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@@@ -62,7 +62,7 @@

- [Manage endpoints and deployments](https://docs.together.ai/docs/dedicated-endpoints/manage.md): Create, update, and delete resources for dedicated model inference.

- [Configure autoscaling](https://docs.together.ai/docs/dedicated-endpoints/scaling.md): Autoscale a deployment between replica bounds, pick the right scaling metric, and understand the cost tradeoff.

- [Migrate from v1](https://docs.together.ai/docs/dedicated-endpoints/migrate-from-v1.md): Move a dedicated endpoint from the v1 API to the v2 dedicated model inference resource model.

- [Overview](https://docs.together.ai/docs/dedicated-endpoints/route-traffic.md): Learn how to route traffic to a deployment, and explore advanced strategies to change how traffic moves over time.

- [Overview](https://docs.together.ai/docs/dedicated-endpoints/route-traffic.md): Route traffic to a deployment, and explore strategies that change how traffic moves over time.

- [Split traffic across deployments](https://docs.together.ai/docs/dedicated-endpoints/split-traffic.md): Run multiple deployments on one endpoint and split requests between them by weight.

- [Run an A/B test](https://docs.together.ai/docs/dedicated-endpoints/ab-tests.md): Compare a candidate deployment against a baseline on live traffic.

- [Run a shadow experiment](https://docs.together.ai/docs/dedicated-endpoints/shadow-experiments.md): Mirror a sampled fraction of endpoint traffic to a target deployment without affecting the client response.

@@@ -75,21 +75,21 @@

- [Sprocket SDK](https://docs.together.ai/docs/deployments-sprocket.md): A Python SDK for building inference workers that support both synchronous and asynchronous requests via Together's platform.

- [Queue API](https://docs.together.ai/docs/deployments-queue.md): Submit, monitor, and manage asynchronous jobs for your Dedicated Container deployments.

- [Sprocket SDK reference](https://docs.together.ai/reference/dci-reference-sprocket.md): API reference for Sprocket classes, functions, and configuration.

- [Overview](https://docs.together.ai/docs/gpu-clusters-overview.md): High-performance GPU clusters for training, fine-tuning, and large-scale AI workloads

- [Overview](https://docs.together.ai/docs/gpu-clusters-overview.md): High-performance GPU clusters for training, fine-tuning, and large-scale AI workloads.

- [Quickstart](https://docs.together.ai/docs/gpu-clusters-quickstart.md): Get started with GPU Clusters in minutes.

- [Cluster management](https://docs.together.ai/docs/gpu-clusters-management.md): Manage, scale, and operate your GPU clusters

- [Cluster management](https://docs.together.ai/docs/gpu-clusters-management.md): Manage, scale, and operate your GPU clusters.

- [Health checks](https://docs.together.ai/docs/health-checks.md): Monitor GPU node health with active diagnostic tests and continuous passive monitoring.

- [Node repair](https://docs.together.ai/docs/node-repair.md): Restore unhealthy GPU nodes through automated recommendations or manual repair actions.

- [Cluster storage](https://docs.together.ai/docs/cluster-storage.md): Understand storage types, persistence, and best practices for GPU clusters

- [Billing & pricing](https://docs.together.ai/docs/gpu-clusters-billing.md): Understand billing, pricing, and lifecycle policies for GPU Clusters

- [Cluster storage](https://docs.together.ai/docs/cluster-storage.md): Understand storage types, persistence, and best practices for GPU clusters.

- [Billing & pricing](https://docs.together.ai/docs/gpu-clusters-billing.md): Understand billing, pricing, and lifecycle policies for GPU clusters.

- [Set up OIDC authentication](https://docs.together.ai/docs/cluster-oidc.md): Authenticate team members to a GPU cluster's Kubernetes API using your organization's identity provider.

- [Slurm management system](https://docs.together.ai/docs/slurm.md)

- [Slurm configuration](https://docs.together.ai/docs/slurm-configuration.md): Customize Slurm cluster settings to match your workload requirements

- [Slurm configuration](https://docs.together.ai/docs/slurm-configuration.md): Customize Slurm cluster settings to match your workload requirements.

- [Slurm startup scripts](https://docs.together.ai/docs/slurm-startup-scripts.md): Configure lifecycle hook scripts that run automatically at node startup, job start, and job completion.

- [Run nanochat on instant clusters](https://docs.together.ai/docs/nanochat-on-instant-clusters.md): Train Andrej Karpathy's end-to-end ChatGPT clone on Together's on-demand GPU clusters.

- [Gang-schedule GPU jobs with Volcano](https://docs.together.ai/docs/volcano-on-gpu-clusters.md): Install the Volcano scheduler and run gang-scheduled GPU jobs on a Together Kubernetes cluster.

