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observed_at2026-09-04T04:34:51.727Z
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final URLhttps://developers.openai.com/api/docs/llms.txt
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last-modifiedFri, 04 Sep 2026 03:29:33 GMT
dateFri, 04 Sep 2026 04:34:51 GMT
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@@@ -44,6 +44,7 @@ Each entry has a Markdown twin at `/api/docs/<slug>.md`.
- [Agents SDK](https://developers.openai.com/api/docs/guides/agents.md): Learn how the OpenAI Agents SDK fits together and which docs to read next.
- [API deployment checklist](https://developers.openai.com/api/docs/guides/deployment-checklist.md): Review commonly underused Responses API design choices that improve deployment quality, speed, cost, and reliability.
- [Apply Patch](https://developers.openai.com/api/docs/guides/tools-apply-patch.md): Allow models to propose structured diffs that your integration applies.
+- [Async tool calling](https://developers.openai.com/api/docs/guides/async-tool-calling.md): Start asynchronous tool calls, deliver results later, and let the model wait for specific results when needed.
- [Audio and speech](https://developers.openai.com/api/docs/guides/audio.md): Learn core audio and speech concepts for building with the OpenAI API.
- [Background mode](https://developers.openai.com/api/docs/guides/background.md): Run long running tasks asynchronously in the background.
- [Batch API](https://developers.openai.com/api/docs/guides/batch.md): Learn how to use OpenAI's Batch API for processing jobs with asynchronous requests, increased rate limits, and cost efficiency.
@@@ -56,7 +57,8 @@ Each entry has a Markdown twin at `/api/docs/<slug>.md`.
- [Codex federation rule reference](https://developers.openai.com/api/docs/guides/workload-identity-federation/federation-rules.md): Reference for Codex workload identity subjects, audiences, exact claims, CEL conditions, scopes, token lifetimes, and lifecycle behavior.
- [Compaction](https://developers.openai.com/api/docs/guides/compaction.md): Manage long-running conversations with server-side and standalone compaction.
- [Completions API](https://developers.openai.com/api/docs/guides/completions.md)
-- [Computer use](https://developers.openai.com/api/docs/guides/tools-computer-use.md): Use the Responses API computer tool to click, type, scroll, and inspect screenshots.
+- [Computer use](https://developers.openai.com/api/docs/guides/tools-computer-use.md): Connect a code-execution harness or computer tool to operate browser and desktop interfaces through the Responses API.
+- [Computer use integration recipes](https://developers.openai.com/api/docs/guides/tools-computer-use-integration.md): Environment setup, action handlers, custom execution services, and consent guidance for computer use integrations.
- [Configure workload identity federation with X.509 certificates](https://developers.openai.com/api/docs/guides/workload-identity-federation/x509.md): Configure an X.509 workload identity provider and exchange a TLS client certificate for a short-lived OpenAI access token.
- [Configuring workload identity federation for AWS](https://developers.openai.com/api/docs/guides/workload-identity-federation/aws.md): Configure AWS outbound identity federation or Amazon EKS as a workload identity federation token provider.
- [Configuring workload identity federation for GitHub Actions](https://developers.openai.com/api/docs/guides/workload-identity-federation/github-actions.md): Configure GitHub Actions as a workload identity federation token provider.
@@@ -70,7 +72,7 @@ Each entry has a Markdown twin at `/api/docs/<slug>.md`.
- [Cost optimization](https://developers.openai.com/api/docs/guides/cost-optimization.md): Lower your OpenAI model costs by trying our tools and strategies.
- [Counting tokens](https://developers.openai.com/api/docs/guides/token-counting.md): Use the Responses API to count input tokens for text, images, files, tools, and more—without estimation or tiktoken.
- [CSAM guidance](https://developers.openai.com/api/docs/guides/csam-guidance.md): Learn practical guidance for addressing CSAM risks in products built with OpenAI.
