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docs: Update blocks formatting in docs/source files (#3120)
**Description:** The standard markdown [!NOTE] format is not supported on Sphinx generated documentation, replacing those instances. Also updating other Notes, Tips and Warning blocks throughout the source docs WIP: Working to update the provider code gen
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Llama Stack (LLS) provides two different APIs for building AI applications with tool calling capabilities: the **Agents API** and the **OpenAI Responses API**. While both enable AI systems to use tools, and maintain full conversation history, they serve different use cases and have distinct characteristics.
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> **Note:** For simple and basic inferencing, you may want to use the [Chat Completions API](https://llama-stack.readthedocs.io/en/latest/providers/index.html#chat-completions) directly, before progressing to Agents or Responses API.
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```{note}
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For simple and basic inferencing, you may want to use the [Chat Completions API](https://llama-stack.readthedocs.io/en/latest/providers/index.html#chat-completions) directly, before progressing to Agents or Responses API.
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```
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## Overview
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- Context retrieval with token limits
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> **Note:** By default, llama stack run.yaml defines toolgroups for web search, wolfram alpha and rag, that are provided by tavily-search, wolfram-alpha and rag providers.
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```{note}
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By default, llama stack run.yaml defines toolgroups for web search, wolfram alpha and rag, that are provided by tavily-search, wolfram-alpha and rag providers.
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```
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## Model Context Protocol (MCP)
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