url": "https://alexgetman.com/el/models/openai/gpt-5-6/",
  "name": "GPT-5.6",
  "model_identity": {
    "id": "gpt-5.6",
    "name": "GPT-5.6",
    "maker": {
      "id": "openai",
      "name": "OpenAI"
    },
    "version": null,
    "checkpoint": null,
    "first_seen_at": "2026-06-25T22:41:38Z"
  },
  "catalogue_section": "findings",
  "stage": "spotted",
  "expectation": {
    "state": "resolved",
    "last_evidence_at": "2026-11-10T20:40:17.231Z",
    "related_model_id": null,
    "evidence": [
      {
        "source": "openai-articles",
        "url": "https://openai.com/index/introducing-chatgpt-small-business-program",
        "authority": "primary",
        "scope": {
          "kind": "model",
          "id": "gpt-5.6"
        },
        "detected_at": "2026-11-13T21:13:01.170Z",
        "checked_at": "2026-11-13T21:13:01.170Z"
      }
    ],
    "claims": [
      {
        "reference": "post:5",
        "outcome": "unresolved"
      },
      {
        "reference": "post:9",
        "outcome": "unresolved"
      },
      {
        "reference": "post:10",
        "outcome": "unresolved"
      },
      {
        "reference": "post:43",
        "outcome": "unresolved"
      },
      {
        "reference": "post:132",
        "outcome": "unresolved"
      },
      {
        "reference": "record:openai-api-changelog:openai-api:2026-09-08:https-developers-openai-com-api-docs-guides-prompt-caching-diagnostics:gpt-5.6",
        "outcome": "unresolved"
      },
      {
        "reference": "code:github:openai/openai-agents-js:models:gpt-5.6",
        "outcome": "unresolved"
      },
      {
        "reference": "code:github:openai/openai-python:models:gpt-5.6",
        "outcome": "unresolved"
      },
      {
        "reference": "code:github:openai/openai-agents-python:models:gpt-5.6",
        "outcome": "unresolved"
      },
      {
        "reference": "code:github:openai/codex:models:gpt-5.6:Production",
        "outcome": "unresolved"
      },
      {
        "reference": "code:github:openai/codex:models:gpt-5.6:Test",
        "outcome": "unresolved"
      },
      {
        "reference": "code:github:openai/openai-agents-python:models:gpt-5.6:Production:b0fd833b76c912ec0bc3be791bf65318cde15dbee8336491c844ed0a23bdf0dd",
        "outcome": "unresolved"
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      {
        "reference": "code:github:openai/openai-python:models:gpt-5.6:Production:547be9d6a83ce431dda322a27aaf65ff806dc0065d21956b295d87dde799bc17",
        "outcome": "unresolved"
      },
      {
        "reference": "code:github:openai/openai-node:models:gpt-5.6:Example:1550dddb3e89693faa4eef7ad3ce7f37d2f547a06164792150b9308032eb01a4",
        "outcome": "unresolved"
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        "outcome": "unresolved"
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        "outcome": "unresolved"
      },
      {
        "reference": "record:openai-articles:https://openai.com/index/third-moment-research:gpt-5.6",
        "outcome": "unresolved"
      },
      {
        "reference": "record:openai-articles:https://openai.com/index/pollo-ai:gpt-5.6",
        "outcome": "unresolved"
      },
      {
        "reference": "record:openai-articles:https://openai.com/index/pollo-ai:usage:gpt-5.6",
        "outcome": "related"
      },
      {
        "reference": "record:openai-articles:https://openai.com/index/introducing-chatgpt-small-business-program:usage:gpt-5.6",
        "outcome": "related"
      },
      {
        "reference": "record:openai-articles:https://openai.com/index/cogent-security:usage:gpt-5.6",
        "outcome": "related"
      }
    ]
  },
  "watch_presentation": {
    "placement": "expected",
    "family": null
  },
  "observations": [],
  "timeline": [
    {
      "reference": "post:5",
      "kind": "editorial_mention",
      "at": "2026-06-25T22:41:38Z",
      "event_at": {
        "precision": "time",
        "value": "2026-06-25T22:41:38Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/5/gpt-5-6-delayed-at-trump-s-request/",
      "quote": "GPT-5.6 delayed at Trump’s request?\n\nThe Trump administration asked OpenAI to release its new model gradually over security concerns, The Information reports.",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:9",
