registry.yaml

# yaml-language-server: $schema=./.github/registry_schema.json

# This file is used to generate cookbook.openai.com. It specifies which paths we
# should build pages for, and indicates metadata such as tags, creation date and
# authors for each page.

- title: Realtime Eval Guide
  path: examples/Realtime_eval_guide.ipynb
  slug: realtime-eval-guide
  date: 2026-01-25
  authors:
    - minh-hoque
  tags:
    - realtime
    - speech
    - audio
    - responses
    - evals

- title: Build your own content fact checker with gpt-oss-120B, Cerebras, and Parallel
  path: articles/gpt-oss/build-your-own-fact-checker-cerebras.ipynb
  slug: build-your-own-fact-checker-cerebras
  description: Cookbook to build a content fact checker with gpt-oss-120B on Cerebras using Parallel.
  date: 2026-01-13
  authors:
    - zhenweig-cerebras
  tags:
    - gpt-oss
    - open-models
    - fact-checking
    - search
    - reasoning
    - cerebras

- title: Transcribing User Audio with a Separate Realtime Request
  path: examples/Realtime_out_of_band_transcription.ipynb
  slug: realtime-out-of-band-transcription
  description: Cookbook to transcribe user audio using out-of-band Realtime sessions.
  date: 2025-11-20
  authors:
    - minh-hoque
  tags:
    - realtime
    - transcription
    - voice
    - speech
    - audio

- title: Self-Evolving Agents - A Cookbook for Autonomous Agent Retraining
  path: examples/partners/self_evolving_agents/autonomous_agent_retraining.ipynb
  slug: autonomous-agent-retraining
  date: 2025-11-04
  authors:
    - shikhar-cyber
    - Calvin Maguranis
    - Valentina Frenkel
    - Fanny Perraudeau
    - Giorgio Saladino
  tags:
    - partners
    - self-evolving-agents
    - evals
    - llmops
    - prompt-engineering
    - agent-retraining

- title: User guide for gpt-oss-safeguard
  path: articles/gpt-oss-safeguard-guide.md
  slug: gpt-oss-safeguard-guide
  date: 2025-10-29
  authors:
    - roost
  tags:
    - gpt-oss
    - open-models
    - guardrails

- title: Build, deploy, and optimize agentic workflows with AgentKit
  path: examples/agentkit/agentkit_walkthrough.ipynb
  slug: agentkit-walkthrough
  date: 2025-10-17
  authors:
    - nikhils-oai
  tags:
    - agentkit
    - evals

- title: Building with Realtime Mini
  path: examples/building_w_rt_mini/building_w_rt_mini.ipynb
  slug: building-w-rt-mini
  date: 2025-10-11
  authors:
    - carter-oai
  tags:
    - gpt-realtime-mini

- title: Sora 2 Prompting Guide
  path: examples/sora/sora2_prompting_guide.ipynb
  slug: sora2-prompting-guide
  description: Cookbook to craft effective video prompts for Sora 2 generation.
  date: 2025-10-06
  authors:
    - rkoenig-openai
    - joanneshin-openai
  tags:
    - sora
    - prompt

- title: Using PLANS.md for multi-hour problem solving
  path: articles/codex_exec_plans.md
  slug: codex-exec-plans
  date: 2025-10-07
  authors:
    - aaronfriel
  tags:
    - codex
    - gpt-5
    - planning
    - documentation
    - agents

- title: Building Consistent Workflows with Codex CLI & Agents SDK
  path: examples/codex/codex_mcp_agents_sdk/building_consistent_workflows_codex_cli_agents_sdk.ipynb
  slug: building-consistent-workflows-codex-cli-agents-sdk
  date: 2025-10-01
  authors:
    - jhall-openai
    - charlie-openai
  tags:
    - agents-sdk
    - codex
    - mcp

- title: GPT-5 Troubleshooting Guide
  path: examples/gpt-5/gpt-5_troubleshooting_guide.ipynb
  slug: gpt-5-troubleshooting-guide
  date: 2025-09-17
  authors:
    - prashantmital-openai
    - bfioca-openai
    - carter-oai
  tags:
    - gpt-5
    - prompt-optimization

- title: Context Engineering - Short-Term Memory Management with Sessions from OpenAI Agents SDK
  path: examples/agents_sdk/session_memory.ipynb
  slug: session-memory
  date: 2025-09-09
  authors:
    - emreokcular
  tags:
    - agents-sdk

- title: Automating Code Quality and Security Fixes with Codex CLI on GitLab
  path: examples/codex/secure_quality_gitlab.md
  slug: secure-quality-gitlab
  date: 2025-08-29
  authors:
    - jonlim-openai
    - pap-openai
  tags:
    - codex

- title: Realtime Prompting Guide
  path: examples/Realtime_prompting_guide.ipynb
  slug: realtime-prompting-guide
  date: 2025-08-28
  authors:
    - minh-hoque
  tags:
    - realtime
    - speech
    - audio
    - responses

- title: "Fine-tune gpt-oss for better Korean language performance"
  path: articles/gpt-oss/fine-tune-korean.ipynb
  slug: fine-tune-korean
  date: 2025-08-26
  authors:
    - heejingithub
    - danial-openai
    - joanneshin-openai
  tags:
    - gpt-oss
    - open-models

- title: Verifying gpt-oss implementations
  path: articles/gpt-oss/verifying-implementations.md
  slug: verifying-implementations
  date: 2025-08-11
  authors:
    - dkundel-openai
  tags:
    - gpt-oss
    - open-models
    - gpt-oss-providers

- title: How to run gpt-oss locally with LM Studio
  path: articles/gpt-oss/run-locally-lmstudio.md
  slug: run-locally-lmstudio
  date: 2025-08-07
  authors:
    - yagil
  tags:
    - gpt-oss
    - open-models
    - gpt-oss-local

- title: GPT-5 Prompt Migration and Improvement Using the New Optimizer
  path: examples/gpt-5/prompt-optimization-cookbook.ipynb
  slug: prompt-optimization-cookbook
  date: 2025-08-07
  authors:
    - rajpathak-openai
    - corwin
  tags:
    - gpt-5
    - responses
    - reasoning
    - prompt-optimization

- title: GPT-5 prompting guide
  path: examples/gpt-5/gpt-5_prompting_guide.ipynb
  slug: gpt-5-prompting-guide
  date: 2025-08-07
  authors:
    - anoop-openai
    - julian-openai
    - ericzakariasson
    - erinkav-openai
  tags:
    - gpt-5
    - responses
    - reasoning

- title: Frontend coding with GPT-5
  path: examples/gpt-5/gpt-5_frontend.ipynb
  slug: gpt-5-frontend
  date: 2025-08-07
  authors:
    - WJPBProjects
    - anoop-openai
  tags:
    - gpt-5
    - responses
    - reasoning

- title: GPT-5 New Params and Tools
  path: examples/gpt-5/gpt-5_new_params_and_tools.ipynb
  slug: gpt-5-new-params-and-tools
  date: 2025-08-07
  authors:
    - msingh-openai
  tags:
    - gpt-5
    - functions
    - reasoning

- title: How to run gpt-oss-20b on Google Colab
  path: articles/gpt-oss/run-colab.ipynb
  slug: run-colab
  date: 2025-08-06
  authors:
    - pcuenca
    - Vaibhavs10
  tags:
    - gpt-oss
    - open-models
    - gpt-oss-server

- title: Using NVIDIA TensorRT-LLM to run gpt-oss-20b
  path: articles/gpt-oss/run-nvidia.ipynb
  slug: run-nvidia
  date: 2025-08-05
  authors:
    - jayrodge
  tags:
    - gpt-oss
    - open-models
    - gpt-oss-server

- title: Fine-tuning with gpt-oss and Hugging Face Transformers
  path: articles/gpt-oss/fine-tune-transfomers.ipynb
  slug: fine-tune-transfomers
  date: 2025-08-05
  authors:
    - edbeeching
    - qgallouedec
    - lewtun
  tags:
    - open-models
    - gpt-oss
    - gpt-oss-fine-tuning

- title: How to handle the raw chain of thought in gpt-oss
  path: articles/gpt-oss/handle-raw-cot.md
  slug: handle-raw-cot
  date: 2025-08-05
  authors:
    - dkundel-openai
  tags:
    - open-models
    - gpt-oss
    - gpt-oss-fine-tuning
    - gpt-oss-providers

- title: How to run gpt-oss with Transformers
  path: articles/gpt-oss/run-transformers.md
  slug: run-transformers
  date: 2025-08-05
  authors:
    - dkundel-openai
  tags:
    - open-models
    - gpt-oss
    - gpt-oss-server

- title: How to run gpt-oss with vLLM
  path: articles/gpt-oss/run-vllm.md
  slug: run-vllm
  date: 2025-08-05
  authors:
    - dkundel-openai
  tags:
    - open-models
    - gpt-oss
    - gpt-oss-server

- title: How to run gpt-oss locally with Ollama
  path: articles/gpt-oss/run-locally-ollama.md
  slug: run-locally-ollama
  date: 2025-08-05
  authors:
    - dkundel-openai
  tags:
    - open-models
    - gpt-oss
    - gpt-oss-local

- title: OpenAI Harmony Response Format
  path: articles/openai-harmony.md
  slug: openai-harmony
  date: 2025-08-05
  authors:
    - dkundel-openai
  tags:
    - open-models
    - gpt-oss
    - harmony
    - gpt-oss-providers
    - gpt-oss-fine-tuning

- title: Temporal Agents with Knowledge Graphs
  path: examples/partners/temporal_agents_with_knowledge_graphs/temporal_agents.ipynb
  slug: temporal-agents
  date: 2025-07-22
  authors:
    - dwigg-openai
    - shikhar-cyber
    - Alex Heald
    - Douglas Adams
    - Rishabh Sagar
  tags:
    - knowledge-graphs
    - retrieval
    - functions
    - responses

- title: Using Evals API on Image Inputs
  path: examples/evaluation/use-cases/EvalsAPI_Image_Inputs.ipynb
  slug: evalsapi-image-inputs
  date: 2025-07-15
  authors:
    - daisyshe-oai
  tags:
    - evals
    - images

- title: Using Evals API on Audio Inputs
  path: examples/evaluation/use-cases/EvalsAPI_Audio_Inputs.ipynb
  slug: evalsapi-audio-inputs
  date: 2025-08-13
  authors:
    - hendrytl
  tags:
    - evals
    - audio

