{ "id": "gpt-5.4", "language": "id", "url": "https://alexgetman.com/id/models/openai/gpt-5-4/", "name": "GPT-5.4", "model_identity": { "id": "gpt-5.4", "name": "GPT-5.4", "maker": { "id": "openai", "name": "OpenAI" }, "version": "5.4", "checkpoint": null, "first_seen_at": "2026-07-30T19:11:33.858Z" }, "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:133", "outcome": "unresolved" }, { "reference": "record:github:openai/codex:pulls:44930:gpt-5.4", "outcome": "unresolved" }, { "reference": "record:openai-chatgpt-release-notes:2026-03-05:gpt-5-4-thinking-in-chatgpt:gpt-5.4", "outcome": "unresolved" }, { "reference": "record:openai-codex-changelog:https://developers.openai.com/codex/changelog/#codex-2026-03-05:gpt-5.4", "outcome": "unresolved" }, { "reference": "record:openai-model-release-notes:2026-03-05:gpt-5-4-thinking-in-chatgpt:gpt-5.4", "outcome": "unresolved" }, { "reference": "code:github:openai/openai-agents-js:models:gpt-5.4", "outcome": "confirmed" }, { "reference": "code:github:openai/openai-python:models:gpt-5.4", "outcome": "confirmed" }, { "reference": "code:github:openai/openai-agents-python:models:gpt-5.4", "outcome": "unresolved" }, { "reference": "code:github:openai/codex:models:gpt-5.4:Production", "outcome": "unresolved" }, { "reference": "code:github:openai/codex:models:gpt-5.4:Test", "outcome": "unresolved" }, { "reference": "code:github:openai/openai-agents-python:models:gpt-5.4:Production:851ed4b4f6e2d134a756de5e447673cf712ca20ddd421fc2eb9d8dec888f47bc", "outcome": "confirmed" }, { "reference": "code:github:openai/codex:models:gpt-5.4:Production:5fbbc29b9af20e8131e7acc16c162c46d60629ba80b4c9cb80fd4cd0bd7cf4ee", "outcome": "confirmed" }, { "reference": "code:github:openai/openai-node:models:gpt-5.4:Production:8ae15164fe30bef7df2446c1c860162d4847599437266ec441aa4a1ba5d56547", "outcome": "confirmed" }, { "reference": "record:openai-articles:https://openai.com/index/introducing-gpt-5-5:gpt-5.4", "outcome": "unresolved" }, { "reference": "record:openai-articles:https://openai.com/index/introducing-gpt-5-4:gpt-5.4", "outcome": "unresolved" }, { "reference": "record:openai-articles:https://openai.com/index/chatgpt-for-excel:gpt-5.4", "outcome": "unresolved" }, { "reference": "record:openai-articles:https://openai.com/index/introducing-gpt-5-4:usage:gpt-5.4", "outcome": "related" } ] }, "watch_presentation": { "placement": "expected", "family": null }, "observations": [], "timeline": [ { "reference": "post:133", "kind": "editorial_mention", "at": "2026-07-30T19:11:33.858Z", "event_at": { "precision": "time", "value": "2026-07-30T19:11:33.858Z" }, "historical": false, "source": "editorial", "source_label": "Alex Getman", "url": "https://alexgetman.com/133/using-gpt-5-6-luna-max-you-get-the-power-of-march-s-flagship-gpt-5-4-xhigh-for-o/", "quote": "Using GPT 5.6 Luna Max, you get the power of March’s flagship GPT 5.4 xhigh for one thirteenth of its price.", "co_mentions": [ "gpt-5.6-luna", "gpt-5" ] }, { "reference": "record:github:openai/codex:pulls:44930:gpt-5.4", "kind": "editorial_mention", "at": "2026-09-11T22:39:47.331Z", "event_at": { "precision": "time", "value": "2026-09-11T22:30:15Z" }, "historical": false, "source": "github:openai/codex:pulls", "source_label": "GitHub · openai/codex · PR", "url": "https://github.com/openai/codex/pull/44930", "quote": "#44930 Embed friendly instructions in bundled GPT-5.4 and