Guide on AI Knowledge Base

WORKFLOW.md Configuration

Mon, 01 Jan 0001 00:00:00 +0000

The WORKFLOW.md file format: YAML front matter configuring tracker integration, polling intervals, workspace hooks, and agent settings, followed by a markdown prompt template with issue-field substitution.

Working With Messages

Mon, 01 Jan 0001 00:00:00 +0000

The Messages API is the core primitive — understand message roles, content blocks, and conversation structure.

Streaming

Mon, 01 Jan 0001 00:00:00 +0000

Server-sent events (SSE) streaming for real-time token delivery and responsive UIs.

Structured Outputs

Mon, 01 Jan 0001 00:00:00 +0000

Get reliable JSON outputs from Claude using tool_use or constrained decoding.

Extended Thinking

Mon, 01 Jan 0001 00:00:00 +0000

Enable Claude’s chain-of-thought reasoning for complex problems that benefit from step-by-step analysis.

Vision

Mon, 01 Jan 0001 00:00:00 +0000

Send images to Claude for analysis, OCR, diagram interpretation, and multimodal reasoning.

Prompt Caching

Mon, 01 Jan 0001 00:00:00 +0000

Cache system prompts and repeated context to reduce latency and costs by up to 90%.

@ag-ui/encoder

Mon, 01 Jan 0001 00:00:00 +0000

@ag-ui/proto

Mon, 01 Jan 0001 00:00:00 +0000

🚀 Get Started

Mon, 01 Jan 0001 00:00:00 +0000

01 Intro Basics

Mon, 01 Jan 0001 00:00:00 +0000

Learn the basics of fine-tuning LLMs with Mistral AI’s API and open-source tools for optimized performance

02 Prepare Dataset

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to prepare datasets for fine-tuning models across various use cases, from tone to coding and RAG

2022 releases

Mon, 01 Jan 0001 00:00:00 +0000

2023 releases

Mon, 01 Jan 0001 00:00:00 +0000

2024 releases

Mon, 01 Jan 0001 00:00:00 +0000

2025 releases

Mon, 01 Jan 0001 00:00:00 +0000

2026 releases

Mon, 01 Jan 0001 00:00:00 +0000

A Data Analyst Agent Built with Cohere and Langchain

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to build a data-analysis system out of Cohere’s models.

A Guide to Streaming Responses

Mon, 01 Jan 0001 00:00:00 +0000

Stream Chat API responses in real-time using Server-Sent Events — including text generation, tool calls, and citation events.

A Guide to Tokens and Tokenizers

Mon, 01 Jan 0001 00:00:00 +0000

This document describes how to use the tokenize and detokenize API endpoints.

A2A endpoint in Agent Server

Mon, 01 Jan 0001 00:00:00 +0000

A2A Extension

Mon, 01 Jan 0001 00:00:00 +0000

A2A JSON-RPC

Mon, 01 Jan 0001 00:00:00 +0000

Communicate with an assistant using the Agent-to-Agent (A2A) Protocol over JSON-RPC 2.0.

A2A vs MCP

Mon, 01 Jan 0001 00:00:00 +0000

Understanding how A2A complements the Model Context Protocol

A2A vs MCP

Mon, 01 Jan 0001 00:00:00 +0000

Detailed comparison with Model Context Protocol

AbstractAgent

Mon, 01 Jan 0001 00:00:00 +0000

Base agent implementation with core event handling

Access & oversight

Mon, 01 Jan 0001 00:00:00 +0000

Control who can access agents, how they authenticate, and audit everything they do.

Access BYOB using pre-signed URLs

Mon, 01 Jan 0001 00:00:00 +0000

Access management

Mon, 01 Jan 0001 00:00:00 +0000

Access the current run (span) within a traced function

Mon, 01 Jan 0001 00:00:00 +0000

Access the W&B MCP Server

Mon, 01 Jan 0001 00:00:00 +0000

Connect your IDE or LLM application to W&B’s Model Context Protocol (MCP) server to provide your agent with access to your W&B workspace, data, and W&B’s documentation.

Access your invoices

Mon, 01 Jan 0001 00:00:00 +0000

View and download billing invoices from Pinecone.

Access your invoices

Mon, 01 Jan 0001 00:00:00 +0000

View and download organization billing invoices.

Account quotas

Mon, 01 Jan 0001 00:00:00 +0000

Account-wide request limits, spending tiers, budget controls, and on-demand GPU quotas

Action confirmations

Mon, 01 Jan 0001 00:00:00 +0000

Actions in ChatKit

Mon, 01 Jan 0001 00:00:00 +0000

Embed a widget to build your own chat experiences.

Adapter injection

Mon, 01 Jan 0001 00:00:00 +0000

Adapters

Mon, 01 Jan 0001 00:00:00 +0000

Adapting Metrics to Target Language

Mon, 01 Jan 0001 00:00:00 +0000

Adaptive Thinking

Mon, 01 Jan 0001 00:00:00 +0000

Add custom authentication

Mon, 01 Jan 0001 00:00:00 +0000

Add encryption at-rest

Mon, 01 Jan 0001 00:00:00 +0000

Add labels to runs with tags

Mon, 01 Jan 0001 00:00:00 +0000

Add metadata and tags to traces

Mon, 01 Jan 0001 00:00:00 +0000

Add W&B (wandb) to your code

Mon, 01 Jan 0001 00:00:00 +0000

Add W&B to your Python code script or Jupyter Notebook.

Add W&B to a Python library

Mon, 01 Jan 0001 00:00:00 +0000

Adding Data to Chroma Collections

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to add data to Chroma collections.

Adding to your CI pipeline with Pytest

Mon, 01 Jan 0001 00:00:00 +0000

ADK Gemini Live API Toolkit

Mon, 01 Jan 0001 00:00:00 +0000

ADK with Agent2Agent (A2A) Protocol

Mon, 01 Jan 0001 00:00:00 +0000

Admin

Mon, 01 Jan 0001 00:00:00 +0000

Administration Api

Mon, 01 Jan 0001 00:00:00 +0000

Advanced Document Parsing For Enterprises

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to use Cohere’s models to build a document-parsing agent.

Advanced Generation Parameters

Mon, 01 Jan 0001 00:00:00 +0000

This page describes advanced parameters for controlling generation.

Advanced IAM configuration

Mon, 01 Jan 0001 00:00:00 +0000

Advanced integrations with ChatKit

Mon, 01 Jan 0001 00:00:00 +0000

Use your own server with ChatKit to integrate agent workflows into your product with more customization.

Advanced Tool Features

Mon, 01 Jan 0001 00:00:00 +0000

Advanced usage

Mon, 01 Jan 0001 00:00:00 +0000

Discover advanced usage techniques for OpenAI’s API, including reproducible outputs, token management, and parameter settings.

AG-UI

Mon, 01 Jan 0001 00:00:00 +0000

AG-UI

Mon, 01 Jan 0001 00:00:00 +0000

AG-UI Integration

Mon, 01 Jan 0001 00:00:00 +0000

Agent Builder webhooks

Mon, 01 Jan 0001 00:00:00 +0000

Integrate agent publishing with external systems, CI/CD pipelines, or custom deployment workflows.

Agent Chat UI

Mon, 01 Jan 0001 00:00:00 +0000

Agent Chat UI

Mon, 01 Jan 0001 00:00:00 +0000

Agent Chat UI

Mon, 01 Jan 0001 00:00:00 +0000

Agent Chat UI

Mon, 01 Jan 0001 00:00:00 +0000

Agent Client Protocol (ACP)

Mon, 01 Jan 0001 00:00:00 +0000

Expose Deep Agents over the Agent Client Protocol (ACP) to integrate with code editors and IDEs.

Agent Client Protocol (ACP)

Mon, 01 Jan 0001 00:00:00 +0000

Expose Deep Agents over the Agent Client Protocol (ACP) to integrate with code editors and IDEs.