- title: Optimize Prompts
  path: examples/Optimize_Prompts.ipynb
  slug: optimize-prompts
  date: 2025-07-14
  authors:
    - corwin
  tags:
    - prompt
    - completions
    - responses
    - agents-sdk
    - tracing

- title: Automate Jira ↔ GitHub with Codex
  path: examples/codex/jira-github.ipynb
  slug: jira-github
  date: 2025-06-21
  authors:
    - alwell-kevin
    - narenoai
  tags:
    - codex
    - automation

- title: Prompt Migration Guide
  path: examples/Prompt_migration_guide.ipynb
  slug: prompt-migration-guide
  date: 2025-06-26
  authors:
    - minh-hoque
    - corwin
  tags:
    - prompt
    - completions
    - responses

- title: Fine-Tuning Techniques - Choosing Between SFT, DPO, and RFT (With a Guide to DPO)
  path: examples/Fine_tuning_direct_preference_optimization_guide.ipynb
  slug: fine-tuning-direct-preference-optimization-guide
  date: 2025-06-18
  authors:
    - alexl-oai
  tags:
    - fine-tuning

- title: MCP-Powered Agentic Voice Framework
  path: examples/partners/mcp_powered_voice_agents/mcp_powered_agents_cookbook.ipynb
  slug: mcp-powered-agents-cookbook
  date: 2025-06-17
  authors:
    - shikhar-cyber
    - Cece Z
    - Sibon li
  tags:
    - mcp
    - voice
    - agents-sdk
    - functions
    - tracing

- title: Building a Supply-Chain Copilot with OpenAI Agent SDK and Databricks MCP Servers
  path: examples/mcp/databricks_mcp_cookbook.ipynb
  slug: databricks-mcp-cookbook
  date: 2025-07-08
  authors:
    - lara-openai
  tags:
    - agents-sdk
    - mcp
    - tracing

- title: Eval Driven System Design - From Prototype to Production
  path: examples/partners/eval_driven_system_design/receipt_inspection.ipynb
  slug: receipt-inspection
  description: Cookbook for eval-driven design of a receipt parsing automation workflow.
  date: 2025-06-02
  authors:
    - shikhar-cyber
    - Hugh Wimberly
    - Joshua Marker
    - Eddie Siegel
  tags:
    - evals
    - API Flywheel
    - completions
    - responses
    - functions
    - tracing

- title: Multi-Agent Portfolio Collaboration with OpenAI Agents SDK
  path: examples/agents_sdk/multi-agent-portfolio-collaboration/multi_agent_portfolio_collaboration.ipynb
  slug: multi-agent-portfolio-collaboration
  description: Cookbook for multi-agent portfolio analysis workflows using the OpenAI Agents SDK.
  date: 2025-05-28
  authors:
    - rajpathak-openai
    - chelseahu-openai
  tags:
    - agents-sdk
    - functions
    - responses
    - mutli-agent-collaboration

- title: o3/o4-mini Function Calling Guide
  path: examples/o-series/o3o4-mini_prompting_guide.ipynb
  slug: o3o4-mini-prompting-guide
  description: Cookbook to improve o3/o4-mini function calling with prompt best practices.
  date: 2025-05-26
  authors:
    - billchen-openai
    - prashantmital-openai
  tags:
    - functions
    - responses
    - reasoning

- title: Exploring Model Graders for Reinforcement Fine-Tuning
  path: examples/Reinforcement_Fine_Tuning.ipynb
  slug: reinforcement-fine-tuning
  description: Cookbook to use model graders for reinforcement fine-tuning in expert tasks.
  date: 2025-05-23
  authors:
    - theophile-oai
  tags:
    - reinforcement-learning
    - fine-tuning
    - reinforcement-learning-graders

- title: Reinforcement Fine-Tuning for Conversational Reasoning with the OpenAI API
  path: examples/fine-tuned_qa/reinforcement_finetuning_healthbench.ipynb
  slug: reinforcement-finetuning-healthbench
  description: Cookbook for reinforcement fine-tuning conversational reasoning using HealthBench evaluations.
  date: 2025-05-21
  authors:
    - robert-tinn
  tags:
    - fine-tuning
    - qa
    - evals
    - reinforcement

- title: Guide to Using the Responses API's MCP Tool
  path: examples/mcp/mcp_tool_guide.ipynb
  slug: mcp-tool-guide
  description: Cookbook to connect external services using the Responses API MCP tool.
  date: 2025-05-21
  authors:
    - charuj
  tags:
    - mcp

- title: Image Understanding with RAG
  path: examples/multimodal/image_understanding_with_rag.ipynb
  slug: image-understanding-with-rag
  date: 2025-05-16
  authors:
    - robert-tinn
  tags:
    - responses
    - images
    - RAG
    - vision

- title: Better performance from reasoning models using the Responses API
  path: examples/responses_api/reasoning_items.ipynb
  slug: reasoning-items
  date: 2025-05-11
  authors:
    - billchen-openai
  tags:
    - responses
    - functions

- title: Context Summarization with Realtime API
  path: examples/Context_summarization_with_realtime_api.ipynb
  slug: context-summarization-with-realtime-api
  date: 2025-05-10
  authors:
    - minh-hoque
  tags:
    - audio
    - speech
    - tiktoken

- title: Comparing Speech-to-Text Methods with the OpenAI API
  path: examples/Speech_transcription_methods.ipynb
  slug: speech-transcription-methods
  description: Cookbook to compare speech-to-text methods and choose the right approach.
  date: 2025-04-29
  authors:
    - minh-hoque
  tags:
    - audio
    - speech
    - agents-sdk

- title: Practical Guide for Model Selection for Real‑World Use Cases
  path: examples/partners/model_selection_guide/model_selection_guide.ipynb
  slug: model-selection-guide
  date: 2025-05-07
  authors:
    - shikhar-cyber
    - kashyapm-tribe
    - saip-tribe
    - nharada-tribe
  tags:
    - responses
    - functions
    - web-search
    - tool calling
    - RAG
    - insurance
    - legal
    - pharma

- title: Evals API Use-case - Detecting prompt regressions
  path: examples/evaluation/use-cases/regression.ipynb
  slug: regression
  date: 2025-04-08
  authors:
    - josiah-openai
  tags:
    - evals
    - completions

- title: Evals API Use-case - Bulk model and prompt experimentation
  path: examples/evaluation/use-cases/bulk-experimentation.ipynb
  slug: bulk-experimentation
  date: 2025-04-08
  authors:
    - josiah-openai
  tags:
    - evals
    - completions

- title: Evals API Use-case - Monitoring stored completions
  path: examples/evaluation/use-cases/completion-monitoring.ipynb
  slug: completion-monitoring
  date: 2025-04-08
  authors:
    - josiah-openai
  tags:
    - evals
    - completions

- title: Evals API Use-case - Responses Evaluation
  path: examples/evaluation/use-cases/responses-evaluation.ipynb
  slug: responses-evaluation
  description: Cookbook to evaluate new models against stored Responses API logs.
  date: 2025-05-13
  authors:
    - willhath-openai
  tags:
    - evals
    - responses

- title: Multi-Tool Orchestration with RAG approach using OpenAI's Responses API
  path: examples/responses_api/responses_api_tool_orchestration.ipynb
  slug: responses-api-tool-orchestration
  description: Cookbook to route queries across tools with RAG using the Responses API.
  date: 2025-03-28
  authors:
    - shikhar-cyber
  tags:
    - responses
    - functions
    - pinecone
    - web-search

- title: Automating Dispute Management with Agents SDK and Stripe API
  path: examples/agents_sdk/dispute_agent.ipynb
  slug: dispute-agent
  date: 2025-03-17
  authors:
    - danbell-openai
  tags:
    - responses
    - agents-sdk
    - functions

- title: Web Search and States with Responses API
  path: examples/responses_api/responses_example.ipynb
  slug: responses-example
  date: 2025-03-11
  authors:
    - billchen-openai
  tags:
    - responses
    - web-search
    - functions

- title: Using logprobs
  path: examples/Using_logprobs.ipynb
  slug: using-logprobs
  date: 2023-12-20
  authors:
    - jhills20
    - shyamal-anadkat
  tags:
    - completions

- title: Creating slides with the Assistants API and DALL·E 3
  path: examples/Creating_slides_with_Assistants_API_and_DALL-E3.ipynb
  slug: creating-slides-with-assistants-api-and-dall-e3
  date: 2023-12-08
  authors:
    - jhills20
  tags:
    - assistants
    - dall-e
  archived: true

- title: Data preparation and analysis for chat model fine-tuning
  path: examples/Chat_finetuning_data_prep.ipynb
  slug: chat-finetuning-data-prep
  date: 2023-08-22
  authors:
    - mwu1993
    - simonpfish
  tags:
    - completions
    - tiktoken
    - fine-tuning

- title: Classification using embeddings
  path: examples/Classification_using_embeddings.ipynb
  slug: classification-using-embeddings
  date: 2022-07-11
  authors:
    - ted-at-openai
    - logankilpatrick
  tags:
    - embeddings

- title: Clustering
  path: examples/Clustering.ipynb
  slug: clustering
  date: 2022-03-10
  authors:
    - BorisPower
    - ted-at-openai
    - logankilpatrick
  tags:
    - embeddings

- title: Clustering for transaction classification
  path: examples/Clustering_for_transaction_classification.ipynb
  slug: clustering-for-transaction-classification
  date: 2022-10-20
  authors:
    - colin-openai
    - ted-at-openai
  tags:
    - embeddings
    - completions

- title: Code search using embeddings
  path: examples/Code_search_using_embeddings.ipynb
  slug: code-search-using-embeddings
  date: 2022-03-10
  authors:
    - BorisPower
    - logankilpatrick
    - eli64s
  tags:
    - embeddings

- title: Customizing embeddings
  path: examples/Customizing_embeddings.ipynb
  slug: customizing-embeddings
  date: 2022-03-10
  authors:
    - ted-at-openai
    - BorisPower
  tags:
    - embeddings

- title: Embedding Wikipedia articles for search
  path: examples/Embedding_Wikipedia_articles_for_search.ipynb
  slug: embedding-wikipedia-articles-for-search
  date: 2024-11-26
  authors:
    - ted-at-openai
  tags:
    - embeddings
    - completions