GPT-5.5", "co_mentions": [] }, { "reference": "record:openai-chatgpt-release-notes:2026-03-05:gpt-5-4-thinking-in-chatgpt:gpt-5.4", "kind": "editorial_mention", "at": "2026-10-07T18:13:28.058Z", "event_at": { "precision": "time", "value": "2026-03-05T00:00:00Z" }, "historical": true, "source": "openai-chatgpt-release-notes", "source_label": "OpenAI · ChatGPT release notes", "url": "https://help.openai.com/en/articles/6825453-chatgpt-release-notes", "quote": "GPT‑5.4 Thinking also has improved context window management that supports its ability to think for longer", "co_mentions": [] }, { "reference": "record:openai-codex-changelog:https://developers.openai.com/codex/changelog/#codex-2026-03-05:gpt-5.4", "kind": "editorial_mention", "at": "2026-10-07T19:17:54.872Z", "event_at": { "precision": "time", "value": "2026-03-05T00:00:00Z" }, "historical": true, "source": "openai-codex-changelog", "source_label": "OpenAI · Codex changelog", "url": "https://developers.openai.com/codex/changelog/#codex-2026-03-05", "quote": "Introducing GPT-5.4 in Codex GPT-5.4 is now available in Codex as OpenAI's most capable and efficient frontier model for professional work", "co_mentions": [] }, { "reference": "record:openai-model-release-notes:2026-03-05:gpt-5-4-thinking-in-chatgpt:gpt-5.4", "kind": "editorial_mention", "at": "2026-11-05T14:39:16.565Z", "event_at": { "precision": "time", "value": "2026-03-05T00:00:00Z" }, "historical": true, "source": "openai-model-release-notes", "source_label": "OpenAI · Model release notes", "url": "https://help.openai.com/en/articles/9624314-model-release-notes", "quote": "GPT‑5.4 Thinking also has improved context window management that supports its ability to think for longer", "co_mentions": [] }, { "reference": "code:github:openai/openai-agents-js:models:gpt-5.4", "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": "\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_WINDOWS_200K = new Set([\n 'codex-mini-latest',\n ", "co_mentions": [] }, { "reference": "code:github:openai/openai-python:models:gpt-5.4", "kind": "catalogue_listed", "at": "2026-11-10T17:58:16.002Z", "historical": false, "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": "-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-n", "co_mentions": [] }, { "reference": "code:github:openai/openai-agents-python:models:gpt-5.4", "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/src/agents/memory/openai_responses_compaction_session.py", "quote": ", history[:], False)\n\n\ndef _strip_orphaned_assistant_ids(\n items: list[TResponseInputItem],\n) -> list[TResponseInputItem]:\n \"\"\"Remove ``id`` from assistant messages when their paired reasoning items are missing.\n\n Some models (e.g. gpt-5.4) return compacted output that retains assistant\n message IDs even after stripping the reasoning items those IDs reference.\n Sending these orphaned IDs back to ``responses.create`` causes a 400 error\n because the API expects the paired reasoning item for each assistant message\n ID. This function detects and removes those orphaned IDs so the compacted\n history can be used safely.