      "kind": "editorial_mention",
      "at": "2026-06-26T19:21:53Z",
      "event_at": {
        "precision": "time",
        "value": "2026-06-26T19:21:53Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/9/feedback-on-gpt-5-6-from-the-founder-of-opencode/",
      "quote": "Feedback on GPT-5.6 from the founder of OpenCode\n\n• Dax says he usually doesn’t hype new models. But GPT-5.6 has noticeably changed how his team works.\n• The key point: he doesn’t think the model writes good code on its own. What he likes is not the out-of-the-box result, but the process of getting to good code with it.\n• According to him, GPT-5.6 understands the task better and loses fewer details along the way. It also catches things the developer may have forgotten.\n• The problems are still there: the model can still be overly defensive and write unnecessary code. Sometimes they do another pass afterward and delete half of what it wrote.\n• The most telling fact: his team’s token usage is ",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:10",
      "kind": "editorial_mention",
      "at": "2026-06-26T19:45:06Z",
      "event_at": {
        "precision": "time",
        "value": "2026-06-26T19:45:06Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/10/the-most-powerful-ai-models-are-starting-to-look-less-like-products-and-more-like-passes-into-a/",
      "quote": "The most powerful AI models are starting to look less like products and more like passes into a closed club.\n\nPublicly, we hear: “safety,” “staged rollout,” “available soon.”\n\nIn practice: some people get GPT-5.6 now, while everyone else waits for permission.\n\nThat is a dangerous precedent.\n\nBecause the real divide won’t be between people who use AI and people who don’t.\n\nIt will be between those who got the best AI in time — and those who got it after the game had already started.",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:43",
      "kind": "editorial_mention",
      "at": "2026-07-08T07:44:34Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-08T07:44:34Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/43/gpt-5-6-drops-thursday/",
      "quote": "⚡ GPT-5.6 DROPS THURSDAY",
      "co_mentions": [
        "gpt-5"
      ]
    },
    {
      "reference": "post:132",
      "kind": "editorial_mention",
      "at": "2026-07-30T17:51:58.749Z",
      "event_at": {
        "precision": "time",
        "value": "2026-07-30T17:51:58.749Z"
      },
      "historical": false,
      "source": "editorial",
      "source_label": "Alex Getman",
      "url": "https://alexgetman.com/132/openai-just-slashed-gpt-5-6-prices/",
      "quote": "⚡️ OpenAI just slashed GPT 5.6 prices\n\nLuna is now 80% cheaper, while Terra dropped 20%. The cuts also apply to subscriptions, with both models now using less of your quota.\n\nLuna is now cheaper than DeepSeek V4 Pro on input. One million tokens cost $0.20 vs $0.435.",
      "co_mentions": [
        "deepseek-v4-pro",
        "gpt-5"
      ]
    },
    {
      "reference": "record:openai-api-changelog:openai-api:2026-09-08:https-developers-openai-com-api-docs-guides-prompt-caching-diagnostics:gpt-5.6",
      "kind": "editorial_mention",
      "at": "2026-10-07T19:47:46.396Z",
      "event_at": {
        "precision": "time",
        "value": "2026-09-08T00:00:00Z"
      },
      "historical": true,
      "source": "openai-api-changelog",
      "source_label": "OpenAI · API changelog",
      "url": "https://developers.openai.com/api/docs/changelog",
      "quote": "Prompt Cache Diagnostics is now generally available in the Responses API for GPT-5.6 and later supported models",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-agents-js:models:gpt-5.6",
      "kind": "catalogue_listed",
      "at": "2026-11-10T17:58:10.980Z",
      "historical": false,
      "code_usage": "production",
      "source": "github:openai/openai-agents-js:models",
      "source_label": "GitHub · openai/openai-agents-js · code",
      "url": "https://github.com/openai/openai-agents-js/blob/7589b9c40120b89a7d2d28a5a60b4defe1ed7bf5/packages/agents-core/src/sandbox/capabilities/compaction.ts",