- title: Embedding texts that are longer than the model's maximum context length
  path: examples/Embedding_long_inputs.ipynb
  slug: embedding-long-inputs
  date: 2023-01-18
  authors:
    - filipeabperes
  tags:
    - embeddings
    - tiktoken

- title: Long document content extraction
  path: examples/Entity_extraction_for_long_documents.ipynb
  slug: entity-extraction-for-long-documents
  date: 2023-02-20
  authors:
    - colin-openai
  tags:
    - completions

- title: Fine tuning classification example
  path: examples/Fine-tuned_classification.ipynb
  slug: fine-tuned-classification
  date: 2022-03-10
  authors:
    - BorisPower
  tags:
    - completions
    - fine-tuning

- title: >-
    Function calling for nearby places: Leveraging the Google Places API and
    customer profiles
  path: examples/Function_calling_finding_nearby_places.ipynb
  slug: function-calling-finding-nearby-places
  date: 2023-08-11
  authors:
    - prestontuggle
  tags:
    - completions
    - functions

- title: Using embeddings
  path: examples/Using_embeddings.ipynb
  slug: using-embeddings
  date: 2022-03-10
  authors:
    - BorisPower
    - ted-at-openai
    - logankilpatrick
    - jbeutler-openai
  tags:
    - embeddings

- title: How to build a tool-using agent with LangChain
  path: examples/How_to_build_a_tool-using_agent_with_Langchain.ipynb
  slug: how-to-build-a-tool-using-agent-with-langchain
  date: 2023-05-02
  authors:
    - colin-openai
  tags:
    - completions
    - embeddings
    - agents

- title: How to use functions with a knowledge base
  path: examples/How_to_call_functions_for_knowledge_retrieval.ipynb
  slug: how-to-call-functions-for-knowledge-retrieval
  date: 2023-06-14
  authors:
    - colin-openai
    - ishida-openai
  tags:
    - completions
    - functions

- title: How to call functions with chat models
  path: examples/How_to_call_functions_with_chat_models.ipynb
  slug: how-to-call-functions-with-chat-models
  date: 2023-06-13
  authors:
    - colin-openai
    - joe-at-openai
  tags:
    - completions
    - functions

- title: How to count tokens with Tiktoken
  path: examples/How_to_count_tokens_with_tiktoken.ipynb
  slug: how-to-count-tokens-with-tiktoken
  date: 2022-12-16
  authors:
    - ted-at-openai
  tags:
    - tiktoken
    - completions

- title: How to fine-tune chat models
  path: examples/How_to_finetune_chat_models.ipynb
  slug: how-to-finetune-chat-models
  date: 2024-07-23
  authors:
    - simonpfish
    - shyamal-anadkat
  tags:
    - completions
    - fine-tuning

- title: How to format inputs to ChatGPT models
  path: examples/How_to_format_inputs_to_ChatGPT_models.ipynb
  slug: how-to-format-inputs-to-chatgpt-models
  date: 2023-03-01
  authors:
    - ted-at-openai
  tags:
    - completions
    - tiktoken

- title: How to handle rate limits
  path: examples/How_to_handle_rate_limits.ipynb
  slug: how-to-handle-rate-limits
  date: 2025-01-22
  authors:
    - ted-at-openai
    - dwigg-openai
  tags:
    - completions
    - embeddings

- title: How to stream completions
  path: examples/How_to_stream_completions.ipynb
  slug: how-to-stream-completions
  date: 2022-09-02
  authors:
    - ted-at-openai
  tags:
    - completions

- title: Multiclass Classification for Transactions
  path: examples/Multiclass_classification_for_transactions.ipynb
  slug: multiclass-classification-for-transactions
  date: 2022-10-20
  authors:
    - colin-openai
    - vishnu-oai
  tags:
    - embeddings
    - completions

- title: Get embeddings from dataset
  path: examples/Get_embeddings_from_dataset.ipynb
  slug: get-embeddings-from-dataset
  date: 2022-03-10
  authors:
    - BorisPower
    - ted-at-openai
  tags:
    - embeddings

- title: Question answering using a search API and re-ranking
  path: examples/Question_answering_using_a_search_API.ipynb
  slug: question-answering-using-a-search-api
  date: 2023-06-16
  authors:
    - simonpfish
    - ted-at-openai
  tags:
    - embeddings
    - completions

- title: Question answering using embeddings-based search
  path: examples/Question_answering_using_embeddings.ipynb
  slug: question-answering-using-embeddings
  date: 2022-06-10
  authors:
    - ted-at-openai
    - MikeHeaton
  tags:
    - embeddings
    - completions

- title: Recommendation using embeddings and nearest neighbor search
  path: examples/Recommendation_using_embeddings.ipynb
  slug: recommendation-using-embeddings
  date: 2022-03-10
  authors:
    - ted-at-openai
    - BorisPower
    - logankilpatrick
  tags:
    - embeddings

- title: Regression using the embeddings
  path: examples/Regression_using_embeddings.ipynb
  slug: regression-using-embeddings
  date: 2022-03-10
  authors:
    - BorisPower
    - ted-at-openai
    - logankilpatrick
  tags:
    - embeddings

- title: Search reranking with cross-encoders
  path: examples/Search_reranking_with_cross-encoders.ipynb
  slug: search-reranking-with-cross-encoders
  date: 2023-06-28
  authors:
    - colin-openai
  tags:
    - embeddings
    - completions

- title: Semantic text search using embeddings
  path: examples/Semantic_text_search_using_embeddings.ipynb
  slug: semantic-text-search-using-embeddings
  date: 2022-03-10
  authors:
    - BorisPower
    - ted-at-openai
    - logankilpatrick
  tags:
    - embeddings

- title: Unit test writing using a multi-step prompt
  path: examples/Unit_test_writing_using_a_multi-step_prompt.ipynb
  slug: unit-test-writing-using-a-multi-step-prompt
  date: 2022-11-15
  authors:
    - ted-at-openai
  tags:
    - completions

- title: Unit test writing using a multi-step prompt with legacy Completions
  path: >-
    examples/Unit_test_writing_using_a_multi-step_prompt_with_older_completions_API.ipynb
  slug: unit-test-writing-using-a-multi-step-prompt-with-older-completions-api
  date: 2023-05-19
  authors:
    - ted-at-openai
  tags:
    - completions

- title: User and product embeddings
  path: examples/User_and_product_embeddings.ipynb
  slug: user-and-product-embeddings
  date: 2022-03-10
  authors:
    - BorisPower
  tags:
    - embeddings

- title: Visualizing the embeddings in 2D
  path: examples/Visualizing_embeddings_in_2D.ipynb
  slug: visualizing-embeddings-in-2d
  date: 2022-03-10
  authors:
    - BorisPower
    - ted-at-openai
  tags:
    - embeddings

- title: Visualizing embeddings in 3D
  path: examples/Visualizing_embeddings_in_3D.ipynb
  slug: visualizing-embeddings-in-3d
  date: 2022-03-10
  authors:
    - BorisPower
    - ted-at-openai
  tags:
    - embeddings

- title: Visualizing embeddings in Weights and Biases
  path: examples/third_party/Visualizing_embeddings_in_wandb.ipynb
  slug: visualizing-embeddings-in-wandb
  date: 2023-02-01
  authors:
    - scottire
  tags:
    - embeddings

- title: Visualizing embeddings in Atlas
  path: examples/third_party/Visualizing_embeddings_with_Atlas.ipynb
  slug: visualizing-embeddings-with-atlas
  date: 2023-03-28
  authors:
    - AndriyMulyar
    - TDulka
  tags:
    - embeddings

- title: "Addressing transcription misspellings: prompt vs post-processing"
  path: examples/Whisper_correct_misspelling.ipynb
  slug: whisper-correct-misspelling
  date: 2023-08-11
  authors:
    - prestontuggle
  tags:
    - whisper
    - completions
  archived: true

- title: "Enhancing Whisper transcriptions: pre- & post-processing techniques"
  path: examples/Whisper_processing_guide.ipynb
  slug: whisper-processing-guide
  date: 2023-08-11
  authors:
    - prestontuggle
  tags:
    - whisper
  archived: true

- title: Whisper prompting guide
  path: examples/Whisper_prompting_guide.ipynb
  slug: whisper-prompting-guide
  date: 2023-06-27
  authors:
    - prestontuggle
  tags:
    - whisper
    - completions
  archived: true

- title: Zero-shot classification with embeddings
  path: examples/Zero-shot_classification_with_embeddings.ipynb
  slug: zero-shot-classification-with-embeddings
  date: 2022-03-10
  authors:
    - BorisPower
    - ted-at-openai
    - logankilpatrick
  tags:
    - embeddings

- title: Azure Chat Completions example (preview)
  path: examples/azure/chat.ipynb
  slug: chat
  date: 2023-03-28
  authors:
    - cmurtz-msft
    - glecaros
    - kristapratico
  tags:
    - completions

- title: Azure Chat Completion models with your own data (preview)
  path: examples/azure/chat_with_your_own_data.ipynb
  slug: chat-with-your-own-data
  date: 2023-09-11
  authors:
    - kristapratico
  tags:
    - completions

- title: Azure embeddings example
  path: examples/azure/embeddings.ipynb
  slug: embeddings
  date: 2022-07-12
  authors:
    - ted-at-openai
    - cmurtz-msft
    - glecaros
    - kristapratico
  tags:
    - embeddings

- title: Azure functions example
  path: examples/azure/functions.ipynb
  slug: functions
  date: 2023-07-21
  authors:
    - kristapratico
  tags:
    - completions
    - functions

- title: Translate a book writen in LaTeX from Slovenian into English
  path: examples/book_translation/translate_latex_book.ipynb
  slug: translate-latex-book
  date: 2022-03-10
  authors:
    - BorisPower
  tags:
    - completions
    - tiktoken

- title: How to create dynamic masks with DALL·E and Segment Anything
  path: >-
    examples/dalle/How_to_create_dynamic_masks_with_DALL-E_and_Segment_Anything.ipynb
  slug: how-to-create-dynamic-masks-with-dall-e-and-segment-anything
  date: 2023-05-19
  authors:
    - colin-openai
  tags:
    - dall-e
  archived: true

- title: How to use the DALL·E API
  path: examples/dalle/Image_generations_edits_and_variations_with_DALL-E.ipynb
  slug: image-generations-edits-and-variations-with-dall-e
  date: 2022-11-04
  authors:
    - ted-at-openai
  tags:
    - dall-e
  archived: true