Agent Config

Mon, 01 Jan 0001 00:00:00 +0000

Agent definitions

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to define an agent’s instructions, model, tools, and local context in the OpenAI Agents SDK.

Agent evals

Mon, 01 Jan 0001 00:00:00 +0000

Use agent evals to create datasets, configure graders, and track evaluation runs for your agents.

Agent Frameworks

Mon, 01 Jan 0001 00:00:00 +0000

Build production-ready AI agents with Fireworks and leading open-source frameworks

Agent identity

Mon, 01 Jan 0001 00:00:00 +0000

Choose whether your Fleet agent authenticates with its own credentials or with each user’s credentials.

Agent Integrations

Mon, 01 Jan 0001 00:00:00 +0000

Using OSS agent frameworks with Together AI

Agent Loop

Mon, 01 Jan 0001 00:00:00 +0000

Agent Repositories

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use Agent Repositories to share and reuse your agents across teams and projects

Agent Runtime

Mon, 01 Jan 0001 00:00:00 +0000

Agent Server

Mon, 01 Jan 0001 00:00:00 +0000

Agent Server changelog

Mon, 01 Jan 0001 00:00:00 +0000

Agent Skills

Mon, 01 Jan 0001 00:00:00 +0000

Install Pinecone’s official Agent Skills library for Cursor, GitHub Copilot, Codex, and other agentic IDEs.

Agent Starter Pack

Mon, 01 Jan 0001 00:00:00 +0000

Agent Tracing

Mon, 01 Jan 0001 00:00:00 +0000

Understand where your agent runs and how tracing enables reinforcement fine-tuning

Agent Workflows

Mon, 01 Jan 0001 00:00:00 +0000

Orchestrating together multiple language model calls to solve complex tasks.

agent-server-openapi

Mon, 01 Jan 0001 00:00:00 +0000

Agent2Agent (A2A)

Mon, 01 Jan 0001 00:00:00 +0000

Agentic Memory

Mon, 01 Jan 0001 00:00:00 +0000

Persist agent context across runs for better performance and personalization.

Agentic Multi-Stage RAG with Cohere Tools API

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to build a powerful, multi-stage agent with the Cohere platform.

Agentic RAG for PDFs with mixed data

Mon, 01 Jan 0001 00:00:00 +0000

This page describes building a powerful, multi-step chatbot with Cohere’s models.

Agentic Search

Mon, 01 Jan 0001 00:00:00 +0000

Build agents that iteratively search and refine results to answer complex queries.

Agents

Mon, 01 Jan 0001 00:00:00 +0000

Agents

Mon, 01 Jan 0001 00:00:00 +0000

Agents

Mon, 01 Jan 0001 00:00:00 +0000

Agents

Mon, 01 Jan 0001 00:00:00 +0000

Configure agent instructions, tools, guardrails, memory, and streaming behavior.

Agents

Mon, 01 Jan 0001 00:00:00 +0000

Agents & Conversations

Mon, 01 Jan 0001 00:00:00 +0000

Agents & Conversations API: Create, manage agents with tools, and handle interactive conversations with persistent history

Agents Function Calling

Mon, 01 Jan 0001 00:00:00 +0000

Agents use tools and function calling to perform tasks, with built-in and customizable options

Agents Handoffs

Mon, 01 Jan 0001 00:00:00 +0000

Agents Handoffs enable seamless task delegation and workflow automation between multiple agents with diverse tools and capabilities

Agents SDK

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to build agents with the OpenAI Agents SDK.

AgentSubscriber

Mon, 01 Jan 0001 00:00:00 +0000

Event-driven subscriber system for agent lifecycle and event handling

Agno

Mon, 01 Jan 0001 00:00:00 +0000

Using Agno with Together AI

Agno

Mon, 01 Jan 0001 00:00:00 +0000

Trace Agno multi-agent systems with Weave using OpenTelemetry, capturing agent interactions, tool calls, shared memory operations, and multi-modal workflows for comprehensive observability of your AI agent systems.

AI Engine

Mon, 01 Jan 0001 00:00:00 +0000

AI Evaluations UI

Mon, 01 Jan 0001 00:00:00 +0000

Guide to using the AI Evaluations UI for model assessment

AI Mind Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘AIMindTool’ is designed to query data sources in natural language.

AI Models for ADK agents

Mon, 01 Jan 0001 00:00:00 +0000

Airbyte

Mon, 01 Jan 0001 00:00:00 +0000

Alerts in LangSmith

Mon, 01 Jan 0001 00:00:00 +0000

Align an LLM as a Judge

Mon, 01 Jan 0001 00:00:00 +0000

Aligning LLM Evaluators with Human Judgment

Mon, 01 Jan 0001 00:00:00 +0000

Amazon Bedrock

Mon, 01 Jan 0001 00:00:00 +0000

Amazon Bedrock

Mon, 01 Jan 0001 00:00:00 +0000

Pinecone as a Knowledge Base for Amazon Bedrock

Amazon Bedrock

Mon, 01 Jan 0001 00:00:00 +0000

Amazon SageMaker

Mon, 01 Jan 0001 00:00:00 +0000

Ambassador

Mon, 01 Jan 0001 00:00:00 +0000

Join Mistral AI’s Ambassador Program to advocate, create content, and gain exclusive benefits for AI enthusiasts

An Amazon SageMaker Setup Guide

Mon, 01 Jan 0001 00:00:00 +0000

This document will guide you through enabling development teams to access Cohere’s offerings on Amazon SageMaker.

Analysis of Form 10-K/10-Q Using Cohere and RAG

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to use Cohere’s large language models to build an agent able to analyze financial forms like a 10-K or a 10-Q.

Analyze an experiment

Mon, 01 Jan 0001 00:00:00 +0000

Analyzing Hacker News with Cohere

Mon, 01 Jan 0001 00:00:00 +0000

This page describes building a generative-AI powered tool to analyze headlines with Cohere.

Annotate collections

Mon, 01 Jan 0001 00:00:00 +0000

Annotate traces and runs inline

Mon, 01 Jan 0001 00:00:00 +0000

Annotations

Mon, 01 Jan 0001 00:00:00 +0000

Mistral Document AI API extracts structured data from documents using custom JSON annotations for bboxes and full documents

Anthropic

Mon, 01 Jan 0001 00:00:00 +0000

Anthropic

Mon, 01 Jan 0001 00:00:00 +0000

Anthropic

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave to automatically track and log LLM calls made via the Anthropic SDK

Anthropic Api

Mon, 01 Jan 0001 00:00:00 +0000

Anthropic compatibility

Mon, 01 Jan 0001 00:00:00 +0000

Use Anthropic SDKs with Fireworks, and understand the supported surface for the Anthropic-compatible Messages API.

Anthropic MCP

Mon, 01 Jan 0001 00:00:00 +0000

Antitrust Policy

Mon, 01 Jan 0001 00:00:00 +0000

MCP Project Antitrust Policy for participants and contributors

Anyscale

Mon, 01 Jan 0001 00:00:00 +0000

Anyscale

Mon, 01 Jan 0001 00:00:00 +0000

API & Integrations

Mon, 01 Jan 0001 00:00:00 +0000

Manage clusters programmatically with CLI, REST API, Terraform, and third-party tools

Api And Data Retention

Mon, 01 Jan 0001 00:00:00 +0000

API deployment checklist

Mon, 01 Jan 0001 00:00:00 +0000

Review commonly underused Responses API design choices that improve deployment quality, speed, cost, and reliability.

API Keys & Authentication

Mon, 01 Jan 0001 00:00:00 +0000

Create, manage, and authenticate with Project-scoped API keys

API Server

Mon, 01 Jan 0001 00:00:00 +0000

Apify

Mon, 01 Jan 0001 00:00:00 +0000

Apify Actors

Mon, 01 Jan 0001 00:00:00 +0000

‘ApifyActorsTool’ lets you call Apify Actors to provide your CrewAI workflows with web scraping, crawling, data extraction, and web automation capabilities.