      "quote": "withoutPinnedDate = normalized.replace(/-\\d{4}-\\d{2}-\\d{2}$/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",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-python:models:gpt-5.6",
      "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/module_client.py",
      "quote": "nfigured just like the `OpenAI` instantiation counterpart\nopenai.base_url = \"https://...\"\nopenai.default_headers = {\"x-foo\": \"true\"}\n\n# all API calls work in the exact same fashion as well\nstream = openai.chat.completions.create(\n    model=\"gpt-5.6\",\n    messages=[\n        {\n            \"role\": \"user\",\n            \"content\": \"How do I output all files in a directory using Python?\",\n        },\n    ],\n    stream=True,\n)\n\nfor chunk in stream:\n    print(chunk.choices[0].delta.content or \"\", end=\"\", flush=True)\n\nprint()\n",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-agents-python:models:gpt-5.6",
      "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/ja/models/index.md",
      "quote": "# It's also fine to pass a GPT-5 model name explicitly:\n    model=\"gpt-5.6-sol\",\n    model_settings=ModelSettings(reasoning=Reasoning(effort=\"high\"), verbosity=\"low\"),\n)\n```\n\nレイテンシーを抑えるには、GPT-5 モデルで `reasoning.effort=\"none\"` を使用することを推奨します。\n\nGPT-5.6 は、既存の `reasoning` 設定を通じて、推論モード、会話ターン間で引き継がれる推論コンテキスト、`\"max\"` 労力レベルもサポートします。これらの制御は Responses API 経路で利用できます。\n\n```python\nfrom openai.types.shared import Reasoning\nfrom agents import Agent, ModelSettings\n\nagent = Agent(\n    name=\"Deep research agent\",\n    model=\"gpt-5.6-sol\",\n    model_settings=ModelSettings(\n        reasoning=Reasoning(\n            mode=\"pro\",\n            effort=\"max\",\n            context=\"all_turns\",\n        ),\n    ),\n)\n```\n\n`reasoning.mode` と `reasoning.context` は Responses 専用の設定です。Chat Completions では `reasoning.effort` のみが使用され、サポートされる労力レベルはモデルと API サーフェスによって異なります。GPT-5.6 の `\"max\"` 労力には Responses API を使用してください。Chat",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/codex:models:gpt-5.6:Production",
      "kind": "catalogue_listed",
      "at": "2026-11-10T18:00:44.369Z",
      "historical": false,
      "code_usage": "example",
      "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": "                \"GPT-6 Luna\",\n                /*priority*/ 4,\n            ),\n            bedrock_model(\n                bundled_openai_model(GPT_5_6_SOL_OPENAI_MODEL_ID),\n                AMAZON_BEDROCK_GPT_5_6_SOL_MODEL_ID,\n                \"GPT-5.6 Sol\",\n                /*priority*/ 5,\n            ),\n            bedrock_model(\n                bundled_openai_model(GPT_5_6_TERRA_OPENAI_MODEL_ID),\n                AMAZON_BEDROCK_GPT_5_6_TERRA_MODEL_ID,\n                \"GPT-5.6 Terra\",\n                /*priority*/ 6,\n            ),\n            bedrock_model(\n                bundled_openai_model(GPT_5_6_LUNA_OPENAI_MODEL_ID),\n                AMAZON_BEDROCK_GPT_5_6_LUNA_MODEL_ID,\n                \"GPT-5.6 Luna\",\n                /*priority*/ 7,\n            ),\n            gpt_5_bedrock_model(\n                GPT_5_5_OPENAI_MODEL_ID,\n                AMAZON_BEDROCK_GPT_5_5_MODEL_ID,\n    ",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/codex:models:gpt-5.6: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/backend-client/src/client/chatgpt_turn_cost_tests.rs",
      "quote": "_body_json(serde_json::json!({\n            \"threads\": [\n                {\"thread_id\": \"thread-a\", \"turns\": [{\n                    \"turn_id\": \"turn-a\", \"model\": \"gpt-5.6\",\n                    \"estimated_usage_usd_micros\": 1250001,\n                    \"settled_response_ids\": [\"resp-a\", \"resp-b\"]\n                }]},\n                {\"thread_id\": \"thread-b\", \"turns\": [\n                    {\"turn_id\": \"turn-b\", \"estimated_usage_usd_micros\": null,\n                     \"settled_response_id",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-agents-python:models:gpt-5.6:Production:b0fd833b76c912ec0bc3be791bf65318cde15dbee8336491c844ed0a23bdf0dd",
      "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\",\n            \"gpt-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",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-python:models:gpt-5.6:Production:547be9d6a83ce431dda322a27aaf65ff806dc0065d21956b295d87dde799bc17",