-- [Cybersecurity checks](https://developers.openai.com/api/docs/guides/safety-checks/cybersecurity.md)
+- [Cybersecurity checks](https://developers.openai.com/api/docs/guides/safety-checks/cybersecurity.md): Learn about API cybersecurity safeguards, authorized access, request-level checks, access restrictions, and appeals.
- [Data controls in the OpenAI platform](https://developers.openai.com/api/docs/guides/your-data.md): Your data is your data. An overview of how OpenAI uses your data, including retention and usage policies.
- [Deep research](https://developers.openai.com/api/docs/guides/deep-research.md): Use deep research models for complex analysis and research tasks.
- [Direct preference optimization](https://developers.openai.com/api/docs/guides/direct-preference-optimization.md): Fine-tune models for subjective decision-making by comparing model outputs.
@@@ -105,9 +107,11 @@ Each entry has a Markdown twin at `/api/docs/<slug>.md`.
- [Manage service accounts with Terraform](https://developers.openai.com/api/docs/guides/terraform/service-accounts.md): Create OpenAI project service accounts, assign least-privilege roles, and manage API keys outside Terraform state.
- [Managing costs](https://developers.openai.com/api/docs/guides/realtime-costs.md): Learn how to monitor and optimize your costs when using the Realtime API.
- [MCP and Connectors](https://developers.openai.com/api/docs/guides/tools-connectors-mcp.md): Use remote MCP servers and OpenAI-maintained connectors for popular services to give models new capabilities.
+- [Mid-turn steering](https://developers.openai.com/api/docs/guides/steering.md): Steer a Responses API workflow over WebSockets, follow continuations, and handle queued input and tool results.
- [Migrate from Agent Builder](https://developers.openai.com/api/docs/guides/agent-builder/migrate-from-agent-builder.md): Learn how to export an Agent Builder workflow and continue with ChatGPT Workspace Agents or the Agents SDK.
- [Migrate from prompt objects](https://developers.openai.com/api/docs/guides/prompting/migrate-from-prompt-object.md): Learn how to migrate from reusable prompt objects to versioned prompts in your application code.
- [Migrate to the Responses API](https://developers.openai.com/api/docs/guides/migrate-to-responses.md)
+- [Misalignment monitoring](https://developers.openai.com/api/docs/guides/safety-checks/misalignment-monitoring.md): Understand misalignment monitoring coverage, handle blocked requests, and receive project safety alerts in your application.
- [Model optimization](https://developers.openai.com/api/docs/guides/model-optimization.md): Ensure quality model outputs with evals and fine-tuning in the OpenAI platform.
- [Model selection](https://developers.openai.com/api/docs/guides/model-selection.md): Learn how to choose the right model by balancing accuracy, latency, and cost for optimal performance.
- [Model, tool, and data controls with Terraform](https://developers.openai.com/api/docs/guides/terraform/project-controls.md): Manage OpenAI project model permissions, hosted-tool permissions, and data-retention controls with Terraform.
@@@ -149,7 +153,7 @@ Each entry has a Markdown twin at `/api/docs/<slug>.md`.
- [Retrieval](https://developers.openai.com/api/docs/guides/retrieval.md): Learn how to search your data using semantic similarity with the OpenAI API.
- [Running agents](https://developers.openai.com/api/docs/guides/agents/running-agents.md): Learn how to run agents, stream output, and choose the right conversation-state strategy in the OpenAI Agents SDK.
- [Safety best practices](https://developers.openai.com/api/docs/guides/safety-best-practices.md): Learn how to implement safety measures like moderation, adversarial testing, human oversight, and prompt engineering to ensure responsible AI deployment.
-- [Safety checks](https://developers.openai.com/api/docs/guides/safety-checks.md): Learn how OpenAI assesses for safety, OpenAI classifiers across safety categories, and implementation tips for how to pass safety checks.
+- [Safety classifiers](https://developers.openai.com/api/docs/guides/safety-checks.md): Learn how API safety classifiers identify potential abuse and how safety identifiers help limit disruption to other users.