\n \"\"\"\n if not items:\n return items\n\n has_reasoning = any(\n isinstance(item, dict) and item.get(\"type\") == \"reasoning\" for item in items\n )\n if has_reasoning:\n return items\n\n cleaned: list[TResponseInputIt", "co_mentions": [] }, { "reference": "code:github:openai/codex:models:gpt-5.4:Production", "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/82e6bacb9c6950d3b56cb153847fa80bdd698053/codex-rs/core/src/session/tests.rs", "quote": ",\n )\n .expect(\"in-memory metrics client\")\n}\n\n#[test]\nfn extension_metrics_preserve_session_metadata_tags() {\n let metrics = test_metrics_client();\n let session_telemetry = SessionTelemetry::new(\n ThreadId::new(),\n \"gpt-5.4\",\n \"gpt-5.4\",\n /*account_id*/ None,\n /*account_email*/ None,\n Some(TelemetryAuthMode::Chatgpt),\n \"test_originator\".to_string(),\n /*log_user_prompts*/ false,\n \"tty\".to_string(),\n SessionSource::Cli,\n )\n .with_metrics_service_name(\"test_service\")\n .with_metrics(metrics.clone());\n let extension_metrics = super::extension_metrics::from_session_telemetry(session_telemetry);\n\n extension_metrics.histogram(\n \"codex.test.extension\",\n /*value*/ 7,\n &[\n (\"component\", \"skills\"),\n (\"app.version\", \"extension-version\"),\n (\"", "co_mentions": [] }, { "reference": "code:github:openai/codex:models:gpt-5.4: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/app-server/tests/suite/v2/external_agent_config.rs", "quote": "root.join(\".mcp.json\"),\n r#\"{\"mcpServers\":{\"repository-server\":{\"command\":\"repository-server\"}}}\"#,\n )?;\n std::fs::write(&global_config, \"model = \\\"gpt-5.4\\\"\\n\")?;\n\n let home_dir = codex_home.path().display().to_string();\n let mut mcp = TestAppServer::builder()\n .with_codex_home(codex_home.path())\n .without_auto_env()\n .with_env_overrides(&[(\"HOME\", Some(home_dir.as_str()))])\n .build_initialized_with_timeout(DEFAULT_TIMEOUT)\n .awa", "co_mentions": [] }, { "reference": "code:github:openai/openai-agents-python:models:gpt-5.4:Production:851ed4b4f6e2d134a756de5e447673cf712ca20ddd421fc2eb9d8dec888f47bc", "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/models/openai_responses.py", "quote": "eturn isinstance(model, str) and model.startswith(\"computer-use-preview\")\n\n @classmethod\n def _is_ga_computer_model(cls, model: str | ChatModel | None) -> bool:\n return isinstance(model, str) and (\n model.startswith(\"gpt-5.4\") or model.startswith(\"gpt-5.5\")\n )\n\n @classmethod\n def resolve_computer_tool_model(\n cls,\n *,\n request_model: str | ChatModel | None,\n tools: Sequence[Tool] | None,\n ) -> str | ChatModel | None:\n if not cls._has_computer_tool(tools):\n return None\n return request_model\n\n @classmethod\n def _should_use_preview_computer_tool(\n cls,\n *,\n model: str | ChatModel | None,\n tool_choice: Literal[\"auto\", \"required\", \"none\"] | str | MCPToolChoice | None,\n ) -> bool:\n # Choose the computer tool wire shape from the effective request m", "co_mentions": [] }, { "reference": "code:github:openai/codex:models:gpt-5.4:Production:5fbbc29b9af20e8131e7acc16c162c46d60629ba80b4c9cb80fd4cd0bd7cf4ee", "kind": "catalogue_listed", "at": "2026-11-11T17:30:32.898Z", "historical": true, "code_usage": "production", "source": "github:openai/codex:models", "source_label": "GitHub · openai/codex · code", "url": "https://github.com/openai/codex/blob/e58bf8f5233b51e7cd1679d947e3028c1ed91b06/codex-rs/tui/src/app/startup_prompts.rs", "quote": "ope fallback migration metadata\n // to the owning provider, since other providers may still support the same model slug.