- title: How to evaluate a summarization task
  path: examples/evaluation/How_to_eval_abstractive_summarization.ipynb
  slug: how-to-eval-abstractive-summarization
  date: 2023-08-16
  authors:
    - shyamal-anadkat
    - simonpfish
  tags:
    - embeddings
    - completions

- title: Getting Started with OpenAI Evals
  path: examples/evaluation/Getting_Started_with_OpenAI_Evals.ipynb
  slug: getting-started-with-openai-evals
  date: 2024-03-21
  authors:
    - royziv11
    - shyamal-anadkat
  tags:
    - completions

- title: Developing Hallucination Guardrails
  path: examples/Developing_hallucination_guardrails.ipynb
  slug: developing-hallucination-guardrails
  description: Cookbook to build hallucination guardrails with evals for support agents.
  date: 2024-05-29
  authors:
    - royziv11
  tags:
    - guardrails

- title: Fine-Tuned Q&A - collect data
  path: examples/fine-tuned_qa/olympics-1-collect-data.ipynb
  slug: olympics-1-collect-data
  date: 2022-03-10
  authors:
    - ted-at-openai
    - BorisPower
  tags:
    - embeddings
    - completions
    - fine-tuning

- title: Fine-Tuned Q&A - create Q&A
  path: examples/fine-tuned_qa/olympics-2-create-qa.ipynb
  slug: olympics-2-create-qa
  date: 2022-03-10
  authors:
    - ted-at-openai
    - BorisPower
  tags:
    - embeddings
    - completions
    - fine-tuning

- title: Fine-Tuned Q&A - train
  path: examples/fine-tuned_qa/olympics-3-train-qa.ipynb
  slug: olympics-3-train-qa
  date: 2022-03-10
  authors:
    - ted-at-openai
    - BorisPower
  tags:
    - completions
    - embeddings
    - fine-tuning

- title: Visualizing the embeddings in Kangas
  path: examples/third_party/Visualizing_embeddings_in_Kangas.ipynb
  slug: visualizing-embeddings-in-kangas
  date: 2023-07-11
  authors:
    - dsblank
  tags:
    - embeddings

- title: Financial document analysis with LlamaIndex
  path: >-
    examples/third_party/financial_document_analysis_with_llamaindex.ipynb
  slug: financial-document-analysis-with-llamaindex
  date: 2023-06-22
  authors:
    - Disiok
  tags:
    - embeddings
    - completions

- title: Vector databases
  path: examples/vector_databases/README.md
  slug: vector-databases-readme
  date: 2023-06-28
  authors:
    - colin-openai
    - moizsajid
  tags:
    - embeddings

- title: Using PolarDB-PG as a vector database for OpenAI embeddings
  path: >-
    examples/vector_databases/PolarDB/Getting_started_with_PolarDB_and_OpenAI.ipynb
  slug: getting-started-with-polardb-and-openai
  date: 2023-07-11
  authors:
    - liuchengshan-lcs
  tags:
    - embeddings

- title: Semantic search with SingleStoreDB
  path: >-
    examples/vector_databases/SingleStoreDB/OpenAI_wikipedia_semantic_search.ipynb
  slug: openai-wikipedia-semantic-search
  date: 2023-05-22
  authors:
    - arno756
  tags:
    - completions
    - embeddings

- title: SingleStoreDB
  path: examples/vector_databases/SingleStoreDB/README.md
  slug: singlestoredb-readme
  date: 2023-05-22
  authors:
    - arno756
  tags:
    - embeddings
    - completions

- title: Using AnalyticDB as a vector database for OpenAI embeddings
  path: >-
    examples/vector_databases/analyticdb/Getting_started_with_AnalyticDB_and_OpenAI.ipynb
  slug: getting-started-with-analyticdb-and-openai
  date: 2023-04-06
  authors:
    - wangxuqi
  tags:
    - embeddings

- title: Question answering with Langchain, AnalyticDB and OpenAI
  path: >-
    examples/vector_databases/analyticdb/QA_with_Langchain_AnalyticDB_and_OpenAI.ipynb
  slug: qa-with-langchain-analyticdb-and-openai
  date: 2023-05-05
  authors:
    - wangxuqi
  tags:
    - embeddings
    - tiktoken

- title: Azure AI Search as a vector database for OpenAI embeddings
  path: >-
    examples/vector_databases/azuresearch/Getting_started_with_azure_ai_search_and_openai.ipynb
  slug: getting-started-with-azure-ai-search-and-openai
  date: 2023-09-11
  authors:
    - farzad528
  tags:
    - embeddings

- title: Philosophy with vector embeddings, OpenAI and Cassandra / Astra DB
  path: examples/vector_databases/cassandra_astradb/Philosophical_Quotes_CQL.ipynb
  slug: philosophical-quotes-cql
  date: 2023-08-29
  authors:
    - hemidactylus
  tags:
    - embeddings
    - completions

- title: Philosophy with vector embeddings, OpenAI and Cassandra / Astra DB
  path: >-
    examples/vector_databases/cassandra_astradb/Philosophical_Quotes_cassIO.ipynb
  slug: philosophical-quotes-cassio
  date: 2023-08-29
  authors:
    - hemidactylus
  tags:
    - embeddings
    - completions

- title: Cassandra / Astra DB
  path: examples/vector_databases/cassandra_astradb/README.md
  slug: cassandra-astradb-readme
  date: 2023-08-29
  authors:
    - hemidactylus
  tags:
    - embeddings

- title: Using Chroma for embeddings search
  path: examples/vector_databases/chroma/Using_Chroma_for_embeddings_search.ipynb
  slug: using-chroma-for-embeddings-search
  date: 2023-06-28
  authors:
    - colin-openai
    - atroyn
  tags:
    - embeddings

- title: Robust question answering with Chroma and OpenAI
  path: examples/vector_databases/chroma/hyde-with-chroma-and-openai.ipynb
  slug: hyde-with-chroma-and-openai
  date: 2025-04-23
  authors:
    - atroyn
    - brandonbaker-openai
  tags:
    - embeddings
    - completions

- title: Elasticsearch
  path: examples/vector_databases/elasticsearch/README.md
  slug: elasticsearch-readme
  date: 2023-08-29
  authors:
    - leemthompo
  tags:
    - embeddings
    - completions

- title: Retrieval augmented generation using Elasticsearch and OpenAI
  path: >-
    examples/vector_databases/elasticsearch/elasticsearch-retrieval-augmented-generation.ipynb
  slug: elasticsearch-retrieval-augmented-generation
  date: 2023-08-29
  authors:
    - leemthompo
  tags:
    - embeddings
    - completions

- title: Semantic search using Elasticsearch and OpenAI
  path: examples/vector_databases/elasticsearch/elasticsearch-semantic-search.ipynb
  slug: elasticsearch-semantic-search
  date: 2023-08-29
  authors:
    - leemthompo
  tags:
    - embeddings

- title: Using Hologres as a vector database for OpenAI embeddings
  path: >-
    examples/vector_databases/hologres/Getting_started_with_Hologres_and_OpenAI.ipynb
  slug: getting-started-with-hologres-and-openai
  date: 2023-05-19
  authors:
    - zcgeng
  tags:
    - embeddings

- title: Kusto as a vector database for embeddings
  path: >-
    examples/vector_databases/kusto/Getting_started_with_kusto_and_openai_embeddings.ipynb
  slug: getting-started-with-kusto-and-openai-embeddings
  date: 2023-05-10
  authors:
    - Anshul Sharma
  tags:
    - embeddings

- title: Kusto as a vector database
  path: examples/vector_databases/kusto/README.md
  slug: kusto-readme
  date: 2023-05-10
  authors:
    - Anshul Sharma
  tags:
    - embeddings

- title: Filtered search with Milvus and OpenAI
  path: >-
    examples/vector_databases/milvus/Filtered_search_with_Milvus_and_OpenAI.ipynb
  slug: filtered-search-with-milvus-and-openai
  date: 2023-03-28
  authors:
    - filip-halt
  tags:
    - embeddings

- title: Getting started with Milvus and OpenAI
  path: >-
    examples/vector_databases/milvus/Getting_started_with_Milvus_and_OpenAI.ipynb
  slug: getting-started-with-milvus-and-openai
  date: 2023-03-28
  authors:
    - filip-halt
  tags:
    - embeddings

- title: Using MyScale as a vector database for OpenAI embeddings
  path: >-
    examples/vector_databases/myscale/Getting_started_with_MyScale_and_OpenAI.ipynb
  slug: getting-started-with-myscale-and-openai
  date: 2023-05-01
  authors:
    - melovy
  tags:
    - embeddings

- title: Using MyScale for embeddings search
  path: examples/vector_databases/myscale/Using_MyScale_for_embeddings_search.ipynb
  slug: using-myscale-for-embeddings-search
  date: 2023-06-28
  authors:
    - colin-openai
  tags:
    - embeddings

- title: Retrieval augmentation for GPT-4 using Pinecone
  path: examples/vector_databases/pinecone/GPT4_Retrieval_Augmentation.ipynb
  slug: gpt4-retrieval-augmentation
  date: 2023-03-24
  authors:
    - jamescalam
  tags:
    - embeddings
    - completions
    - tiktoken

- title: Retrieval augmented generative question answering with Pinecone
  path: examples/vector_databases/pinecone/Gen_QA.ipynb
  slug: gen-qa
  date: 2023-02-07
  authors:
    - jamescalam
  tags:
    - embeddings
    - completions

- title: Pinecone vector database
  path: examples/vector_databases/pinecone/README.md
  slug: pinecone-readme
  date: 2023-03-24
  authors:
    - jamescalam
  tags:
    - embeddings
    - completions

- title: Semantic search with Pinecone and OpenAI
  path: examples/vector_databases/pinecone/Semantic_Search.ipynb
  slug: pinecone-semantic-search
  date: 2023-03-24
  authors:
    - jamescalam
  tags:
    - embeddings

- title: Using Pinecone for embeddings search
  path: >-
    examples/vector_databases/pinecone/Using_Pinecone_for_embeddings_search.ipynb
  slug: using-pinecone-for-embeddings-search
  date: 2023-06-28
  authors:
    - colin-openai
  tags:
    - embeddings