- [Queue GPU jobs with Kueue](https://docs.together.ai/docs/kueue-on-gpu-clusters.md): Install Kueue and gate GPU jobs on quota so a shared cluster admits work as capacity frees up.

- [API & integrations](https://docs.together.ai/docs/gpu-clusters-api.md): Manage clusters programmatically with the Together CLI, REST API, and SkyPilot

- [API & integrations](https://docs.together.ai/docs/gpu-clusters-api.md): Manage clusters programmatically with the Together CLI, REST API, and SkyPilot.

- [Overview](https://docs.together.ai/docs/fine-tuning/overview.md): Adapt a base model to a task by training it on your data.

- [Fine-tuning quickstart](https://docs.together.ai/docs/fine-tuning/quickstart.md): Prepare a conversational dataset, launch a LoRA job on Qwen3.5 9B, and evaluate the fine-tuned model.

- [Pricing](https://docs.together.ai/docs/fine-tuning/pricing.md): Fine-tuning is billed per token processed, scaled by model size, training method, and training type.

@@@ -107,14 +107,14 @@

- [Troubleshooting fine-tuning jobs](https://docs.together.ai/docs/fine-tuning/troubleshooting.md): Diagnose failed or cancelled fine-tuning jobs, understand job timing, and resolve common errors.

- [Deploy a fine-tuned model](https://docs.together.ai/docs/fine-tuning/deployment.md): Serve your fine-tuned model on a dedicated endpoint or download it for local inference.

- [Code interpreter](https://docs.together.ai/docs/together-code-interpreter.md): Execute LLM-generated code seamlessly with a simple API call.

- [Code sandbox](https://docs.together.ai/docs/together-code-sandbox.md): Level-up generative code tooling with fast, secure code sandboxes at scale

- [Manage your account](https://docs.together.ai/docs/account-management.md): Sign up for Together AI, get your API key, and manage your account settings

- [Code sandbox](https://docs.together.ai/docs/together-code-sandbox.md): Run generative code tooling in fast, secure sandboxes at scale.

- [Manage your account](https://docs.together.ai/docs/account-management.md): Sign up for Together AI, get your API key, and manage your account settings.

- [Authentication](https://docs.together.ai/docs/api-keys-authentication.md): Create, manage, and authenticate with project-scoped API keys.

- [IAM model](https://docs.together.ai/docs/identity-access-management.md): How users, credentials, and resources are organized across the Together platform

- [Organizations](https://docs.together.ai/docs/organizations.md): Create and manage your Together organization, invite members, and configure billing

- [IAM model](https://docs.together.ai/docs/identity-access-management.md): How users, credentials, and resources are organized across the Together platform.

- [Organizations](https://docs.together.ai/docs/organizations.md): Create and manage your Together organization, invite members, and configure billing.

- [Projects](https://docs.together.ai/docs/projects.md): Create isolated workspaces to organize resources, manage team access, and scope API keys.

- [Roles & permissions (RBAC)](https://docs.together.ai/docs/roles-permissions.md): Understand organization and project role-based access control (RBAC), including the admin, developer, and editor roles, and what each can do across Together

- [Single sign-on (SSO)](https://docs.together.ai/docs/sso.md): Connect your Identity Provider for secure, automated team access to Together

- [Roles & permissions (RBAC)](https://docs.together.ai/docs/roles-permissions.md): Understand organization and project role-based access control (RBAC), including the admin, developer, and editor roles, and what each can do across Together.

- [Single sign-on (SSO)](https://docs.together.ai/docs/sso.md): Connect your Identity Provider for secure, automated team access to Together.

- [Privacy and security](https://docs.together.ai/docs/privacy-and-security.md): How Together handles your inputs, outputs, and account data, plus enterprise options for data residency and private networking.

- [Zero data retention](https://docs.together.ai/docs/zero-data-retention.md): Together's zero data retention policy and how to enable it.

- [Credits](https://docs.together.ai/docs/billing-credits.md): Understanding credits and billing basics on Together AI.

@@@ -137,19 +137,19 @@

- [DeepSeek V4 Pro quickstart](https://docs.together.ai/docs/deepseek-v4-quickstart.md): Call DeepSeek V4 Pro on Together for hybrid reasoning, long-context, and tool-using workloads.

- [Kimi K2.6 quickstart](https://docs.together.ai/docs/kimi-k2.6-quickstart.md): Get the most out of Moonshot AI's Kimi K2.6 multimodal model for vision, reasoning, and agentic tool use.

- [GPT-OSS quickstart](https://docs.together.ai/docs/gpt-oss.md): Get started with OpenAI's GPT-OSS, open-source reasoning model duo.