      "kind": "catalogue_listed",
      "at": "2026-11-10T20:40:39.415Z",
      "historical": true,
      "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/api_reference/openapi.transformed.yml",
      "quote": "      - type: string\n            description: |\n              Controls which reasoning items are rendered back to the model on later turns.\n              If omitted or set to `auto`, the model determines the context mode. The\n              `gpt-5.6` model family defaults to `all_turns`; earlier models default to\n              `current_turn`.\n\n              When returned on a response, this is the effective reasoning context mode\n              used for the response.\n            enum:\n            - auto\n            - current_turn\n            - all_turns\n          - type: 'null'\n        generate_summary:\n          anyOf:\n          - type: string\n            deprecated: true\n            description: |\n              **Deprecated:** use `summary` instead.\n\n              A summary of the reasoning performed by the model. This can be\n              useful for debugging and understandi",
      "co_mentions": []
    },
    {
      "reference": "record:openai-articles:https://openai.com/index/cogent-security:usage:gpt-5.6",
      "kind": "usage_confirmed",
      "at": "2026-11-11T09:22:02.252Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-09T08:00:00Z"
      },
      "historical": false,
      "source": "openai-articles",
      "source_label": "OpenAI · official articles · Cogent and OpenAI build cyber defense factories for enterprises",
      "url": "https://openai.com/index/cogent-security",
      "quote": "The company’s AI agents combine GPT‑6.1 Sol and GPT‑5.6 with its enterprise context and controls to handle investigation through verified remediation",
      "co_mentions": []
    },
    {
      "reference": "code:github:openai/openai-node:models:gpt-5.6:Example:1550dddb3e89693faa4eef7ad3ce7f37d2f547a06164792150b9308032eb01a4",
      "kind": "catalogue_listed",
      "at": "2026-11-12T18:45:20.401Z",
      "historical": false,
      "code_usage": "example",
      "source": "github:openai/openai-node:models",
      "source_label": "GitHub · openai/openai-node · code",
      "url": "https://github.com/openai/openai-node/blob/b579bcb3e586d22269ffe6fe504653a0e05acbe8/api_reference/openapi.transformed.yml",
      "quote": "      - type: string\n            description: |\n              Controls which reasoning items are rendered back to the model on later turns.\n              If omitted or set to `auto`, the model determines the context mode. The\n              `gpt-5.6` model family defaults to `all_turns`; earlier models default to\n              `current_turn`.\n\n              When returned on a response, this is the effective reasoning context mode\n              used for the response.\n            enum:\n            - auto\n            - current_turn\n            - all_turns\n          - type: 'null'\n        generate_summary:\n          anyOf:\n          - type: string\n            deprecated: true\n            description: |\n              **Deprecated:** use `summary` instead.\n\n              A summary of the reasoning performed by the model. This can be\n              useful for debugging and understandi",
      "co_mentions": []
    },
    {
      "reference": "record:github-search:openai:pulls:yc-software/qm:pull:3579:gpt-5.6",
      "kind": "editorial_family_context",
      "at": "2026-11-13T18:47:23.489Z",
      "event_at": {
        "precision": "time",
        "value": "2026-11-13T18:07:13Z"
      },
      "historical": false,
      "report_intent": "incidental",
      "source": "github-search:openai:pulls",
      "source_label": "GitHub search · OpenAI · pulls · yc-software/qm · @ReganBell",
      "url": "https://github.com/yc-software/qm/pull/3579",
      "quote": "sandbox and app provider, real model turns on GPT-5.6 Terra), driven through the portal in a headless Chromium at commit `31044aea1`. No apps domain is",
      "co_mentions": []
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