- title: Using Qdrant as a vector database for OpenAI embeddings
  path: >-
    examples/vector_databases/qdrant/Getting_started_with_Qdrant_and_OpenAI.ipynb
  slug: getting-started-with-qdrant-and-openai
  date: 2023-02-16
  authors:
    - kacperlukawski
  tags:
    - embeddings

- title: Question answering with Langchain, Qdrant and OpenAI
  path: examples/vector_databases/qdrant/QA_with_Langchain_Qdrant_and_OpenAI.ipynb
  slug: qa-with-langchain-qdrant-and-openai
  date: 2023-02-16
  authors:
    - kacperlukawski
  tags:
    - embeddings

- title: Using Qdrant for embeddings search
  path: examples/vector_databases/qdrant/Using_Qdrant_for_embeddings_search.ipynb
  slug: using-qdrant-for-embeddings-search
  date: 2023-06-28
  authors:
    - colin-openai
    - kacperlukawski
  tags:
    - embeddings

- title: Redis
  path: examples/vector_databases/redis/README.md
  slug: redis-readme
  date: 2023-02-13
  authors:
    - Spartee
  tags:
    - embeddings
    - completions
  archived: true

- title: Using Redis for embeddings search
  path: examples/vector_databases/redis/Using_Redis_for_embeddings_search.ipynb
  slug: using-redis-for-embeddings-search
  date: 2023-06-28
  authors:
    - colin-openai
  tags:
    - embeddings

- title: Using Redis as a vector database with OpenAI
  path: examples/vector_databases/redis/getting-started-with-redis-and-openai.ipynb
  slug: getting-started-with-redis-and-openai
  date: 2023-02-13
  authors:
    - Spartee
  tags:
    - embeddings

- title: Running hybrid VSS queries with Redis and OpenAI
  path: examples/vector_databases/redis/redis-hybrid-query-examples.ipynb
  slug: redis-hybrid-query-examples
  date: 2023-05-11
  authors:
    - Michael Yuan
  tags:
    - embeddings

- title: Redis vectors as JSON with OpenAI
  path: examples/vector_databases/redis/redisjson/redisjson.ipynb
  slug: redisjson
  date: 2023-05-10
  authors:
    - Michael Yuan
  tags:
    - embeddings

- title: Redis as a context store with Chat Completions
  path: examples/vector_databases/redis/redisqna/redisqna.ipynb
  slug: redisqna
  date: 2023-05-11
  authors:
    - Michael Yuan
  tags:
    - completions
    - embeddings

- title: Using Tair as a vector database for OpenAI embeddings
  path: examples/vector_databases/tair/Getting_started_with_Tair_and_OpenAI.ipynb
  slug: getting-started-with-tair-and-openai
  date: 2023-09-11
  authors:
    - dongqqcom
  tags:
    - embeddings

- title: Question answering with Langchain, Tair and OpenAI
  path: examples/vector_databases/tair/QA_with_Langchain_Tair_and_OpenAI.ipynb
  slug: qa-with-langchain-tair-and-openai
  date: 2023-09-11
  authors:
    - dongqqcom
  tags:
    - embeddings
    - tiktoken
    - completions

- title: Typesense
  path: examples/vector_databases/typesense/README.md
  slug: typesense-readme
  date: 2023-04-13
  authors:
    - jasonbosco
  tags:
    - embeddings
  archived: true

- title: Using Typesense for embeddings search
  path: >-
    examples/vector_databases/typesense/Using_Typesense_for_embeddings_search.ipynb
  slug: using-typesense-for-embeddings-search
  date: 2023-06-28
  authors:
    - colin-openai
  tags:
    - embeddings
  archived: true

- title: Weaviate <> OpenAI
  path: examples/vector_databases/weaviate/README.md
  slug: weaviate-readme
  date: 2023-02-13
  authors:
    - colin-openai
  tags:
    - embeddings

- title: Using Weaviate for embeddings search
  path: >-
    examples/vector_databases/weaviate/Using_Weaviate_for_embeddings_search.ipynb
  slug: using-weaviate-for-embeddings-search
  date: 2023-06-28
  authors:
    - colin-openai
  tags:
    - embeddings

- title: Using Weaviate with generative OpenAI module for generative search
  path: >-
    examples/vector_databases/weaviate/generative-search-with-weaviate-and-openai.ipynb
  slug: generative-search-with-weaviate-and-openai
  date: 2023-05-22
  authors:
    - sebawita
  tags:
    - embeddings
    - completions

- title: Using Weaviate with OpenAI vectorize module for embeddings search
  path: >-
    examples/vector_databases/weaviate/getting-started-with-weaviate-and-openai.ipynb
  slug: getting-started-with-weaviate-and-openai
  date: 2023-02-13
  authors:
    - colin-openai
  tags:
    - embeddings

- title: Using Weaviate with OpenAI vectorize module for hybrid search
  path: >-
    examples/vector_databases/weaviate/hybrid-search-with-weaviate-and-openai.ipynb
  slug: hybrid-search-with-weaviate-and-openai
  date: 2023-02-13
  authors:
    - colin-openai
  tags:
    - embeddings

- title: Question Answering in Weaviate with OpenAI Q&A module
  path: >-
    examples/vector_databases/weaviate/question-answering-with-weaviate-and-openai.ipynb
  slug: question-answering-with-weaviate-and-openai
  date: 2023-02-13
  authors:
    - colin-openai
  tags:
    - embeddings
    - completions

- title: Filtered Search with Zilliz and OpenAI
  path: >-
    examples/vector_databases/zilliz/Filtered_search_with_Zilliz_and_OpenAI.ipynb
  slug: filtered-search-with-zilliz-and-openai
  date: 2023-03-28
  authors:
    - filip-halt
  tags:
    - embeddings

- title: Getting Started with Zilliz and OpenAI
  path: >-
    examples/vector_databases/zilliz/Getting_started_with_Zilliz_and_OpenAI.ipynb
  slug: getting-started-with-zilliz-and-openai
  date: 2023-03-28
  authors:
    - filip-halt
  tags:
    - embeddings

- title: Techniques to improve reliability
  path: articles/techniques_to_improve_reliability.md
  slug: techniques-to-improve-reliability
  redirects:
    - techniques_to_improve_reliability
  date: 2022-09-12
  authors:
    - ted-at-openai
  tags:
    - completions

- title: How to work with large language models
  path: articles/how_to_work_with_large_language_models.md
  slug: how-to-work-with-large-language-models
  redirects:
    - how_to_work_with_large_language_models
  date: 2023-01-20
  authors:
    - ted-at-openai
  tags:
    - completions

- title: Use cases for embeddings
  path: articles/text_comparison_examples.md
  slug: text-comparison-examples
  redirects:
    - text_comparison_examples
  date: 2023-01-20
  authors:
    - ted-at-openai
  tags:
    - embeddings

- title: ElatoAI - Realtime Speech AI Agents for ESP32 on Arduino
  path: examples/voice_solutions/running_realtime_api_speech_on_esp32_arduino_edge_runtime_elatoai.md
  slug: running-realtime-api-speech-on-esp32-arduino-edge-runtime-elatoai
  date: 2025-05-01
  authors:
    - akashdeepdeb
  tags:
    - realtime-api
    - speech
    - audio
    - esp32
    - iot
    - arduino

- title: Related resources from around the web
  path: articles/related_resources.md
  slug: related-resources
  redirects:
    - related_resources
  date: 2023-01-20
  authors:
    - ted-at-openai
    - simonpfish
  tags:
    - completions
    - embeddings

- title: Fine-Tuning for retrieval augmented generation (RAG) with Qdrant
  path: examples/fine-tuned_qa/ft_retrieval_augmented_generation_qdrant.ipynb
  slug: ft-retrieval-augmented-generation-qdrant
  date: 2023-09-04
  authors:
    - NirantK
  tags:
    - completions
    - embeddings
    - fine-tuning
  archived: true

- title: How to automate AWS tasks with function calling
  path: examples/third_party/How_to_automate_S3_storage_with_functions.ipynb
  slug: how-to-automate-s3-storage-with-functions
  date: 2023-09-27
  authors:
    - Barqawiz
  tags:
    - completions
    - embeddings
    - functions

- title: Neon as a vector database
  path: examples/vector_databases/neon/README.md
  slug: neon-readme
  date: 2023-09-28
  authors:
    - Barqawiz
  tags:
    - embeddings

- title: Vector similarity search using Neon Postgres
  path: examples/vector_databases/neon/neon-postgres-vector-search-pgvector.ipynb
  slug: neon-postgres-vector-search-pgvector
  date: 2023-09-28
  authors:
    - danieltprice
  tags:
    - embeddings

- title: Question answering with LangChain, Deep Lake, & OpenAI
  path: examples/vector_databases/deeplake/deeplake_langchain_qa.ipynb
  slug: deeplake-langchain-qa
  date: 2023-09-30
  authors:
    - FayazRahman
  tags:
    - embeddings

- title: Fine-tuning OpenAI models with Weights & Biases
  path: examples/third_party/GPT_finetuning_with_wandb.ipynb
  slug: gpt-finetuning-with-wandb
  date: 2023-10-04
  authors:
    - ash0ts
  tags:
    - tiktoken
    - completions
    - fine-tuning

- title: OpenAI API Monitoring with Weights & Biases Weave
  path: examples/third_party/Openai_monitoring_with_wandb_weave.ipynb
  slug: openai-monitoring-with-wandb-weave
  date: 2023-10-04
  authors:
    - ash0ts
  tags:
    - tiktoken
    - completions

- title: How to build an agent with the OpenAI Node.js SDK
  path: examples/How_to_build_an_agent_with_the_node_sdk.mdx
  slug: how-to-build-an-agent-with-the-node-sdk
  date: 2023-10-05
  authors:
    - perborgen
  tags:
    - completions
    - functions
    - agents

- title: Named Entity Recognition to Enrich Text
  path: examples/Named_Entity_Recognition_to_enrich_text.ipynb
  slug: named-entity-recognition-to-enrich-text
  date: 2023-10-20
  authors:
    - dcarpintero
  tags:
    - completions
    - functions

- title: What makes documentation good
  path: articles/what_makes_documentation_good.md
  slug: what-makes-documentation-good
  redirects:
    - what_makes_documentation_good
  date: 2023-09-01
  authors:
    - ted-at-openai
  tags: []