Apigee AI Gateway

Mon, 01 Jan 0001 00:00:00 +0000

App development in LangSmith Deployment

Mon, 01 Jan 0001 00:00:00 +0000

Application structure

Mon, 01 Jan 0001 00:00:00 +0000

Application structure

Mon, 01 Jan 0001 00:00:00 +0000

Application structure

Mon, 01 Jan 0001 00:00:00 +0000

Applications

Mon, 01 Jan 0001 00:00:00 +0000

Apply patch

Mon, 01 Jan 0001 00:00:00 +0000

Allow models to propose structured diffs that your integration applies.

Apps: workflow management class

Mon, 01 Jan 0001 00:00:00 +0000

Arize

Mon, 01 Jan 0001 00:00:00 +0000

Arize Phoenix

Mon, 01 Jan 0001 00:00:00 +0000

Arize Phoenix integration for CrewAI with OpenTelemetry and OpenInference

Article Recommender via Embedding & Classification

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to build a generative-AI tool to recommend articles with Cohere.

Artifact data privacy and compliance

Mon, 01 Jan 0001 00:00:00 +0000

Learn where W&B files are stored by default. Explore how to save, store sensitive information.

Artifacts

Mon, 01 Jan 0001 00:00:00 +0000

Arxiv Paper Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘ArxivPaperTool’ searches arXiv for papers matching a query and optionally downloads PDFs.

Aryn

Mon, 01 Jan 0001 00:00:00 +0000

Asana Integration

Mon, 01 Jan 0001 00:00:00 +0000

Team task and project coordination with Asana integration for CrewAI.

Assistants

Mon, 01 Jan 0001 00:00:00 +0000

Assistants API deep dive

Mon, 01 Jan 0001 00:00:00 +0000

A detailed guide to creating and managing assistants with the Assistants API on the OpenAI platform.

Assistants Code Interpreter

Mon, 01 Jan 0001 00:00:00 +0000

Allow assistants to run Python code with the Code Interpreter tool.

Assistants File Search

Mon, 01 Jan 0001 00:00:00 +0000

Use File Search as a built-in RAG tool for assistants.

Assistants Function Calling

Mon, 01 Jan 0001 00:00:00 +0000

Use function calling to extend assistants with your own tools.

Assistants migration guide

Mon, 01 Jan 0001 00:00:00 +0000

Guidance for migrating from the Assistants API to the Responses API, including side-by-side comparisons and updated patterns.

Async subagents

Mon, 01 Jan 0001 00:00:00 +0000

Launch background subagents that run concurrently while the supervisor continues interacting with the user

Async subagents

Mon, 01 Jan 0001 00:00:00 +0000

Launch background subagents that run concurrently while the supervisor continues interacting with the user

Asynchronous GRPO

Mon, 01 Jan 0001 00:00:00 +0000

Athina AI

Mon, 01 Jan 0001 00:00:00 +0000

Attribute usage to your integration

Mon, 01 Jan 0001 00:00:00 +0000

Attribute-based access control

Mon, 01 Jan 0001 00:00:00 +0000

Audio & Transcription

Mon, 01 Jan 0001 00:00:00 +0000

Audio & Transcription: Voxtral models enable chat and transcription via audio input with various file-passing methods

Audio and speech

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to work with audio and speech in the OpenAI API.

Audit & Access Logs

Mon, 01 Jan 0001 00:00:00 +0000

Monitor and track account activities with audit logging for Enterprise accounts

Audit logs

Mon, 01 Jan 0001 00:00:00 +0000

Track and review administrative actions across your LangSmith organization for security, compliance, and operational visibility.

Auth-aware tool responses

Mon, 01 Jan 0001 00:00:00 +0000

Format tool responses to trigger OAuth flows and resume execution automatically.

Auth-aware tool responses

Mon, 01 Jan 0001 00:00:00 +0000

Format tool responses to trigger OAuth flows and resume execution automatically.

Authentication

Mon, 01 Jan 0001 00:00:00 +0000

Authentication

Mon, 01 Jan 0001 00:00:00 +0000

Authentication & access control

Mon, 01 Jan 0001 00:00:00 +0000

Authentication methods

Mon, 01 Jan 0001 00:00:00 +0000

AutoGen

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave to track and monitor AutoGen agents and multi-agent systems

AutoGen(AG2)

Mon, 01 Jan 0001 00:00:00 +0000

Using AutoGen(AG2) with Together AI

Automate user and team management

Mon, 01 Jan 0001 00:00:00 +0000

Automate workflows with hooks

Mon, 01 Jan 0001 00:00:00 +0000

Run shell commands automatically when Claude Code edits files, finishes tasks, or needs input. Format code, send notifications, validate commands, and enforce project rules.

Automatically run evaluators on experiments

Mon, 01 Jan 0001 00:00:00 +0000

Automatically track function calls using Ops

Mon, 01 Jan 0001 00:00:00 +0000

Versioned functions that automatically log all calls in Weave

Automation events and scopes

Mon, 01 Jan 0001 00:00:00 +0000

Automations

Mon, 01 Jan 0001 00:00:00 +0000

Manage, deploy, and monitor your live crews (automations) in one place.

Autoscaling

Mon, 01 Jan 0001 00:00:00 +0000

Configure how your deployment scales based on traffic

Available models

Mon, 01 Jan 0001 00:00:00 +0000

See the models you can train with Serverless RL

Available Models

Mon, 01 Jan 0001 00:00:00 +0000

Browse the foundation models available through W&B Inference

Awesome A2A

Mon, 01 Jan 0001 00:00:00 +0000

Curated list of A2A resources

AWS

Mon, 01 Jan 0001 00:00:00 +0000

Deploy Chroma on AWS using CloudFormation.

AWS Bedrock

Mon, 01 Jan 0001 00:00:00 +0000

AWS Bedrock

Mon, 01 Jan 0001 00:00:00 +0000

Deploy and query Mistral AI models on AWS Bedrock with fully managed, serverless endpoints

AWS Marketplace

Mon, 01 Jan 0001 00:00:00 +0000

AWS Private Deployment Guide (EC2 and EKS)

Mon, 01 Jan 0001 00:00:00 +0000

Deploying Cohere models in AWS via EC2 or EKS for enhanced security, compliance, and control.

Aya Expanse

Mon, 01 Jan 0001 00:00:00 +0000

Understand Cohere Labs highly performant multilingual Aya models, which aim to bring many more languages into generative AI.

Aya Family of Models

Mon, 01 Jan 0001 00:00:00 +0000

Understand Cohere Labs groundbreaking multilingual Aya models, which aim to bring many more languages into generative AI.

Aya Vision

Mon, 01 Jan 0001 00:00:00 +0000

Understand Cohere Labs groundbreaking multilingual model Aya Vision, a state-of-the-art multimodal language model excelling at multiple tasks.

Azure

Mon, 01 Jan 0001 00:00:00 +0000

Deploy Chroma on Azure using Terraform.

Azure AI

Mon, 01 Jan 0001 00:00:00 +0000

Deploy and query Mistral AI models on Azure AI via serverless MaaS or GPU-based endpoints

Azure OpenAI

Mon, 01 Jan 0001 00:00:00 +0000

Azure OpenAI Fine-Tuning

Mon, 01 Jan 0001 00:00:00 +0000

How to Fine-Tune Azure OpenAI models using W&B.

Azure OpenAI Setup

Mon, 01 Jan 0001 00:00:00 +0000

Configure Azure OpenAI with Crew Studio for enterprise LLM connections

Back up a pod-based index

Mon, 01 Jan 0001 00:00:00 +0000

Backup pod-based indexes using Pinecone collections

Back up an index

Mon, 01 Jan 0001 00:00:00 +0000

Create backups of serverless indexes for protection

Background mode

Mon, 01 Jan 0001 00:00:00 +0000

Run long running tasks asynchronously in the background.

Bar plots

Mon, 01 Jan 0001 00:00:00 +0000

Visualize metrics, customize axes, and compare categorical data as bars.

