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    "excerpt": "LoRA: Trains a small set of adapter weights on top of the frozen base model... Full fine-tuning: Updates every weight in the base model.",
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    "excerpt": "Make your AI coding agent Together-AI-aware with ready-made skills for code generation and an MCP server for live docs lookup.",
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    "url": "https://docs.together.ai/docs/serverless/overview.md",
    "excerpt": "Automatic: There is no header, parameter, or account toggle to enable it. Send the same prompt prefix again and any portion that's still warm in the shared cache is billed at the cached rate.",
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    "url": "https://docs.together.ai/docs/serverless/rate-limits.md",
    "excerpt": "Together uses dynamic rate limits instead of fixed thresholds. Each organization has a dynamic rate per model that adjusts based on: The model's live capacity. Your recent successful usage on that model.",
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    "url": "https://docs.together.ai/docs/inference/function-calling/overview.md",
    "excerpt": "Function calling (also called *tool calling*) lets LLMs respond with structured function names and arguments that you can execute in your application.",
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    "url": "https://docs.together.ai/docs/fine-tuning-overview.md",
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    "url": "https://docs.together.ai/docs/dedicated-endpoints/overview.md",
    "excerpt": "Fine-tuned models: Deploy a model you fine-tuned from a supported base model.",
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    "tier": "claimed-docs",
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    "excerpt": "12 domain-specific skills that load on demand and teach your agent how to write correct Together AI code (right model IDs, SDK patterns, best practices)",
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    "tier": "claimed-docs",
    "url": "https://docs.together.ai/docs/agent-skills.md",
    "excerpt": "Gives your agent live access to this documentation site so it can look up current information without leaving your editor.",
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    "id": "together-ai-docs-21",
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    "url": "https://docs.together.ai/docs/serverless/overview.md",
    "excerpt": "Call chat, image, audio, embedding, and more through one API.",
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    "tier": "claimed-docs",
    "url": "https://docs.together.ai/docs/serverless/overview.md",
    "excerpt": "Send the same prompt prefix again and any portion that's still warm in the shared cache is billed at the cached rate.",
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  },
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    "id": "together-ai-docs-23",
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    "excerpt": "Together AI handles the full lifecycle: data upload, training, hosting, and inference on a dedicated endpoint.",
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    "excerpt": "12 domain-specific skills that load on demand and teach your agent how to write correct Together AI code (right model IDs, SDK patterns, best practices).",
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  {
    "id": "together-ai-docs-25",
    "tier": "claimed-docs",
    "url": "https://docs.together.ai/docs/dedicated-endpoints/overview.md",
    "excerpt": "tg beta endpoints deploy google/gemma-4-E4B-it --endpoint my-endpoint",
    "fetchedAt": "2026-09-04T21:05:19.143Z"
  },
  {
    "id": "together-ai-gh-2",
    "tier": "github",
    "url": "https://github.com/togethercomputer/together-typescript",
    "excerpt": "This library provides convenient access to the Together REST API from server-side TypeScript or JavaScript.",
    "fetchedAt": "2026-09-04T21:05:19.143Z"
  },
  {
    "id": "together-ai-docs-26",
    "tier": "claimed-docs",
    "url": "https://docs.together.ai/docs/serverless/overview.md",
    "excerpt": "you can prototype on serverless and move to reserved hardware later without changing your application code",
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    "tier": "claimed-docs",
    "url": "https://docs.together.ai/docs/serverless/overview.md",
    "excerpt": "Select serverless chat models bill cached input tokens at a steep discount... Automatic: There is no header, parameter, or account toggle to enable it.",
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  },
  {
    "id": "together-ai-docs-28",
    "tier": "claimed-docs",
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    "excerpt": "Fine-tuning tailors a pretrained model to a smaller, targeted dataset so it performs better on a specific task or domain. Together AI handles the full lifecycle: data upload, training, hosting, and inference",
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  },
  {
    "id": "together-ai-docs-29",
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    "url": "https://docs.together.ai/docs/agent-skills.md",
    "excerpt": "12 domain-specific skills that load on demand and teach your agent how to write correct Together AI code",