- title: Function calling with an OpenAPI specification
  path: examples/Function_calling_with_an_OpenAPI_spec.ipynb
  slug: function-calling-with-an-openapi-spec
  date: 2023-10-15
  authors:
    - shyamal-anadkat
    - simonpfish
  tags:
    - completions
    - functions

- title: Fine tuning for function calling
  path: examples/Fine_tuning_for_function_calling.ipynb
  slug: fine-tuning-for-function-calling
  date: 2023-11-07
  authors:
    - jhills20
    - ibigio
    - shyamal-anadkat
    - teomusatoiu
  tags:
    - completions
    - functions
    - fine-tuning

- title: Processing and narrating a video with GPT-4.1-mini's visual capabilities and GPT-4o TTS API
  path: examples/GPT_with_vision_for_video_understanding.ipynb
  slug: gpt-with-vision-for-video-understanding
  date: 2025-04-22
  authors:
    - cathykc
    - rzhao-openai
  tags:
    - responses
    - vision
    - speech

- title: What's new with DALL·E 3?
  path: articles/what_is_new_with_dalle_3.mdx
  slug: what-is-new-with-dalle-3
  date: 2023-11-06
  authors:
    - 0hq
  tags:
    - dall-e
  archived: true

- title: How to make your completions outputs consistent with the new seed parameter
  path: examples/Reproducible_outputs_with_the_seed_parameter.ipynb
  slug: reproducible-outputs-with-the-seed-parameter
  date: 2023-11-06
  authors:
    - shyamal-anadkat
  tags:
    - completions

- title: Assistants API Overview (Python SDK)
  path: examples/Assistants_API_overview_python.ipynb
  slug: assistants-api-overview-python
  date: 2023-11-10
  authors:
    - ibigio
  tags:
    - assistants
    - functions
  archived: true

- title: "Orchestrating Agents: Routines and Handoffs"
  path: examples/Orchestrating_agents.ipynb
  slug: orchestrating-agents
  description: Cookbook for orchestrating agent workflows with routines and handoffs.
  date: 2024-10-10
  authors:
    - ibigio
  tags:
    - completions
    - functions
    - agents

- title: MongoDB Atlas Vector Search
  path: examples/vector_databases/mongodb_atlas/README.md
  slug: mongodb-atlas-readme
  date: 2023-11-21
  authors:
    - prakul
  tags:
    - embeddings
    - completions

- title: Semantic search using MongoDB Atlas Vector Search and OpenAI
  path: examples/vector_databases/mongodb_atlas/semantic_search_using_mongodb_atlas_vector_search.ipynb
  slug: semantic-search-using-mongodb-atlas-vector-search
  date: 2023-11-21
  authors:
    - prakul
  tags:
    - embeddings
    - completions

- title: Evaluate RAG with LlamaIndex
  path: examples/evaluation/Evaluate_RAG_with_LlamaIndex.ipynb
  slug: evaluate-rag-with-llamaindex
  date: 2023-11-06
  authors:
    - Ravi Theja
  tags:
    - embeddings
    - completions

- title: RAG with a Graph database
  path: examples/RAG_with_graph_db.ipynb
  slug: rag-with-graph-db
  date: 2023-12-08
  authors:
    - katiagg
  tags:
    - embeddings
    - completions

- title: Supabase Vector Database
  path: examples/vector_databases/supabase/README.md
  slug: supabase-readme
  date: 2023-12-04
  authors:
    - ggrn
  tags:
    - embeddings

- title: Semantic search using Supabase Vector
  path: examples/vector_databases/supabase/semantic-search.mdx
  slug: supabase-semantic-search
  date: 2023-12-04
  authors:
    - ggrn
  tags:
    - embeddings

- title: How to implement LLM guardrails
  path: examples/How_to_use_guardrails.ipynb
  slug: how-to-use-guardrails
  date: 2023-12-19
  authors:
    - colin-openai
  tags:
    - guardrails

- title: How to combine GPT4o mini with RAG to create a clothing matchmaker app
  path: examples/How_to_combine_GPT4o_with_RAG_Outfit_Assistant.ipynb
  slug: how-to-combine-gpt4o-with-rag-outfit-assistant
  date: 2024-07-18
  authors:
    - teomusatoiu
  tags:
    - vision
    - embeddings

- title: How to parse PDF docs for RAG
  path: examples/Parse_PDF_docs_for_RAG.ipynb
  slug: parse-pdf-docs-for-rag
  date: 2024-09-29
  authors:
    - katiagg
    - MW-OAI
  tags:
    - vision
    - embeddings

- title: Using GPT4o mini to tag and caption images
  path: examples/Tag_caption_images_with_GPT4V.ipynb
  slug: tag-caption-images-with-gpt4v
  date: 2024-07-18
  authors:
    - katiagg
  tags:
    - vision
    - embeddings

- title: How to use the moderation API
  path: examples/How_to_use_moderation.ipynb
  slug: how-to-use-moderation
  date: 2024-03-05
  authors:
    - teomusatoiu
  tags:
    - moderation

- title: Summarizing Long Documents
  path: examples/Summarizing_long_documents.ipynb
  slug: summarizing-long-documents
  date: 2024-04-19
  authors:
    - joe-at-openai
  tags:
    - chat

- title: Using GPT4 Vision with Function Calling
  path: examples/multimodal/Using_GPT4_Vision_With_Function_Calling.ipynb
  slug: using-gpt4-vision-with-function-calling
  date: 2024-12-13
  authors:
    - shyamal-anadkat
    - MW-OAI
  tags:
    - chat
    - vision

- title: Synthetic data generation (Part 1)
  path: examples/SDG1.ipynb
  slug: sdg1
  date: 2024-04-10
  authors:
    - dylanra-openai
  tags:
    - completions

- title: CLIP embeddings to improve multimodal RAG with GPT-4 Vision
  path: examples/custom_image_embedding_search.ipynb
  slug: custom-image-embedding-search
  date: 2024-04-10
  authors:
    - dylanra-openai
  tags:
    - vision
    - embeddings

- title: Batch processing with the Batch API
  path: examples/batch_processing.ipynb
  slug: batch-processing
  date: 2024-04-24
  authors:
    - katiagg
  tags:
    - batch
    - completions

- title: Using tool required for customer service
  path: examples/Using_tool_required_for_customer_service.ipynb
  slug: using-tool-required-for-customer-service
  date: 2024-05-01
  authors:
    - colin-openai
  tags:
    - completions
    - functions

- title: Introduction to GPT-4o and GPT-4o mini
  path: examples/gpt4o/introduction_to_gpt4o.ipynb
  slug: introduction-to-gpt4o
  date: 2024-07-18
  authors:
    - justonf
  tags:
    - completions
    - vision
    - whisper

- title: Azure AI Search with Azure Functions and GPT Actions in ChatGPT
  path: examples/chatgpt/rag-quickstart/azure/Azure_AI_Search_with_Azure_Functions_and_GPT_Actions_in_ChatGPT.ipynb
  slug: azure-ai-search-with-azure-functions-and-gpt-actions-in-chatgpt
  date: 2024-07-08
  authors:
    - maxreid-openai
  tags:
    - embeddings
    - chatgpt
    - tiktoken
    - completions
    - chatgpt-and-api

- title: GPT Actions library - getting started
  path: examples/chatgpt/gpt_actions_library/.gpt_action_getting_started.ipynb
  slug: gpt-action-getting-started
  date: 2024-07-09
  authors:
    - aaronwilkowitz-openai
  tags:
    - gpt-actions-library
    - chatgpt

- title: GPT Actions library - BigQuery
  path: examples/chatgpt/gpt_actions_library/gpt_action_bigquery.ipynb
  slug: gpt-action-bigquery
  date: 2024-07-09
  authors:
    - aaronwilkowitz-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-data

- title: Data Extraction and Transformation in ELT Workflows using GPT-4o as an OCR Alternative
  path: examples/Data_extraction_transformation.ipynb
  slug: data-extraction-transformation
  date: 2024-07-09
  authors:
    - charuj
  tags:
    - completions
    - vision

- title: GPT Actions library - Outlook
  path: examples/chatgpt/gpt_actions_library/gpt_action_outlook.ipynb
  slug: gpt-action-outlook
  date: 2024-07-15
  authors:
    - rupert-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-communication

- title: GPT Actions library - Sharepoint (Return Docs)
  path: examples/chatgpt/gpt_actions_library/gpt_action_sharepoint_doc.ipynb
  slug: gpt-action-sharepoint-doc
  date: 2024-05-24
  authors:
    - maxreid-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-productivity

- title: GPT Actions library - Sharepoint (Return Text)
  path: examples/chatgpt/gpt_actions_library/gpt_action_sharepoint_text.ipynb
  slug: gpt-action-sharepoint-text
  date: 2024-05-24
  authors:
    - maxreid-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-productivity

- title: GPT Actions library (Middleware) - Azure Functions
  path: examples/chatgpt/gpt_actions_library/gpt_middleware_azure_function.ipynb
  slug: gpt-middleware-azure-function
  date: 2024-05-24
  authors:
    - maxreid-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-middleware

- title: GPT Actions library - Canvas Learning Management System
  path: examples/chatgpt/gpt_actions_library/gpt_action_canvas.md
  slug: gpt-action-canvas
  date: 2024-09-17
  authors:
    - keelan-openai
    - joecasson-openai
  tags:
    - gpt-actions-library
    - chatgpt

- title: GPT Actions library - Salesforce
  path: examples/chatgpt/gpt_actions_library/gpt_action_salesforce.ipynb
  slug: gpt-action-salesforce
  date: 2024-07-18
  authors:
    - aa-openai
  tags:
    - gpt-actions-library
    - chatgpt

- title: GPT Actions library - Gmail
  path: examples/chatgpt/gpt_actions_library/gpt_action_gmail.ipynb
  slug: gpt-action-gmail
  date: 2024-07-24
  authors:
    - alwestmo-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-communication

- title: GPT Actions library - Jira
  path: examples/chatgpt/gpt_actions_library/gpt_action_jira.ipynb
  slug: gpt-action-jira
  date: 2024-07-24
  authors:
    - rupert-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-productivity

- title: GPT Actions library - Notion
  path: examples/chatgpt/gpt_actions_library/gpt_action_notion.ipynb
  slug: gpt-action-notion
  date: 2024-07-25
  authors:
    - dan-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-productivity

