Prompt Chains

Augment Conversations with Web Search and Summarization

OpenAI guide introducing the stateful, multi-tool, multimodal Responses API versus Chat Completions and Assistants.

gpt 4o gpt-4o

90 29 days ago

Visualize Data Embeddings with Kangas

A notebook that builds a Kangas DataGrid with 2D embedding projections, colored by score and groupable in the browser.

gpt 4o githubopenai

82 22 days ago

Visualize AI Embeddings with Wandb

A notebook that logs embeddings to Weights & Biases and renders them as a 2D projection with PCA, UMAP, or t-SNE.

gpt 4o openaiwandb

76 29 days ago

gpt 3 5gpt 4o openaillamaindex

Analyze Financial Documents with LlamaIndex

Notebook using LlamaIndex to extract and compare insights across long SEC 10-K filings with a RAG pipeline.

81 5 days ago

Index and Search Embeddings with Chroma

OpenAI cookbook indexing and searching OpenAI embeddings in Chroma, an open-source self-hosted in-memory vector database.

gpt 4o openaichroma

77 23 days ago

Answer Questions with Contextual Data Retrieval

OpenAI cookbook comparing naive RAG, distance filtering, and HyDE for robust question answering with Chroma.

gpt 4o openaichroma

93 last month

gpt 4ogemini 2 0 openaielasticsearchgithub

Perform Semantic Search with Elasticsearch and OpenAI

Notebook indexing OpenAI Wikipedia embeddings into Elasticsearch and running kNN semantic search over them.

76 5 days ago

gpt 4o openaiazure data explorer

Query Kusto with OpenAI Embeddings for Semantic Search

A notebook using Azure Data Explorer (Kusto) as a vector database for OpenAI embeddings and cosine similarity search.

69 22 days ago

gpt 4o openaimilvushuggingface

Search Movies with Vector Embeddings and Metadata Filters

Find movies by description with OpenAI embeddings in Milvus, narrowed by metadata filters like type, release year, and rating.

72 last month

Build Semantic Search with MongoDB Atlas Vector Search

OpenAI notebook building a semantic movie-search app with MongoDB Atlas Vector Search over the sample_mflix dataset.

gpt 4o openaimongodb

92 29 days ago

gpt 4o openaimyscaleclickhouse

Query OpenAI Embeddings with MyScale Vector Database

OpenAI cookbook for using MyScale, a ClickHouse-based SQL+vector database, for nearest-neighbor search on OpenAI embeddings.

93 last month

Index and Search Embeddings with Pinecone

An OpenAI Cookbook walkthrough of embedding data and indexing it in Pinecone with title/content namespaces for production-capable similarity search.

gpt 4o openaipinecone

77 last month