- [Safety in building agents](https://developers.openai.com/api/docs/guides/agent-builder-safety.md): Minimize prompt injections and other risks when building agent workflows with OpenAI Agent Builder.
- [Sandbox Agents](https://developers.openai.com/api/docs/guides/agents/sandboxes.md): Learn how sandboxes fit into Agents SDK workflows, when to use them, and how orchestration stays separate from execution.
- [Secure MCP Tunnel](https://developers.openai.com/api/docs/guides/secure-mcp-tunnels.md): Connect private or on-prem MCP servers to supported OpenAI products with an outbound-only MCP tunnel, without exposing them to the public internet.
@@@ -166,7 +170,7 @@ Each entry has a Markdown twin at `/api/docs/<slug>.md`.
- [Tool search](https://developers.openai.com/api/docs/guides/tools-tool-search.md): Use tool search to defer large tool surfaces, group related tools with namespaces, and load only the relevant functions at runtime.
- [Trace grading](https://developers.openai.com/api/docs/guides/trace-grading.md): Use trace grading to create datasets, configure graders, and track evaluation runs for your models.
- [Transcription](https://developers.openai.com/api/docs/guides/transcription.md): Choose between file transcription and realtime transcription, then start with the recommended model for your audio.
-- [Under 18 API Guidance](https://developers.openai.com/api/docs/guides/safety-checks/under-18-api-guidance.md)
+- [Under-18 guidance](https://developers.openai.com/api/docs/guides/safety-checks/under-18-api-guidance.md): Review regulatory standards, safety standards, and best practices for API applications that serve users under 18.
- [Upgrading to GPT-5.4](https://developers.openai.com/api/docs/guides/upgrading-to-gpt-5p4.md): Guidance for upgrading OpenAI API model strings and directly related prompts to GPT-5.4.
- [Upgrading to GPT-5.5](https://developers.openai.com/api/docs/guides/upgrading-to-gpt-5p5.md): Guidance for upgrading OpenAI API model strings and directly related prompts to GPT-5.5.
- [Upgrading to GPT-5.6 Sol](https://developers.openai.com/api/docs/guides/upgrading-to-gpt-5p6-sol.md): Machine-readable guidance for migrating OpenAI API integrations to GPT-5.6 Sol and the GPT-5.6 family.
@@@ -178,6 +182,7 @@ Each entry has a Markdown twin at `/api/docs/<slug>.md`.
- [Using GPT-5.4](https://developers.openai.com/api/docs/guides/latest-model/gpt-5.4.md): Learn how to use, migrate to, and prompt GPT-5.4 in the OpenAI API.
- [Using GPT-5.5](https://developers.openai.com/api/docs/guides/latest-model/gpt-5.5.md): Learn how to use and migrate to GPT-5.5 in the OpenAI API.
- [Using GPT-5.6](https://developers.openai.com/api/docs/guides/latest-model/gpt-5.6.md): Learn how to use and migrate to GPT-5.6, the latest model family in the OpenAI API.
+- [Using GPT-6 Astra](https://developers.openai.com/api/docs/guides/latest-model/gpt-6-astra.md): Learn how to use GPT-6 Astra for reasoning, coding, professional work, and tool-using workflows, and how to migrate from GPT-5.6.
- [Using realtime models](https://developers.openai.com/api/docs/guides/realtime-models-prompting.md): Learn how to use realtime voice models, including Realtime 2 reasoning, preambles, tool use, and migration from earlier realtime models.
- [Using tools](https://developers.openai.com/api/docs/guides/tools.md): Use powerful tools like remote MCP servers, or built-in tools like web search and file search to extend the model's capabilities.
- [Vector embeddings](https://developers.openai.com/api/docs/guides/embeddings.md): Learn how to turn text into numbers, unlocking use cases like search, clustering, and more with OpenAI API embeddings.