- [FLUX.2 quickstart](https://docs.together.ai/docs/quickstart-flux.md): Learn how to use FLUX.2, the next generation image model with advanced prompting capabilities

- [FLUX Kontext quickstart](https://docs.together.ai/docs/quickstart-flux-kontext.md): Learn how to use Flux's new in-context image generation models

- [FLUX.2 quickstart](https://docs.together.ai/docs/quickstart-flux.md): Use FLUX.2, the next generation image model with advanced prompting capabilities.

- [FLUX Kontext quickstart](https://docs.together.ai/docs/quickstart-flux-kontext.md): Use FLUX Kontext for in-context image generation.

- [Wan 2.7 quickstart](https://docs.together.ai/docs/wan2.7-quickstart.md): Generate videos from text, images, and reference materials with the Wan 2.7 model family.

- [Seedance 2.5 quickstart](https://docs.together.ai/docs/seedance2.5-quickstart.md): Generate multi-shot videos with synchronized audio from text, image, video, and audio inputs.

- [Build a phone voice agent with Together AI](https://docs.together.ai/docs/how-to-build-phone-voice-agent.md): Create a real-time phone voice agent from scratch with Twilio Media Streams, Together AI realtime STT, chat completions, realtime TTS, and local voice activity detection.

- [Build a lovable clone with Kimi K2](https://docs.together.ai/docs/how-to-build-a-lovable-clone-with-kimi-k2.md): Learn how to build a full-stack Next.js app that can generate React apps with a single prompt.

- [Build a lovable clone with Kimi K2](https://docs.together.ai/docs/how-to-build-a-lovable-clone-with-kimi-k2.md): Build a full-stack Next.js app that generates React apps from a single prompt.

- [Build a CSV data analysis app with the code interpreter](https://docs.together.ai/docs/csv-data-analysis-with-code-interpreter.md): Build a full-stack Next.js app that answers questions about CSV data with AI-generated Python code.

- [Build a resume-to-website app with structured outputs](https://docs.together.ai/docs/pdf-to-website-with-structured-outputs.md): Build an AI-powered site builder that turns PDF resumes into personal websites with structured outputs.

- [Build an AI data analyst](https://docs.together.ai/docs/data-analyst-agent.md): Build an AI data analyst with code interpreter, E2B, and Together AI.

- [Build a real-time image generator with Flux and Together AI](https://docs.together.ai/external-link-02.md)

- [Build an open source NotebookLM](https://docs.together.ai/docs/open-notebooklm-pdf-to-podcast.md): Build an open source NotebookLM that turns a PDF into a podcast.

- [Build an interactive AI tutor with Llama 3.1](https://docs.together.ai/docs/ai-tutor.md): Learn how to create LlamaTutor from scratch, an open source AI tutor with 90k users.

- [Build an audio transcription app with Whisper](https://docs.together.ai/docs/how-to-build-real-time-audio-transcription-app.md): Learn how to build a real-time AI audio transcription app with Whisper, Next.js, and Together AI.

- [Build an interactive AI tutor with Llama 3.1](https://docs.together.ai/docs/ai-tutor.md): Create LlamaTutor from scratch, an open source AI tutor with 90k users.

- [Build an audio transcription app with Whisper](https://docs.together.ai/docs/how-to-build-real-time-audio-transcription-app.md): Build a real-time AI audio transcription app with Whisper, Next.js, and Together AI.

- [Build a chat API on Render](https://docs.together.ai/docs/render-chat-api.md): Deploy an authenticated single-turn chat API backed by Together AI to a Render web service.

- [Build a coding agent](https://docs.together.ai/docs/how-to-build-coding-agents.md): Build a simple code editing agent from scratch in 400 lines of code.

- [Agent workflows](https://docs.together.ai/docs/workflows.md): Orchestrating together multiple language model calls to solve complex tasks.

@@@ -159,26 +159,26 @@

- [Iterative workflow](https://docs.together.ai/docs/iterative-workflow.md): Iteratively call LLMs to optimize task performance.

- [Together mixture of agents (MoA)](https://docs.together.ai/docs/mixture-of-agents.md)

- [Agent integrations](https://docs.together.ai/docs/agent-integrations.md): Use OSS agent frameworks with Together AI.

-- [CrewAI](https://docs.together.ai/docs/crewai.md): Using CrewAI with Together

-- [LangGraph](https://docs.together.ai/docs/langgraph.md): Using LangGraph with Together AI

-- [DSPy](https://docs.together.ai/docs/dspy.md): Using DSPy with Together AI

-- [PydanticAI](https://docs.together.ai/docs/pydanticai.md): Using PydanticAI with Together

-- [Agno](https://docs.together.ai/docs/agno.md): Using Agno with Together AI

-- [AutoGen(AG2)](https://docs.together.ai/docs/autogen.md): Using AutoGen(AG2) with Together AI

-- [Composio](https://docs.together.ai/docs/composio.md): Using Composio With Together AI

+- [CrewAI](https://docs.together.ai/docs/crewai.md): Using CrewAI with Together.