Baseten

Mon, 01 Jan 0001 00:00:00 +0000

Bash Tool

Mon, 01 Jan 0001 00:00:00 +0000

The bash tool gives Claude direct shell access to execute commands, making it one of the most powerful and dangerous built-in tools available. It enables agents to run scripts, install packages, manage files, and interact with system utilities, forming the backbone of coding and DevOps automation workflows. Be deliberate about sandboxing: without proper isolation, Claude can execute arbitrary commands with the permissions of the host process. Start with a restrictive allowlist of commands and expand carefully, and always prefer higher-level tools like the text editor for file modifications where available rather than piping through sed or echo.

Basic authentication with email and password

Mon, 01 Jan 0001 00:00:00 +0000

Basic OCR

Mon, 01 Jan 0001 00:00:00 +0000

Extract text and structured content from PDFs and images with Mistral’s Document AI OCR processor

Basic RAG

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to build a basic RAG system by combining retrieval and generation for AI-powered knowledge-based responses

Basic RAG: Retrieval-Augmented Generation with Cohere

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to work with Cohere’s basic retrieval-augmented generation functionality.

Basic Semantic Search with Cohere Models

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to do basic semantic search with Cohere’s models.

Batch

Mon, 01 Jan 0001 00:00:00 +0000

Process jobs asynchronously with the Batch API.

Batch API

Mon, 01 Jan 0001 00:00:00 +0000

Process large-scale async workloads

Batch API

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use OpenAI’s Batch API for processing jobs with asynchronous requests, increased rate limits, and cost efficiency.

Batch Embedding Jobs with the Embed API

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use the Embed Jobs API to handle large text data efficiently with a focus on creating datasets and running embed jobs.

Batch Inference

Mon, 01 Jan 0001 00:00:00 +0000

Process multiple API requests in batches with customizable models, endpoints, and metadata

Batch Operations

Mon, 01 Jan 0001 00:00:00 +0000

Execute multiple searches in a single API call for better performance and easier comparison of results.

Batch Processing

Mon, 01 Jan 0001 00:00:00 +0000

Batch processing is the single biggest lever for cutting Claude API costs on non-urgent workloads — it runs requests asynchronously at roughly half the price, which is why it appears in both the cost-optimization and deployment paths. Pay close attention to the 24-hour completion window and the polling and retrieval flow, since batches are not interactive and you design around eventual results. The common pitfall is reaching for batch on latency-sensitive paths where it does not belong. OpenAI offers an equivalent Batch API with a similar discount but a different file-based job format; read the rate-limits page next to see how batch sidesteps per-minute caps.

BCO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Bedrock

Mon, 01 Jan 0001 00:00:00 +0000

Bedrock

Mon, 01 Jan 0001 00:00:00 +0000

Track and monitor Amazon Bedrock LLM calls with Weave, capturing foundation model interactions, converse API usage, and multi-provider model deployments through AWS’s unified API for comprehensive observability.

Bedrock Invoke Agent Tool

Mon, 01 Jan 0001 00:00:00 +0000

Enables CrewAI agents to invoke Amazon Bedrock Agents and leverage their capabilities within your workflows

Bedrock Knowledge Base Retriever

Mon, 01 Jan 0001 00:00:00 +0000

Retrieve information from Amazon Bedrock Knowledge Bases using natural language queries

Best Practices

Mon, 01 Jan 0001 00:00:00 +0000

This guide distills hard-won patterns for building reliable agent skills that perform well across diverse user inputs and edge cases. Pay particular attention to the guidance on error handling within skill execution and how to design tool descriptions that minimize misuse by the model. A common mistake is writing overly generic skill descriptions, which leads Claude to invoke skills in inappropriate contexts and degrades overall agent quality. Start here after completing the skills quickstart to refine your implementations before deploying to production.

Best Practices for Claude Code

Mon, 01 Jan 0001 00:00:00 +0000

Tips and patterns for getting the most out of Claude Code, from configuring your environment to scaling across parallel sessions.

Best Practices for using Rerank

Mon, 01 Jan 0001 00:00:00 +0000

Tips for optimal endpoint performance, including constraints on the number of documents, tokens per document, and tokens per query.

Beta

Mon, 01 Jan 0001 00:00:00 +0000

Beta Headers

Mon, 01 Jan 0001 00:00:00 +0000

Billing & Pricing

Mon, 01 Jan 0001 00:00:00 +0000

Understand billing, pricing, and lifecycle policies for GPU Clusters

Billing disputes and refunds

Mon, 01 Jan 0001 00:00:00 +0000

Billing Troubleshooting

Mon, 01 Jan 0001 00:00:00 +0000

Resolving payment issues, understanding charges, and managing billing problems.

Box

Mon, 01 Jan 0001 00:00:00 +0000

Box Integration

Mon, 01 Jan 0001 00:00:00 +0000

File storage and document management with Box integration for CrewAI.

Braintrust

Mon, 01 Jan 0001 00:00:00 +0000

Braintrust

Mon, 01 Jan 0001 00:00:00 +0000

Braintrust integration for CrewAI with OpenTelemetry tracing and evaluation

Branching chat

Mon, 01 Jan 0001 00:00:00 +0000

Edit messages, regenerate responses, and navigate conversation branches

Branching chat

Mon, 01 Jan 0001 00:00:00 +0000

Edit messages, regenerate responses, and navigate conversation branches

Brave Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘BraveSearchTool’ is designed to search the internet using the Brave Search API.

Bright Data Tools

Mon, 01 Jan 0001 00:00:00 +0000

Bright Data integrations for SERP search, Web Unlocker scraping, and Dataset API.

Bring your own bucket (BYOB)

Mon, 01 Jan 0001 00:00:00 +0000

Bring your own cloud (BYOC)

Mon, 01 Jan 0001 00:00:00 +0000

Deploy Pinecone in your own cloud account (AWS, GCP, or Azure), with full control over your infrastructure

Browserbase Web Loader

Mon, 01 Jan 0001 00:00:00 +0000

Browserbase is a developer platform to reliably run, manage, and monitor headless browsers.

Build a content builder agent

Mon, 01 Jan 0001 00:00:00 +0000

Build a content writing agent with brand memory, skills, subagents, and image generation

Build a content builder agent

Mon, 01 Jan 0001 00:00:00 +0000

Build a content writing agent with brand memory, skills, subagents, and image generation

Build a custom RAG agent with LangGraph

Mon, 01 Jan 0001 00:00:00 +0000

Build a custom RAG agent with LangGraph

Mon, 01 Jan 0001 00:00:00 +0000

This guide shows how to build a RAG pipeline where the agent decides when and how to retrieve documents, rather than always retrieving on every query. Focus on the routing logic that lets the agent skip retrieval for questions it can answer directly — this is the key difference between naive RAG and agentic RAG. Compare this approach with Pinecone’s retrieval patterns and Cohere’s reranking strategies to see how different parts of the RAG stack complement each other. A common pitfall is over-retrieving: adding too many retrieval nodes or fetching too many documents degrades both latency and answer quality, so tune your retrieval thresholds carefully.

Build a custom SQL agent

Mon, 01 Jan 0001 00:00:00 +0000

Build a data analysis agent

Mon, 01 Jan 0001 00:00:00 +0000

Build an agent that analyzes data files, generates visualizations, and shares results

Build a deep research agent

Mon, 01 Jan 0001 00:00:00 +0000

Build a multi-step web research agent with subagent delegation

Build a deep research agent

Mon, 01 Jan 0001 00:00:00 +0000

Build a multi-step web research agent with subagent delegation

Build a multi-source knowledge base with routing

Mon, 01 Jan 0001 00:00:00 +0000

Build a multi-source knowledge base with routing

Mon, 01 Jan 0001 00:00:00 +0000

This guide demonstrates a router pattern where a top-level agent dispatches queries to specialized sub-agents based on the knowledge domain, which is one of the most practical multi-agent architectures for production systems. The routing mechanism avoids the cost and latency of sending every query to every knowledge source by using an LLM to classify intent first. Focus on how the router prompt is structured and how fallback behavior works when no sub-agent matches, as these are the failure modes you will encounter most in real deployments. Compare this approach with CrewAI’s delegation model and LangGraph’s conditional edges to understand the tradeoffs between explicit routing and emergent coordination.