\n let (target_model, current_name, target_name) = match (model_provider_id, model) {\n (OPENAI_PROVIDER_ID, \"gpt-5.4\") => (\"gpt-6-sol\", \"GPT-5.4\", \"GPT-6 Sol\"),\n (AMAZON_BEDROCK_PROVIDER_ID, \"openai.gpt-5.4\") => (\n \"openai.gpt-6-sol\",\n \"GPT-5.4 on Amazon Bedrock\",\n \"GPT-6 Sol on Amazon Bedrock\",\n ),\n (OPENAI_PROVIDER_ID, \"gpt-5.4-mini\") => (\"gpt-6-luna\", \"GPT-5.4 Mini\", \"GPT-6 Luna\"),\n _ => return None,\n };\n let availability = if model == \"openai.gpt-5.4\" {\n \"no longer offered in Codex\"\n } else {\n \"no longer available\"\n };\n Some(ModelUpgrade {\n id: target_model.to_string(),\n migration_config_key: model.to_string(),\n model_link: None,\n ", "co_mentions": [] }, { "reference": "code:github:openai/openai-node:models:gpt-5.4:Production:8ae15164fe30bef7df2446c1c860162d4847599437266ec441aa4a1ba5d56547", "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": "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 | 'gpt-4.1'\n | 'gpt-4.1-mini'\n | 'gpt-4.1-nano'\n | 'gpt-4.1-2025-04-14'\n | 'gpt-4.1-mini-", "co_mentions": [] }, { "reference": "record:openai-articles:https://openai.com/index/introducing-gpt-5-5:gpt-5.4", "kind": "editorial_mention", "at": "2026-11-13T22:06:17.930Z", "event_at": { "precision": "time", "value": "2026-04-23T11:00:00Z" }, "historical": true, "watch_focus": "general", "source": "openai-articles", "source_label": "OpenAI · official articles", "url": "https://openai.com/index/introducing-gpt-5-5", "quote": "GPT‑5.4 could not", "co_mentions": [] }, { "reference": "record:openai-articles:https://openai.com/index/introducing-gpt-5-4:gpt-5.4", "kind": "editorial_mention", "at": "2026-11-13T22:47:01.410Z", "event_at": { "precision": "time", "value": "2026-03-05T10:00:00Z" }, "historical": true, "watch_focus": "general", "source": "openai-articles", "source_label": "OpenAI · official articles", "url": "https://openai.com/index/introducing-gpt-5-4", "quote": "GPT‑5.4 was tested with a longer, updated blocklist", "co_mentions": [] }, { "reference": "record:openai-articles:https://openai.com/index/introducing-gpt-5-4:usage:gpt-5.4", "kind": "usage_confirmed", "at": "2026-11-13T22:47:01.410Z", "event_at": { "precision": "time", "value": "2026-03-05T10:00:00Z" }, "historical": true, "source": "openai-articles", "source_label": "OpenAI · official articles · Introducing GPT-5.4", "url": "https://openai.com/index/introducing-gpt-5-4", "quote": null, "co_mentions": [] }, { "reference": "record:openai-articles:https://openai.com/index/chatgpt-for-excel:gpt-5.4", "kind": "editorial_mention", "at": "2026-11-13T23:07:16.876Z", "event_at": { "precision": "time", "value": "2026-03-05T00:00:00Z" }, "historical": true, "watch_focus": "unknown", "source": "openai-articles", "source_label": "OpenAI · official articles", "url": "https://openai.com/index/chatgpt-for-excel", "quote": null, "co_mentions": [] } ], "offers": [ { "id": "[\"openai\",\"gpt-5.4\",\"batch\",\"long context\"]", "model_id": "gpt-5.4", "provider_id": "openai", "api_id": "gpt-5.4", "mode": "batch", "context_band": "long context", "available": false, "prices": { "currency": "USD", "unit": "per_million_tokens", "input": { "amount": 2.5, "mode": "batch", "source": "pricing:openai-pricing:batch", "observed_at": "2026-11-12T16:08:47.129Z", "evidence": [ { "source": "openai-pricing", "url": "https://developers.openai.com/api/docs/pricing", "authority": "first_party", "scope": { "kind": "offer", "id": 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