- title: GPT Actions library - Confluence
  path: examples/chatgpt/gpt_actions_library/gpt_action_confluence.ipynb
  slug: gpt-action-confluence
  date: 2024-07-31
  authors:
    - eszuhany-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-productivity

- title: GPT Actions library - SQL Database
  path: examples/chatgpt/gpt_actions_library/gpt_action_sql_database.ipynb
  slug: gpt-action-sql-database
  date: 2024-07-31
  authors:
    - evanweiss-openai
  tags:
    - chatgpt
    - gpt-actions-library
    - chatgpt-data

- title: GPT Actions library - Box
  path: examples/chatgpt/gpt_actions_library/gpt_action_box.ipynb
  slug: gpt-action-box
  date: 2024-08-02
  authors:
    - keelan-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-productivity

- title: GCP BigQuery Vector Search with GCP Functions and GPT Actions in ChatGPT
  path: examples/chatgpt/rag-quickstart/gcp/Getting_started_with_bigquery_vector_search_and_openai.ipynb
  slug: getting-started-with-bigquery-vector-search-and-openai
  date: 2024-08-02
  authors:
    - pap-openai
    - maxreid-openai
  tags:
    - embeddings
    - chatgpt
    - tiktoken
    - completions
    - chatgpt-and-api

- title: GPT Actions library - Zapier
  path: examples/chatgpt/gpt_actions_library/gpt_action_zapier.ipynb
  slug: gpt-action-zapier
  date: 2024-08-05
  authors:
    - dan-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-middleware

- title: Structured Outputs for Multi-Agent Systems
  path: examples/Structured_outputs_multi_agent.ipynb
  slug: structured-outputs-multi-agent
  date: 2024-08-06
  authors:
    - dylanra-openai
  tags:
    - completions
    - functions
    - agents

- title: Introduction to Structured Outputs
  path: examples/Structured_Outputs_Intro.ipynb
  slug: structured-outputs-intro
  date: 2024-08-06
  authors:
    - katiagg
  tags:
    - completions
    - functions

- title: GPT Actions library (Middleware) - Google Cloud Function
  path: examples/chatgpt/gpt_actions_library/gpt_middleware_google_cloud_function.md
  slug: gpt-middleware-google-cloud-function
  date: 2024-08-11
  authors:
    - girishd
  tags:
    - chatgpt
    - gpt-actions-library
    - chatgpt-middleware

- title: GPT Actions library - AWS Redshift
  path: examples/chatgpt/gpt_actions_library/gpt_action_redshift.ipynb
  slug: gpt-action-redshift
  date: 2024-08-09
  authors:
    - pap-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-data

- title: GPT Actions library - AWS Middleware
  path: examples/chatgpt/gpt_actions_library/gpt_middleware_aws_function.ipynb
  slug: gpt-middleware-aws-function
  date: 2024-08-09
  authors:
    - pap-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-middleware

- title: GPT Actions library - Google Drive
  path: examples/chatgpt/gpt_actions_library/gpt_action_google_drive.ipynb
  slug: gpt-action-google-drive
  date: 2024-08-11
  authors:
    - lxing-oai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-productivity

- title: GPT Actions library - Snowflake Direct
  path: examples/chatgpt/gpt_actions_library/gpt_action_snowflake_direct.ipynb
  slug: gpt-action-snowflake-direct
  date: 2024-08-13
  authors:
    - gladstone-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-data

- title: GPT Actions library - Snowflake Middleware
  path: examples/chatgpt/gpt_actions_library/gpt_action_snowflake_middleware.ipynb
  slug: gpt-action-snowflake-middleware
  date: 2024-08-14
  authors:
    - gladstone-openai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-data

- title: GPT Actions library - Retool Workflow
  path: examples/chatgpt/gpt_actions_library/gpt_action_retool_workflow.md
  slug: gpt-action-retool-workflow
  date: 2024-08-28
  authors:
    - lspacagna-oai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-middleware

- title: Using reasoning for data validation
  path: examples/o1/Using_reasoning_for_data_validation.ipynb
  slug: using-reasoning-for-data-validation
  date: 2024-09-12
  authors:
    - royziv11
  tags:
    - completions
    - reasoning

- title: Using reasoning for routine generation
  path: examples/o1/Using_reasoning_for_routine_generation.ipynb
  slug: using-reasoning-for-routine-generation
  date: 2024-09-12
  authors:
    - royziv11
  tags:
    - completions
    - reasoning

- title: Using chained calls for o1 structured outputs
  path: examples/o1/Using_chained_calls_for_o1_structured_outputs.ipynb
  slug: using-chained-calls-for-o1-structured-outputs
  date: 2024-09-26
  authors:
    - ericning-o
  tags:
    - completions
    - reasoning

- title: Building a Bring Your Own Browser (BYOB) Tool for Web Browsing and Summarization
  path: examples/third_party/Web_search_with_google_api_bring_your_own_browser_tool.ipynb
  slug: web-search-with-google-api-bring-your-own-browser-tool
  date: 2024-09-26
  authors:
    - msingh-openai
  tags:
    - completions

- title: Prompt Caching 101
  path: examples/Prompt_Caching101.ipynb
  slug: prompt-caching101
  description: Cookbook to reduce latency and cost using OpenAI prompt caching.
  date: 2024-10-01
  authors:
    - charuj
  tags:
    - latency
    - cost
    - prompt caching
    - completions

- title: GPT Actions library - Google Ads via Adzviser
  path: examples/chatgpt/gpt_actions_library/gpt_action_googleads_adzviser.ipynb
  slug: gpt-action-googleads-adzviser
  date: 2024-10-10
  authors:
    - zeyuangu-adzviser
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-data
    - chatgpt-productivity
    - chatgpt-middleware

- title: Leveraging model distillation to fine-tune a model
  path: examples/Leveraging_model_distillation_to_fine-tune_a_model.ipynb
  slug: leveraging-model-distillation-to-fine-tune-a-model
  description: Cookbook to distill a larger model into a smaller fine-tuned model.
  date: 2024-10-16
  authors:
    - pap-openai
  tags:
    - completions
    - fine-tuning

- title: Voice Translation into Different Languages
  path: examples/voice_solutions/voice_translation_into_different_languages_using_GPT-4o.ipynb
  slug: voice-translation-into-different-languages-using-gpt-4o
  date: 2024-10-21
  authors:
    - msingh-openai
  tags:
    - completions
    - audio

- title: Enhance your prompts with meta prompting
  path: examples/Enhance_your_prompts_with_meta_prompting.ipynb
  slug: enhance-your-prompts-with-meta-prompting
  date: 2024-10-23
  authors:
    - teomusatoiu
  tags:
    - completions
    - reasoning

- title: GPT Actions library - GitHub
  path: examples/chatgpt/gpt_actions_library/gpt_action_github.md
  slug: gpt-action-github
  date: 2024-10-23
  authors:
    - alwell-kevin
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-productivity

- title: Custom LLM as a Judge to Detect Hallucinations with Braintrust
  path: examples/Custom-LLM-as-a-Judge.ipynb
  slug: custom-llm-as-a-judge
  date: 2024-10-14
  authors:
    - ankrgyl
    - shyamal-anadkat
  tags:
    - evals
    - completions

- title: Vision Fine-tuning on GPT-4o for Visual Question Answering
  path: examples/multimodal/Vision_Fine_tuning_on_GPT4o_for_Visual_Question_Answering.ipynb
  slug: vision-fine-tuning-on-gpt4o-for-visual-question-answering
  date: 2024-11-01
  authors:
    - danial-openai
  tags:
    - vision
    - fine-tuning
    - completions

- title: Steering Text-to-Speech for more dynamic audio generation
  path: examples/voice_solutions/steering_tts.ipynb
  slug: steering-tts
  date: 2024-11-01
  authors:
    - ericning-o
    - gbergengruen
  tags:
    - completions
    - audio

- title: Pinecone Vector Database and Retool Workflow with GPT Actions
  path: examples/chatgpt/rag-quickstart/pinecone-retool/gpt-action-pinecone-retool-rag.ipynb
  slug: gpt-action-pinecone-retool-rag
  date: 2024-11-11
  authors:
    - lspacagna-oai
  tags:
    - gpt-actions-library
    - embeddings
    - chatgpt
    - chatgpt-and-api

- title: Optimizing Retrieval-Augmented Generation using GPT-4o Vision Modality
  path: examples/vector_databases/pinecone/Using_vision_modality_for_RAG_with_Pinecone.ipynb
  slug: using-vision-modality-for-rag-with-pinecone
  date: 2024-11-12
  authors:
    - msingh-openai
  tags:
    - completions
    - vision

- title: GPT Actions library - Workday
  path: examples/chatgpt/gpt_actions_library/gpt_action_workday.md
  slug: gpt-action-workday
  date: 2024-11-20
  authors:
    - erickgort
    - pap-openai
  tags:
    - gpt-actions-library
    - chatgpt-productivity
    - chatgpt

- title: GPT Actions library - Google Calendar
  path: examples/chatgpt/gpt_actions_library/gpt_action_google_calendar.md
  slug: gpt-action-google-calendar
  date: 2024-11-22
  authors:
    - lspacagna-oai
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-communication

- title: GPT Actions library - Tray.ai APIM
  path: examples/chatgpt/gpt_actions_library/gpt_action_trayai_apim.md
  slug: gpt-action-trayai-apim
  date: 2024-11-26
  authors:
    - kylecote-tray
  tags:
    - gpt-actions-library
    - chatgpt
    - chatgpt-middleware

- title: Reasoning over Code Quality and Security in GitHub Pull Requests
  path: examples/third_party/Code_quality_and_security_scan_with_GitHub_Actions.md
  slug: code-quality-and-security-scan-with-github-actions
  date: 2024-12-24
  authors:
    - alwell-kevin
  tags:
    - SDLC
    - reasoning
    - completions

- title: How to evaluate LLMs for SQL generation
  path: examples/evaluation/How_to_evaluate_LLMs_for_SQL_generation.ipynb
  slug: how-to-evaluate-llms-for-sql-generation
  date: 2024-01-23
  authors:
    - colin-openai
  tags:
    - guardrails

- title: How to use the Usage API and Cost API to monitor your OpenAI usage
  path: examples/completions_usage_api.ipynb
  slug: completions-usage-api
  description: Cookbook to fetch and visualize Completions Usage and cost data via API.
  date: 2025-01-14
  authors:
    - MW-OAI
    - thli-openai
  tags:
    - usage-api
    - cost-api