+- [LangGraph](https://docs.together.ai/docs/langgraph.md): Using LangGraph with Together AI.

+- [DSPy](https://docs.together.ai/docs/dspy.md): Using DSPy with Together AI.

+- [PydanticAI](https://docs.together.ai/docs/pydanticai.md): Using PydanticAI with Together.

+- [Agno](https://docs.together.ai/docs/agno.md): Using Agno with Together AI.

+- [AutoGen(AG2)](https://docs.together.ai/docs/autogen.md): Using AutoGen(AG2) with Together AI.

+- [Composio](https://docs.together.ai/docs/composio.md): Use Composio with Together AI.

- [Configure Claude Code, Codex, and ChatGPT with Together AI models](https://docs.together.ai/docs/how-to-use-togetherlink.md): Use TogetherLink to run Claude Code, Codex CLI, ChatGPT Desktop, Pi Code, and OpenCode with models hosted by Together AI.

- [Configure Kimi Code with Together AI models](https://docs.together.ai/docs/how-to-use-kimi-code.md): Power Moonshot AI's coding agent with Together AI-hosted models.

- [Configure Cline with Together AI models](https://docs.together.ai/docs/how-to-use-cline.md): Learn how to power Cline (an AI coding agent) with Together AI models.

- [Configure OpenCode with Together AI models](https://docs.together.ai/docs/how-to-use-opencode.md): Learn how to power OpenCode (a powerful terminal-based AI coding agent) with Together AI models.

- [Configure Qwen Code with Together AI models](https://docs.together.ai/docs/how-to-use-qwen-code.md): Learn how to power Qwen Code with Together AI models.

- [Configure OpenClaw with Together AI models](https://docs.together.ai/docs/how-to-use-openclaw.md): Learn how to power OpenClaw (an autonomous agent) with Together AI models.

- [Configure Cline with Together AI models](https://docs.together.ai/docs/how-to-use-cline.md): Power Cline, an AI coding agent, with Together AI models.

- [Configure OpenCode with Together AI models](https://docs.together.ai/docs/how-to-use-opencode.md): Power OpenCode, a terminal-based AI coding agent, with Together AI models.

- [Configure Qwen Code with Together AI models](https://docs.together.ai/docs/how-to-use-qwen-code.md): Power Qwen Code with Together AI models.

- [Configure OpenClaw with Together AI models](https://docs.together.ai/docs/how-to-use-openclaw.md): Power OpenClaw, an autonomous agent, with Together AI models.

- [Retrieval-augmented generation (RAG) quickstart](https://docs.together.ai/docs/quickstart-retrieval-augmented-generation-rag.md): Build a RAG workflow in under five minutes.

- [Build a RAG workflow](https://docs.together.ai/docs/building-a-rag-workflow.md): Learn how to build a RAG workflow with Together AI embedding and chat endpoints!

- [Build a RAG workflow](https://docs.together.ai/docs/building-a-rag-workflow.md): Build a RAG workflow with Together AI embedding and chat endpoints.

- [Implement contextual RAG from Anthropic](https://docs.together.ai/docs/how-to-implement-contextual-rag-from-anthropic.md): An open source line-by-line implementation of contextual RAG from Anthropic.

- [Improve search with rerankers](https://docs.together.ai/docs/how-to-improve-search-with-rerankers.md): Improve semantic search quality with reranker models.

- [Build an AI search engine](https://docs.together.ai/docs/ai-search-engine.md): Build an open source AI search engine inspired by Perplexity with Next.js and Together AI.

- [Quickstart: How to do OCR](https://docs.together.ai/docs/quickstart-how-to-do-ocr.md): A step by step guide on how to do OCR with Together AI's vision models with structured outputs

- [Python v2 SDK Migration Guide](https://docs.together.ai/docs/pythonv2-migration-guide.md): Migrate from Together Python v1 to v2 - the new Together AI Python SDK with improved type safety and modern architecture.

- [OCR quickstart](https://docs.together.ai/docs/quickstart-how-to-do-ocr.md): Run OCR on documents with Together AI vision models and structured outputs.

- [Python v2 SDK migration guide](https://docs.together.ai/docs/pythonv2-migration-guide.md): Migrate from Together Python v1 to v2 - the new Together AI Python SDK with improved type safety and modern architecture.

- [Hugging Face Inference quickstart](https://docs.together.ai/docs/quickstart-using-hugging-face-inference.md): Use Together models with Hugging Face Inference.

- [Vercel AI SDK quickstart](https://docs.together.ai/docs/using-together-with-vercels-ai-sdk.md): Use Together models with the Vercel AI SDK.

- [Mastra quickstart](https://docs.together.ai/docs/using-together-with-mastra.md): Use Together models with Mastra.