Build a personal assistant with subagents

Mon, 01 Jan 0001 00:00:00 +0000

Build a personal assistant with subagents

Mon, 01 Jan 0001 00:00:00 +0000

Build a RAG agent with LangChain

Mon, 01 Jan 0001 00:00:00 +0000

Build a RAG agent with LangChain

Mon, 01 Jan 0001 00:00:00 +0000

This guide assembles LangChain’s retrieval primitives into a complete RAG agent capable of querying external knowledge and synthesizing answers with citations. The key architectural decision covered here is when to use a simple retrieval chain versus a full agentic RAG loop where the model decides whether and how to retrieve. Pay attention to the prompt engineering patterns for grounding LLM responses in retrieved context, as poorly constructed prompts are the primary cause of hallucination in RAG systems. Read the retrieval guide first for the underlying abstractions, then use this guide to see how they combine in a production-oriented pattern.

Build a semantic search engine with LangChain

Mon, 01 Jan 0001 00:00:00 +0000

Build a semantic search engine with LangChain

Mon, 01 Jan 0001 00:00:00 +0000

Build a SQL agent

Mon, 01 Jan 0001 00:00:00 +0000

Build a SQL agent

Mon, 01 Jan 0001 00:00:00 +0000

Build a SQL assistant with on-demand skills

Mon, 01 Jan 0001 00:00:00 +0000

Build a SQL assistant with on-demand skills

Mon, 01 Jan 0001 00:00:00 +0000

Build A Tool Using Agent

Mon, 01 Jan 0001 00:00:00 +0000

Build a voice agent with LangChain

Mon, 01 Jan 0001 00:00:00 +0000

Build a voice agent with LangChain

Mon, 01 Jan 0001 00:00:00 +0000

Build an MCP client

Mon, 01 Jan 0001 00:00:00 +0000

Get started building your own client that can integrate with all MCP servers.

Build an MCP server

Mon, 01 Jan 0001 00:00:00 +0000

Get started building your own server to use in Claude for Desktop and other clients.

Build an Onboarding Assistant with Cohere!

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to build an onboarding assistant with Cohere’s large language models.

Build Chatbots with MongoDB and Cohere

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to build a chatbot that provides actionable insights on technology company market reports.

Build Crew

Mon, 01 Jan 0001 00:00:00 +0000

A Crew is a group of agents that work together to complete a task.

Build customer support with handoffs

Mon, 01 Jan 0001 00:00:00 +0000

Build customer support with handoffs

Mon, 01 Jan 0001 00:00:00 +0000

Build with Agent Skills

Mon, 01 Jan 0001 00:00:00 +0000

Use agent skills to guide AI coding assistants through MCP server design and implementation

Build Your First Flow

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to create structured, event-driven workflows with precise control over execution.

Building a Chatbot with Cohere

Mon, 01 Jan 0001 00:00:00 +0000

This page describes building a generative-AI powered chatbot with Cohere.

Building a Generative AI Agent with Cohere

Mon, 01 Jan 0001 00:00:00 +0000

This page describes building a generative-AI powered agent with Cohere.

Building a RAG Workflow

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to build a RAG workflow with Together AI embedding and chat endpoints!

Building An AI Data Analyst

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use code interpreter to build an AI data analyst with E2B and Together AI.

Building an LLM Agent with the Cohere API

Mon, 01 Jan 0001 00:00:00 +0000

This page how to use Cohere’s API to build an LLM-based agent.

Building MCP servers for ChatGPT Apps and API integrations

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to build MCP servers for use with ChatGPT Apps, deep research, or API integrations.

Building RAG models with Cohere

Mon, 01 Jan 0001 00:00:00 +0000

This page walks through building a retrieval-augmented generation model with Cohere.

Building with AI

Mon, 01 Jan 0001 00:00:00 +0000

Use LLMs to process unstructured data in your applications.

Built-in Evaluators

Mon, 01 Jan 0001 00:00:00 +0000

Built-in Tools

Mon, 01 Jan 0001 00:00:00 +0000

Bulk exporting trace data

Mon, 01 Jan 0001 00:00:00 +0000

Caching

Mon, 01 Jan 0001 00:00:00 +0000

Calendar Agent with Native Multi Step Tool

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to use cohere Chat API with list_calendar_events and create_calendar_event tools to book appointments.

Call agents from code

Mon, 01 Jan 0001 00:00:00 +0000

Invoke Agent Builder agents from Python, JavaScript, or any language through the REST API.

Call agents from code

Mon, 01 Jan 0001 00:00:00 +0000

Invoke Fleet agents from Python, JavaScript, or any language through the REST API.

Call tools

Mon, 01 Jan 0001 00:00:00 +0000

How to call tools with W&B Inference

Callback patterns

Mon, 01 Jan 0001 00:00:00 +0000

Callbacks

Mon, 01 Jan 0001 00:00:00 +0000

Callbacks: Observe, Customize, and Control Agent Behavior

Mon, 01 Jan 0001 00:00:00 +0000

Cancel Run

Mon, 01 Jan 0001 00:00:00 +0000

Cancel Runs

Mon, 01 Jan 0001 00:00:00 +0000

Cancel one or more runs. Can cancel runs by thread ID and run IDs, or by status filter.

Cancelling Tasks

Mon, 01 Jan 0001 00:00:00 +0000

Capabilities

Mon, 01 Jan 0001 00:00:00 +0000

Case studies

Mon, 01 Jan 0001 00:00:00 +0000

Case studies

Mon, 01 Jan 0001 00:00:00 +0000

Cerebras

Mon, 01 Jan 0001 00:00:00 +0000

Cerebras

Mon, 01 Jan 0001 00:00:00 +0000

Cerebras

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave to trace and log LLM calls made via the Cerebras Cloud SDK

Change your payment method

Mon, 01 Jan 0001 00:00:00 +0000

Update billing payment method for your organization.

Change your payment method

Mon, 01 Jan 0001 00:00:00 +0000

Update your billing payment method.

Changelog

Mon, 01 Jan 0001 00:00:00 +0000

Channels

Mon, 01 Jan 0001 00:00:00 +0000

Configure channels to trigger your Fleet agents automatically.

Chat Curl

Mon, 01 Jan 0001 00:00:00 +0000

Chat Curl V3.1 Terminus

Mon, 01 Jan 0001 00:00:00 +0000

Chat Nodejs

Mon, 01 Jan 0001 00:00:00 +0000

Chat Nodejs V3.1 Terminus

Mon, 01 Jan 0001 00:00:00 +0000

Chat Prefix Completion

Mon, 01 Jan 0001 00:00:00 +0000

Chat Python

Mon, 01 Jan 0001 00:00:00 +0000

Chat Python V3.1 Terminus

Mon, 01 Jan 0001 00:00:00 +0000

Chat template utilities

Mon, 01 Jan 0001 00:00:00 +0000

Chat Templates

Mon, 01 Jan 0001 00:00:00 +0000

Chat through the OpenAI-compatible interface

Mon, 01 Jan 0001 00:00:00 +0000

Integrate OpenAI-compatible chat interface with Pinecone Assistant.

Chat through the standard interface

Mon, 01 Jan 0001 00:00:00 +0000

Chat with your assistant using the standard interface and API.

ChatGPT Developer mode

Mon, 01 Jan 0001 00:00:00 +0000

Full MCP client access for apps and tools.

ChatKit

Mon, 01 Jan 0001 00:00:00 +0000

Embed a widget to build your own chat experiences.

ChatKit widgets

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to design widgets in your chat experience with ChatKit.

Check data freshness

Mon, 01 Jan 0001 00:00:00 +0000

Monitor data freshness in Pinecone using log sequence numbers and vector counts.