    "fetchedAt": "2026-09-04T21:07:26.280Z"
  },
  {
    "id": "together-ai-docs-30",
    "tier": "claimed-docs",
    "url": "https://docs.together.ai/docs/agent-skills.md",
    "excerpt": "Docs MCP server: Gives your agent live access to this documentation site so it can look up current information without leaving your editor.",
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  },
  {
    "id": "together-ai-docs-31",
    "tier": "claimed-docs",
    "url": "https://docs.together.ai/docs/dedicated-endpoints/overview.md",
    "excerpt": "Dedicated model inference (DMI) lets you serve a model on reserved hardware... Better performance... No hard rate limits",
    "fetchedAt": "2026-09-04T21:07:26.280Z"
  },
  {
    "id": "together-ai-comm-1",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/37436498",
    "excerpt": "Together AI's privacy policy collects broad personal data including prompts, IP addresses, and contact info, with vague language allowing use 'for other purposes' - criticized as a privacy nightmare similar to OpenAI's.",
    "fetchedAt": "2026-09-04T21:09:10.483Z"
  },
  {
    "id": "together-ai-comm-2",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/37436498",
    "excerpt": "Colleague and I were discussing need for a service like this. Their pricing is much cheaper than self-hosting Llama-2-70B on AWS ($20.36/hr), but the TOS makes it completely unviable.",
    "fetchedAt": "2026-09-04T21:09:10.483Z"
  },
  {
    "id": "together-ai-comm-3",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/38463034",
    "excerpt": "the price is pretty low... 4B MODEL, PRICE 1K TOKENS: $0.0001. register with an email, test account has $25 credit, python API as well, good to have some fun with the API integrated with other systems.",
    "fetchedAt": "2026-09-04T21:09:10.483Z"
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  {
    "id": "together-ai-comm-4",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/38463034",
    "excerpt": "I've explored most of the inference as a service platforms, theirs is particularly nice. (Clear/simple UI, good pricing, good speed.)",
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    "id": "together-ai-comm-5",
    "tier": "community",
    "url": "https://hn.algolia.com/api/v1/items/42400274",
    "excerpt": "'Together AI has quickly grown into the leading hosting platform for AI' - Lol. Definitely not. I went through pricing and large scale deployment of an AI system last week. Together AI is at the bottom of the pile. These are much better options: cerebras.ai, deepinfra.com, hyperbolic.xyz.",
    "fetchedAt": "2026-09-04T21:09:10.483Z"
  },
  {
    "id": "together-ai-probe-1",
    "tier": "probe",
    "url": "https://docs.together.ai/llms.txt",
    "excerpt": "PROBE llms.txt: HTTP 200 at https://docs.together.ai/llms.txt # Together AI docs\n\n> Documentation for the Together AI platform for inference and training.\n\n- [Overview](https://docs.",
    "fetchedAt": "2026-09-04T21:10:10.696Z"
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  {
    "id": "together-ai-probe-2",
    "tier": "probe",
    "url": "https://docs.together.ai/intro.md",
    "excerpt": "PROBE docs-md: HTTP 200 at https://docs.together.ai/intro.md > ## Documentation Index\n> Fetch the complete documentation index at: https://docs.together.ai/llms.txt\n> Use this file",
    "fetchedAt": "2026-09-04T21:10:10.696Z"
  },
  {
    "id": "together-ai-probe-3",
    "tier": "probe",
    "url": "https://docs.together.ai/openapi.json",
    "excerpt": "PROBE openapi: all candidate paths 404 (https://docs.together.ai/openapi.json, https://docs.together.ai/swagger.json, https://docs.together.ai/api/openapi.json, https://docs.together.ai/.well-known/openapi.json)",
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    "id": "together-ai-probe-4",
    "tier": "probe",
    "url": "https://docs.together.ai/docs/agent-skills",
    "excerpt": "official MCP server documented at https://docs.together.ai/docs/agent-skills",
    "fetchedAt": "2026-09-04T21:10:10.696Z"
  },
  {
    "id": "together-ai-probe-rt-1",
    "tier": "probe",
    "url": "https://api.together.xyz/v1/models",
    "excerpt": "PROBE models-endpoint (2026-09-04): GET https://api.together.xyz/v1/models without a key returned HTTP 401 (Missing API key) \u2014 the OpenAI-style models endpoint is live and speaks JSON, but enumerating the catalog requires an API key.",
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  },
  {
    "id": "together-ai-probe-rt-2",
    "tier": "probe",
    "url": "https://status.together.ai",
    "excerpt": "PROBE status-page (2026-09-04): https://status.together.ai returns HTTP 200 and renders a public service-status page (page body includes \"operational\").",
    "fetchedAt": "2026-09-04T21:11:21.000Z"
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  {
    "id": "together-ai-probe-rt-3",
    "tier": "probe",
    "url": "https://docs.together.ai/mcp",
    "excerpt": "PROBE mcp-endpoint (2026-09-04): POST initialize to https://docs.together.ai/mcp answered HTTP 200 with a JSON-RPC/MCP response (event: message data: {\"result\":{\"protocolVersion\":\"2025-06-18\",\"capabilities\":{\"tools\":{\"listChanged\":true},\"resources\":{\"listChanged\":true}) \u2014 a live, publicly reachable MCP server.",
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