- title: Build Your Own Code Interpreter - Dynamic Tool Generation and Execution With o3-mini
  path: examples/object_oriented_agentic_approach/Secure_code_interpreter_tool_for_LLM_agents.ipynb
  slug: secure-code-interpreter-tool-for-llm-agents
  date: 2025-02-03
  authors:
    - msingh-openai
  tags:
    - completions

- title: Doing RAG on PDFs using File Search in the Responses API
  path: examples/File_Search_Responses.ipynb
  slug: file-search-responses
  description: Cookbook to search PDFs with the Responses API file search tool.
  date: 2025-03-11
  authors:
    - pap-openai
  tags:
    - responses
    - functions

- title: Building a Voice Assistant with the Agents SDK
  path: examples/agents_sdk/app_assistant_voice_agents.ipynb
  slug: app-assistant-voice-agents
  date: 2025-03-27
  authors:
    - rupert-openai
  tags:
    - audio
    - responses
    - speech

- title: Multi-Language One-Way Translation with the Realtime API
  path: examples/voice_solutions/one_way_translation_using_realtime_api.mdx
  slug: one-way-translation-using-realtime-api
  description: Cookbook to build one-way speech translation with the Realtime API.
  date: 2025-03-24
  authors:
    - erikakettleson-openai
  tags:
    - audio
    - speech

- title: Evaluating Agents with Langfuse
  path: examples/agents_sdk/evaluate_agents.ipynb
  slug: evaluate-agents
  date: 2025-03-31
  authors:
    - jannik-maierhofer
  tags:
    - evals
    - agents-sdk

- title: GPT Actions library - Salesforce & Gong
  path: examples/chatgpt/gpt_actions_library/gpt_action_salesforce_gong.md
  slug: gpt-action-salesforce-gong
  date: 2025-04-07
  authors:
    - girishd
  tags:
    - chatgpt
    - gpt-actions-library
    - chatgpt-productivity

- title: GPT-4.1 Prompting Guide
  path: examples/gpt4-1_prompting_guide.ipynb
  slug: gpt4-1-prompting-guide
  date: 2025-04-14
  authors:
    - nm-openai
    - julian-openai
  tags:
    - responses
    - api

- title: Generate images with GPT Image
  path: examples/Generate_Images_With_GPT_Image.ipynb
  slug: generate-images-with-gpt-image
  description: Cookbook to generate and edit images with GPT Image capabilities.
  date: 2025-04-23
  authors:
    - katiagg
  tags:
    - images

- title: Handling Function Calls with Reasoning Models
  path: examples/reasoning_function_calls.ipynb
  slug: reasoning-function-calls
  date: 2025-04-25
  authors:
    - tompakeman-oai
  tags:
    - reasoning
    - functions
    - responses
    - api

- title: Parallel Agents with the OpenAI Agents SDK
  path: examples/agents_sdk/parallel_agents.ipynb
  slug: parallel-agents
  date: 2025-05-01
  authors:
    - brandonbaker-openai
  tags:
    - agents
    - agents-sdk
    - parallel-agents

- title: Practical guide to data-intensive apps with the Realtime API
  path: examples/Data-intensive-Realtime-apps.ipynb
  slug: data-intensive-realtime-apps
  date: 2025-05-29
  authors:
    - alistair-openai
    - rkoenig-openai
    - phundal-openai
  tags:
    - audio
    - speech

- title: Selecting a Model Based on Stripe Conversion – A Practical Eval for Startups
  path: examples/stripe_model_eval/selecting_a_model_based_on_stripe_conversion.ipynb
  slug: selecting-a-model-based-on-stripe-conversion
  date: 2025-06-02
  authors:
    - joshbickett
    - lupie
    - shyamal-anadkat
  tags:
    - evals
    - stripe
    - conversion

- title: Evals API Use-case - MCP Evaluation
  path: examples/evaluation/use-cases/mcp_eval_notebook.ipynb
  slug: mcp-eval-notebook
  date: 2025-06-09
  authors:
    - josiah-openai
    - shikhar-cyber
  tags:
    - evals-api
    - responses
    - evals
    - mcp

- title: Evals API Use-case - Structured Outputs Evaluation
  path: examples/evaluation/use-cases/structured-outputs-evaluation.ipynb
  slug: structured-outputs-evaluation
  date: 2025-06-09
  authors:
    - josiah-openai
    - shikhar-cyber
  tags:
    - evals-api
    - responses
    - evals

- title: Evals API Use-case - Tools Evaluation
  path: examples/evaluation/use-cases/tools-evaluation.ipynb
  slug: tools-evaluation
  date: 2025-06-09
  authors:
    - josiah-openai
    - shikhar-cyber
  tags:
    - evals-api
    - responses
    - evals

- title: Evals API Use-case - Web Search Evaluation
  path: examples/evaluation/use-cases/web-search-evaluation.ipynb
  slug: web-search-evaluation
  date: 2025-06-09
  authors:
    - josiah-openai
    - shikhar-cyber
  tags:
    - evals-api
    - responses
    - evals

- title: Introduction to deep research in the OpenAI API
  path: examples/deep_research_api/introduction_to_deep_research_api.ipynb
  slug: introduction-to-deep-research-api
  date: 2025-06-25
  authors:
    - glojain
    - alwell-kevin
  tags:
    - deep-research-api
    - responses
    - mcp
    - deep-research

- title: Deep Research API with the Agents SDK
  path: examples/deep_research_api/introduction_to_deep_research_api_agents.ipynb
  slug: introduction-to-deep-research-api-agents
  date: 2025-06-25
  authors:
    - alwell-kevin
    - glojain
  tags:
    - deep-research-api
    - mcp
    - deep-research
    - agents
    - agents-sdk

- title: Building a Deep Research MCP Server
  path: examples/deep_research_api/how_to_build_a_deep_research_mcp_server/README.md
  slug: how-to-build-a-deep-research-mcp-server-readme
  date: 2025-06-25
  authors:
    - alwell-kevin
    - glojain
  tags:
    - mcp
    - deep-research-api
    - responses
    - deep-research
    - agents
    - agents-sdk

- title: Generate images with high input fidelity
  path: examples/Generate_Images_With_High_Input_Fidelity.ipynb
  slug: generate-images-with-high-input-fidelity
  description: Cookbook to preserve image details using high input fidelity in Image API.
  date: 2025-07-17
  authors:
    - katiagg
  tags:
    - images

- title: Use Codex CLI to automatically fix CI failures
  path: examples/codex/Autofix-github-actions.ipynb
  slug: autofix-github-actions
  date: 2025-09-30
  authors:
    - himadri518
    - alwell-kevin
    - charlie-openai
  tags:
    - codex

- title: Building resilient prompts using an evaluation flywheel
  path: examples/evaluation/Building_resilient_prompts_using_an_evaluation_flywheel.md
  slug: building-resilient-prompts-using-an-evaluation-flywheel
  date: 2025-10-06
  authors:
    - neelk-oai
    - hamel
  tags:
    - evals
    - datasets

- title: Build Code Review with the Codex SDK
  path: examples/codex/build_code_review_with_codex_sdk.md
  slug: build-code-review-with-codex-sdk
  date: 2025-10-21
  authors:
    - charlie-openai
  tags:
    - codex

- title: Context Engineering for Personalization - State Management with Long-Term Memory Notes using OpenAI Agents SDK
  path: examples/agents_sdk/context_personalization.ipynb
  slug: context-personalization
  description: Cookbook to build personalized agents with long-term memory state using the Agents SDK.
  date: 2026-01-05
  authors:
    - emreokcular
  tags:
    - agents-sdk
- title: Build a coding agent with GPT 5.1
  path: examples/Build_a_coding_agent_with_GPT-5.1.ipynb
  slug: build-a-coding-agent-with-gpt-5-1
  date: 2025-11-13
  authors:
    - katiagg
  tags:
    - agents-sdk

- title: GPT-5.1 Prompting Guide
  path: examples/gpt-5/gpt-5-1_prompting_guide.ipynb
  slug: gpt-5-1-prompting-guide
  date: 2025-11-13
  authors:
    - samarth-oai
  tags:
    - gpt-5.1

- title: Codex Prompting Guide
  path: examples/gpt-5/codex_prompting_guide.ipynb
  slug: codex-prompting-guide
  redirects:
    - gpt-5-1-codex-max-prompting-guide
    - gpt-5-1-codex-max_prompting_guide
    - gpt-5-codex-prompting-guide
    - gpt-5-codex_prompting_guide
  date: 2025-12-04
  authors:
    - nm-openai
  tags:
    - codex
    - responses
    - compaction

- title: Modernizing your Codebase with Codex
  path: examples/codex/code_modernization.md
  slug: code-modernization
  description: Cookbook to modernize legacy codebases using the OpenAI Codex CLI.
  date: 2025-11-19
  authors:
    - derrickchoi-openai
  tags:
    - codex

- title: OpenAI Compliance Logs Platform quickstart
  path: examples/chatgpt/compliance_api/logs_platform.ipynb
  slug: logs-platform
  date: 2025-12-11
  authors:
    - kevinv-openai
  tags:
    - chatgpt
    - chatgpt-data
    - chatgpt-and-api
    - compliance
    - enterprise

- title: GPT-5.2 Prompting Guide
  path: examples/gpt-5/gpt-5-2_prompting_guide.ipynb
  slug: gpt-5-2-prompting-guide
  description: Cookbook to prompt GPT-5.2 for accurate, concise enterprise workflows.
  date: 2025-12-11
  authors:
    - msingh-openai
    - emreokcular
  tags:
    - gpt-5.2

- title: Gpt-image-1.5 Prompting Guide
  path: examples/multimodal/image-gen-1.5-prompting_guide.ipynb
  slug: image-gen-1-5-prompting-guide
  description: Cookbook to prompt gpt-image-1.5 for reliable image generation results.
  date: 2025-12-16
  authors:
    - annikab-oai
    - msingh-openai
    - emreokcular
  tags:
    - images
    - vision

- title: Prompt Personalities
  path: examples/gpt-5/prompt_personalities.ipynb
  slug: prompt-personalities
  description: Cookbook to shape agent personality via instruction prompts for tone and style.
  date: 2026-01-05
  authors:
    - msingh-openai
    - kathylau-oai
  tags:
    - gpt-5
    - prompt-personalities