Checkpointing

Mon, 01 Jan 0001 00:00:00 +0000

Track, rewind, and summarize Claude’s edits and conversation to manage session state.

Choose a permission mode

Mon, 01 Jan 0001 00:00:00 +0000

Control whether Claude asks before editing files or running commands. Cycle modes with Shift+Tab in the CLI or use the mode selector in VS Code, Desktop, and claude.ai.

Choose a pod type and size

Mon, 01 Jan 0001 00:00:00 +0000

Select the right pod configuration for your workload

Choosing A Model

Mon, 01 Jan 0001 00:00:00 +0000

The essential decision guide for anyone evaluating which Claude model to use. Anthropic organizes its models into tiers — Haiku for speed and cost efficiency, Sonnet for the best balance of capability and price, and Opus for maximum intelligence on complex tasks. For product leaders, the key insight is that model selection is a business decision, not just a technical one: choosing Haiku over Opus can reduce costs by 10-20x while still handling most routine tasks. Compare this tiered approach with OpenAI’s model lineup (GPT-4o, GPT-4o mini, o1) and Mistral’s range to understand how the industry structures the speed-cost-quality tradeoff.

Choosing between Graph and Functional APIs

Mon, 01 Jan 0001 00:00:00 +0000

Choosing between Graph and Functional APIs

Mon, 01 Jan 0001 00:00:00 +0000

Chroma and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to integrate Cohere and Chroma.

Chroma BM25

Mon, 01 Jan 0001 00:00:00 +0000

Chroma Clients

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to instantiate Chroma clients for Cloud, in-memory, and persistent use cases.

Chroma Cloud Qwen

Mon, 01 Jan 0001 00:00:00 +0000

Chroma Cloud Splade

Mon, 01 Jan 0001 00:00:00 +0000

Chroma's Thin-Client

Mon, 01 Jan 0001 00:00:00 +0000

Chunking

Mon, 01 Jan 0001 00:00:00 +0000

CI/CD with Pinecone Local and GitHub Actions

Mon, 01 Jan 0001 00:00:00 +0000

Test Pinecone integration with CI/CD workflows.

Citation Formatting

Mon, 01 Jan 0001 00:00:00 +0000

Learn practical citation formatting patterns that help models generate reliable citations.

Citations

Mon, 01 Jan 0001 00:00:00 +0000

Citations for tool use (function calling)

Mon, 01 Jan 0001 00:00:00 +0000

Guide on accessing and utilizing citations generated by the Cohere Chat endpoint for tool use. It covers both non-streaming and streaming modes (API v2).

clai

Mon, 01 Jan 0001 00:00:00 +0000

Classifier Factory

Mon, 01 Jan 0001 00:00:00 +0000

Create and fine-tune custom classification models for intent detection, moderation, sentiment analysis, and more using Mistral’s Classifier Factory

Claude

Mon, 01 Jan 0001 00:00:00 +0000

Claude Agent SDK

Mon, 01 Jan 0001 00:00:00 +0000

Use W&B Weave with the Claude Agent SDK to trace your agent’s queries, tool calls, and multi-turn conversations.

Claude Api Skill

Mon, 01 Jan 0001 00:00:00 +0000

Claude Code

Mon, 01 Jan 0001 00:00:00 +0000

Use Claude Code with Fireworks AI models

Claude Code Analytics Api

Mon, 01 Jan 0001 00:00:00 +0000

Claude Code Features

Mon, 01 Jan 0001 00:00:00 +0000

Claude Code GitHub Actions

Mon, 01 Jan 0001 00:00:00 +0000

Learn about integrating Claude Code into your development workflow with Claude Code GitHub Actions

Claude Code GitLab CI/CD

Mon, 01 Jan 0001 00:00:00 +0000

Learn about integrating Claude Code into your development workflow with GitLab CI/CD

Claude Code in Slack

Mon, 01 Jan 0001 00:00:00 +0000

Delegate coding tasks directly from your Slack workspace

Claude Code on Amazon Bedrock

Mon, 01 Jan 0001 00:00:00 +0000

Learn about configuring Claude Code through Amazon Bedrock, including setup, IAM configuration, and troubleshooting.

Claude Code on Google Vertex AI

Mon, 01 Jan 0001 00:00:00 +0000

Learn about configuring Claude Code through Google Vertex AI, including setup, IAM configuration, and troubleshooting.

Claude Code on Microsoft Foundry

Mon, 01 Jan 0001 00:00:00 +0000

Learn about configuring Claude Code through Microsoft Foundry, including setup, configuration, and troubleshooting.

Claude Code on the web

Mon, 01 Jan 0001 00:00:00 +0000

Run Claude Code tasks asynchronously on secure cloud infrastructure

Claude Code Plugin

Mon, 01 Jan 0001 00:00:00 +0000

Install the official Pinecone plugin for Claude Code to get skills, MCP tools, and slash commands for managing indexes and building AI applications.

Claude Code settings

Mon, 01 Jan 0001 00:00:00 +0000

Configure Claude Code with global and project-level settings, and environment variables.

Claude Code with GitHub Enterprise Server

Mon, 01 Jan 0001 00:00:00 +0000

Connect Claude Code to your self-hosted GitHub Enterprise Server instance for web sessions, code review, and plugin marketplaces.

Claude In Microsoft Foundry

Mon, 01 Jan 0001 00:00:00 +0000

Claude On Amazon Bedrock

Mon, 01 Jan 0001 00:00:00 +0000

Claude On Vertex Ai

Mon, 01 Jan 0001 00:00:00 +0000

Claude Prompting Best Practices

Mon, 01 Jan 0001 00:00:00 +0000

This is the most practically useful prompt engineering resource from Anthropic and contains techniques that will materially improve your output quality. Focus on the XML tag structuring approach, which is Claude’s preferred method for delineating sections of complex prompts and produces notably better results than unstructured instructions. A common mistake is transferring prompt patterns that work well with GPT-4 directly to Claude without adaptation – Claude responds better to direct instructions and explicit role definitions than to few-shot example-heavy prompts. Read through the examples carefully and experiment with each technique in the API playground before applying them to production prompts.

ClickUp Integration

Mon, 01 Jan 0001 00:00:00 +0000

Task and productivity management with ClickUp integration for CrewAI.

Client

Mon, 01 Jan 0001 00:00:00 +0000

Client Sdks

Mon, 01 Jan 0001 00:00:00 +0000

Client-Server Mode

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to run Chroma in client-server mode.

Client-side performance optimization

Mon, 01 Jan 0001 00:00:00 +0000

Optimize your client code for maximum performance with dedicated deployments

Clone and export reports

Mon, 01 Jan 0001 00:00:00 +0000

Export a W&B Report as a PDF or LaTeX.

Cloud

Mon, 01 Jan 0001 00:00:00 +0000

Cloud Run

Mon, 01 Jan 0001 00:00:00 +0000

Cloudera AI

Mon, 01 Jan 0001 00:00:00 +0000

Vector embedding, RAG, and semantic search at scale

Cloudflare Workers AI

Mon, 01 Jan 0001 00:00:00 +0000

Cluster Storage

Mon, 01 Jan 0001 00:00:00 +0000

Cluster User Management

Mon, 01 Jan 0001 00:00:00 +0000

Co-marketing

Mon, 01 Jan 0001 00:00:00 +0000

Co-marketing

Mon, 01 Jan 0001 00:00:00 +0000

Code Docs RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘CodeDocsSearchTool’ is a powerful RAG (Retrieval-Augmented Generation) tool designed for semantic searches within code documentation.

Code Embeddings

Mon, 01 Jan 0001 00:00:00 +0000

Code embeddings enable retrieval, clustering, and analytics for code databases and coding assistants using Mistral AI’s API

Code Execution

Mon, 01 Jan 0001 00:00:00 +0000

Sandboxed code execution in AutoGen: Docker-based and local executors for running agent-generated code safely.

