From 42926731fd4e4c513982f6fa4249fcdde6f797e0 Mon Sep 17 00:00:00 2001
From: Swapna Lekkala <swapna942@meta.com>
Date: Tue, 9 Sep 2025 11:22:03 -0700
Subject: [PATCH] fix docs

---
 .../langchain/Llama_Stack_LangChain.ipynb          | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/docs/notebooks/langchain/Llama_Stack_LangChain.ipynb b/docs/notebooks/langchain/Llama_Stack_LangChain.ipynb
index afbffd931..7f875fdde 100644
--- a/docs/notebooks/langchain/Llama_Stack_LangChain.ipynb
+++ b/docs/notebooks/langchain/Llama_Stack_LangChain.ipynb
@@ -17,7 +17,7 @@
     "\n",
     "### What You'll See\n",
     "\n",
-    "1. Setting up LlamaStack server with Together AI provider\n",
+    "1. Setting up LlamaStack server with Fireworks AI provider\n",
     "2. Creating and Querying Vector Stores\n",
     "3. Building RAG chains with LangChain + LLAMAStack\n",
     "4. Querying the chain for relevant information\n",
@@ -76,7 +76,7 @@
     "#### Build and Start LlamaStack Server\n",
     "\n",
     "This section sets up the LlamaStack server with:\n",
-    "- **Together AI** as the inference provider\n",
+    "- **Fireworks AI** as the inference provider\n",
     "- **Sentence Transformers** for embeddings\n",
     "\n",
     "The server runs on `localhost:8321` and provides OpenAI-compatible endpoints."
@@ -205,7 +205,7 @@
     "\n",
     "Create a client connection to the LlamaStack server with API keys for different providers:\n",
     "\n",
-    "- **Fireworks API Key**: For Together AI models\n",
+    "- **Fireworks API Key**: For Fireworks models\n",
     "\n"
    ]
   },
@@ -496,8 +496,8 @@
     "Set up LangChain to use LlamaStack's OpenAI-compatible API:\n",
     "\n",
     "- **Base URL**: Points to LlamaStack's OpenAI endpoint\n",
-    "- **Headers**: Include Together AI API key for model access\n",
-    "- **Model**: Use Meta Llama 3.1 8B model via Together AI"
+    "- **Headers**: Include Fireworks API key for model access\n",
+    "- **Model**: Use Meta Llama v3p1 8b instruct model for inference"
    ]
   },
   {
@@ -576,7 +576,7 @@
     "\n",
     "Build a LangChain pipeline that combines:\n",
     "\n",
-    "1. **Vector Search**: Query LlamaStack's vector database\n",
+    "1. **Vector Search**: Query LlamaStack's Open AI compatible Vector Store\n",
     "2. **Context Assembly**: Format retrieved documents\n",
     "3. **Prompt Template**: Structure the input for the LLM\n",
     "4. **LLM Generation**: Generate answers using context\n",
@@ -714,7 +714,7 @@
     "\n",
     "- **LlamaStack** for infrastructure (LLM serving + Vector Store)\n",
     "- **LangChain** for orchestration (prompts + chains)\n",
-    "- **Together AI** for high-quality language models\n",
+    "- **Fireworks** for high-quality language models\n",
     "\n",
     "### Key Benefits\n",
     "\n",