Code Execution Tool

Mon, 01 Jan 0001 00:00:00 +0000

The code execution tool lets Claude run Python code in a sandboxed environment during a conversation, enabling data analysis, mathematical computation, and rapid prototyping without requiring external infrastructure. This is particularly valuable for tasks where Claude needs to verify its own reasoning through computation rather than relying on mental arithmetic or approximation. Note that the sandbox has limited package availability and no network access, so complex data science workflows may hit dependency walls. Use this tool when you need deterministic computation results embedded directly in Claude’s response rather than asking the user to run code separately.

Code generation

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use OpenAI Codex models to generate code and build coding agents.

Code Interpreter

Mon, 01 Jan 0001 00:00:00 +0000

The ‘CodeInterpreterTool’ is a powerful tool designed for executing Python 3 code within a secure, isolated environment.

Code Interpreter

Mon, 01 Jan 0001 00:00:00 +0000

Code Interpreter enables safe, on-demand code execution for data analysis, graphing, and more in isolated containers

Code Interpreter

Mon, 01 Jan 0001 00:00:00 +0000

Allow models to write and run Python to solve problems.

Code Review

Mon, 01 Jan 0001 00:00:00 +0000

Set up automated PR reviews that catch logic errors, security vulnerabilities, and regressions using multi-agent analysis of your full codebase

Coding

Mon, 01 Jan 0001 00:00:00 +0000

Mistral AI offers Codestral for code generation & FIM, and Devstral for agentic tool use in software development, with integrations for IDEs and frameworks

Coding Agent Skills

Mon, 01 Jan 0001 00:00:00 +0000

Coding Agents

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to enable your CrewAI Agents to write and execute code, and explore advanced features for enhanced functionality.

Coding Tools

Mon, 01 Jan 0001 00:00:00 +0000

Use AGENTS.md to guide coding agents and IDEs across your CrewAI projects.

Cohere

Mon, 01 Jan 0001 00:00:00 +0000

Cohere

Mon, 01 Jan 0001 00:00:00 +0000

Cohere

Mon, 01 Jan 0001 00:00:00 +0000

Using Cohere and Pinecone to generate and index high-quality vector embeddings

Cohere

Mon, 01 Jan 0001 00:00:00 +0000

Cohere

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave to automatically track and log LLM calls made via the Cohere Python library

Cohere Chat on LangChain (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

Integrate Cohere with LangChain to build applications using Cohere’s models and LangChain tools.

Cohere Embed on LangChain (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to work with Cohere’s embeddings models and LangChain.

Cohere Labs Acceptable Use Policy

Mon, 01 Jan 0001 00:00:00 +0000

“Promoting safe and ethical use of generative AI with guidelines to prevent misuse and abuse.”

Cohere Models on Amazon Bedrock

Mon, 01 Jan 0001 00:00:00 +0000

This document provides a guide for using Cohere’s models on Amazon Bedrock.

Cohere on Amazon Web Services (AWS)

Mon, 01 Jan 0001 00:00:00 +0000

Access Cohere’s language models on AWS with customization options through Amazon SageMaker and Amazon Bedrock.

Cohere on Oracle Cloud Infrastructure (OCI)

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to work with Cohere models on Oracle Cloud Infrastructure (OCI)

Cohere on the Microsoft Azure Platform

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to work with Cohere models on Microsoft Azure.

Cohere Rerank on LangChain (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to integrate Cohere’s ReRank models with LangChain.

Cohere SDK Cloud Platform Compatibility

Mon, 01 Jan 0001 00:00:00 +0000

This page describes various places you can use Cohere’s SDK.

Cohere's Command A Reasoning Model

Mon, 01 Jan 0001 00:00:00 +0000

Command A Reasoning excels in tool use, agentic workflows, and complex problem-solving. It has 111 billion parameters and a 256k context length.

Cohere's Command A Translate Model

Mon, 01 Jan 0001 00:00:00 +0000

Command A Translate is a state of the art model performant in 23 languages. It has a context length of 16K tokens and 111B parameters.

Cohere's Command R Model

Mon, 01 Jan 0001 00:00:00 +0000

Command R is a conversational model that excels in language tasks and supports multiple languages, making it ideal for coding use cases.

Cohere's Command R+ Model

Mon, 01 Jan 0001 00:00:00 +0000

Command R+ is Cohere’s optimized for conversational interaction and long-context tasks, best suited for complex RAG workflows and multi-step tool use.

Cohere's Command R7B Model

Mon, 01 Jan 0001 00:00:00 +0000

Command R7B is the smallest, fastest, and final model in our R family of enterprise-focused large language models. It excels at RAG, tool use, and agents.

Cohere's Embed Models (Details and Application)

Mon, 01 Jan 0001 00:00:00 +0000

Explore Embed models for text classification and embedding generation in English and multiple languages, with details on dimensions and endpoints.

Cohere's Rerank Model (Details and Application)

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how Cohere’s Rerank models work and how to use them.

Collaborate on reports

Mon, 01 Jan 0001 00:00:00 +0000

Collaborate and share W&B Reports with peers, co-workers, and your team.

Collaborative agents

Mon, 01 Jan 0001 00:00:00 +0000

Collect feedback and use annotations

Mon, 01 Jan 0001 00:00:00 +0000

Collect and analyze feedback for LLM applications through UI and SDK

Collection Forking

Mon, 01 Jan 0001 00:00:00 +0000

Instant copy-on-write collection forking in Chroma Cloud.

Combined API docs

Mon, 01 Jan 0001 00:00:00 +0000

Single-file Markdown export of API guides and docs.

Comet Opik

Mon, 01 Jan 0001 00:00:00 +0000

Command A

Mon, 01 Jan 0001 00:00:00 +0000

Command A is a performant mode good at tool use, RAG, agents, and multilingual use cases. It has 111 billion parameters and a 256k context length.

Command Line

Mon, 01 Jan 0001 00:00:00 +0000

Command Line Interface

Mon, 01 Jan 0001 00:00:00 +0000

Command Line Interfaces (CLIs)

Mon, 01 Jan 0001 00:00:00 +0000

Command R and Command R+ Model Card

Mon, 01 Jan 0001 00:00:00 +0000

This doc provides guidelines for using Cohere generation models ethically and constructively.

Common Tools

Mon, 01 Jan 0001 00:00:00 +0000

Common workflows

Mon, 01 Jan 0001 00:00:00 +0000

Step-by-step guides for exploring codebases, fixing bugs, refactoring, testing, and other everyday tasks with Claude Code.

Community

Mon, 01 Jan 0001 00:00:00 +0000

Join discussions and contribute to protocol development

Community

Mon, 01 Jan 0001 00:00:00 +0000

Connect with the Weights & Biases community and learn from experts

Community Ports

Mon, 01 Jan 0001 00:00:00 +0000

Community Resources

Mon, 01 Jan 0001 00:00:00 +0000

Compaction

Mon, 01 Jan 0001 00:00:00 +0000

Compaction

Mon, 01 Jan 0001 00:00:00 +0000

Manage long-running conversations with server-side and standalone compaction.

Compare and rank models

Mon, 01 Jan 0001 00:00:00 +0000

Compare and rank different model versions based on evaluation metrics

Compare Embeddings for retriever

Mon, 01 Jan 0001 00:00:00 +0000

Compare LLMs using Ragas Evaluations

Mon, 01 Jan 0001 00:00:00 +0000

Compare model performance using the Evaluation Playground

Mon, 01 Jan 0001 00:00:00 +0000

Compare and evaluate model performance without code using Weave’s interactive playground, running evaluations with custom datasets and LLM judges to test system prompts, models, and scoring criteria in a visual interface.

Compare models provided by VertexAI on RAG-based Q&A task using Ragas metrics

Mon, 01 Jan 0001 00:00:00 +0000

Compare run metrics

Mon, 01 Jan 0001 00:00:00 +0000

Compare metrics across multiple runs

Compare runs across projects

Mon, 01 Jan 0001 00:00:00 +0000

Compare runs from two different projects with cross-project reports.

Compare traces

Mon, 01 Jan 0001 00:00:00 +0000

Compare traces and other logged information

Mon, 01 Jan 0001 00:00:00 +0000

Visually compare and diff code, traces, prompts, models, and configurations

Comparison Testing

Mon, 01 Jan 0001 00:00:00 +0000

Comparison with OpenCode and Claude Agent SDK

Mon, 01 Jan 0001 00:00:00 +0000

Compare LangChain Deep Agents with OpenCode and Claude Agent SDK to choose the right tool for your use case

Comparison with OpenCode and Claude Agent SDK

Mon, 01 Jan 0001 00:00:00 +0000

Compare LangChain Deep Agents with OpenCode and Claude Agent SDK to choose the right tool for your use case

Completions

Mon, 01 Jan 0001 00:00:00 +0000

Completions API

Mon, 01 Jan 0001 00:00:00 +0000

Use the completions API for raw text generation with custom prompt templates

Completions API

Mon, 01 Jan 0001 00:00:00 +0000

Composio

Mon, 01 Jan 0001 00:00:00 +0000

Using Composio With Together AI

Composio Tool

Mon, 01 Jan 0001 00:00:00 +0000

Composio provides 250+ production-ready tools for AI agents with flexible authentication management.

Computer use

Mon, 01 Jan 0001 00:00:00 +0000

Enable models to interact with computer interfaces — clicking, typing, and navigating applications via screenshots, creating agents that can operate any software.

Computer Use Tool

Mon, 01 Jan 0001 00:00:00 +0000

Computer use enables Claude to interact with desktop environments through screenshots, mouse clicks, and keyboard input, effectively giving it the ability to operate any GUI application. This opens up automation for legacy software, web applications behind authentication, and workflows that lack APIs. Be aware that computer use is significantly slower and less reliable than API-based tool calling – treat it as a last resort for tasks that genuinely have no programmatic interface. Start with constrained screen regions and simple click-type sequences before attempting complex multi-window workflows, and always implement human-in-the-loop checkpoints for destructive actions.

Conditional Tasks

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use conditional tasks in a crewAI kickoff

Conditional tracing

Mon, 01 Jan 0001 00:00:00 +0000

Conditional Workflow

Mon, 01 Jan 0001 00:00:00 +0000

Adapt to different tasks by conditionally navigating to various LLMs and tools.

Configuration

Mon, 01 Jan 0001 00:00:00 +0000

Configure the Deep Agents CLI with config.toml, hooks, and MCP servers

Configuration

Mon, 01 Jan 0001 00:00:00 +0000

Tune model selection, retry logic, rate limits, and runner policies for production workloads.

Configure audit logs

Mon, 01 Jan 0001 00:00:00 +0000

Track user and API actions with audit log configuration.

Configure audit logs

Mon, 01 Jan 0001 00:00:00 +0000

Enable audit logging to Amazon S3 for compliance

Configure checkpointer backend

Mon, 01 Jan 0001 00:00:00 +0000

Configure Agent Server to use PostgreSQL, MongoDB, or a custom implementation for checkpoint storage.

Configure Collections

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to configure Chroma collection index settings and embedding functions.

Configure custom TLS certificates

Mon, 01 Jan 0001 00:00:00 +0000

Configure customer-managed encryption keys

Mon, 01 Jan 0001 00:00:00 +0000

Use customer-managed encryption keys with AWS KMS.

Configure environment variables

Mon, 01 Jan 0001 00:00:00 +0000

How to configure the W&B Server installation

Configure experiments

Mon, 01 Jan 0001 00:00:00 +0000

Use a dictionary-like object to save your experiment configuration

Configure IP allowlisting for Dedicated Cloud

Mon, 01 Jan 0001 00:00:00 +0000

Configure LangSmith Agent Server for scale

Mon, 01 Jan 0001 00:00:00 +0000

Configure LangSmith for scale

Mon, 01 Jan 0001 00:00:00 +0000

Configure permissions

Mon, 01 Jan 0001 00:00:00 +0000

Control what Claude Code can access and do with fine-grained permission rules, modes, and managed policies.

Configure private connectivity to Dedicated Cloud

Mon, 01 Jan 0001 00:00:00 +0000

Configure Private Endpoints for AWS PrivateLink

Mon, 01 Jan 0001 00:00:00 +0000

Secure Pinecone with private VPC endpoints.

Configure prompt settings

Mon, 01 Jan 0001 00:00:00 +0000

Configure registry access

Mon, 01 Jan 0001 00:00:00 +0000

Configure run input and output preview

Mon, 01 Jan 0001 00:00:00 +0000

Configure server-managed settings (public beta)

Mon, 01 Jan 0001 00:00:00 +0000

Centrally configure Claude Code for your organization through server-delivered settings, without requiring device management infrastructure.

Configure Slack alerts

Mon, 01 Jan 0001 00:00:00 +0000

Configure SSO with LDAP

Mon, 01 Jan 0001 00:00:00 +0000

Configure SSO with OIDC

Mon, 01 Jan 0001 00:00:00 +0000

Configure SSO with Okta

Mon, 01 Jan 0001 00:00:00 +0000

Enable SSO authentication using Okta integration.

Configure SSO with Okta

Mon, 01 Jan 0001 00:00:00 +0000

Configure SAML SSO with Okta for enterprise.

Configure threads

Mon, 01 Jan 0001 00:00:00 +0000

Configure Weave environment variables

Mon, 01 Jan 0001 00:00:00 +0000

Configure Weave’s behavior at runtime using environment variables

Configure webhook notifications for LangSmith alerts

Mon, 01 Jan 0001 00:00:00 +0000

Configure webhook notifications for rules

Mon, 01 Jan 0001 00:00:00 +0000

Configure your collector for LangSmith telemetry

Mon, 01 Jan 0001 00:00:00 +0000

Configuring streaming behavior

Mon, 01 Jan 0001 00:00:00 +0000

Confluent

Mon, 01 Jan 0001 00:00:00 +0000

Connect an authentication provider

Mon, 01 Jan 0001 00:00:00 +0000

Connect Claude Code to tools via MCP

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to connect Claude Code to your tools with the Model Context Protocol.

Connect to a custom model

Mon, 01 Jan 0001 00:00:00 +0000

Connect to an external ClickHouse database

Mon, 01 Jan 0001 00:00:00 +0000

Connect to an external PostgreSQL database

Mon, 01 Jan 0001 00:00:00 +0000

Connect to an external Redis database

Mon, 01 Jan 0001 00:00:00 +0000

Connect to an OpenAI compliant model provider/proxy

Mon, 01 Jan 0001 00:00:00 +0000

Connect to any LLM

Mon, 01 Jan 0001 00:00:00 +0000

Comprehensive guide on integrating CrewAI with various Large Language Models (LLMs) using LiteLLM, including supported providers and configuration options.

Connect to local MCP servers

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to extend Claude Desktop with local MCP servers to enable file system access and other powerful integrations

Connect to remote MCP Servers

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to connect Claude to remote MCP servers and extend its capabilities with internet-hosted tools and data sources

Connect your users to Pinecone

Mon, 01 Jan 0001 00:00:00 +0000

Connecting to Multiple MCP Servers

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use MCPServerAdapter in CrewAI to connect to multiple MCP servers simultaneously and aggregate their tools.

Connectors and MCP servers

Mon, 01 Jan 0001 00:00:00 +0000

Use remote MCP servers and OpenAI-maintained connectors for popular services to give models new capabilities.

Console logs

Mon, 01 Jan 0001 00:00:00 +0000

Contact Support

Mon, 01 Jan 0001 00:00:00 +0000

Content Moderation

Mon, 01 Jan 0001 00:00:00 +0000

This guide covers using Claude as a content moderation layer, including prompt design for classification, handling ambiguous cases, and calibrating sensitivity thresholds for different content categories. The practical impact is significant: a well-tuned Claude moderation pipeline can replace or augment dedicated moderation APIs at lower cost while offering more nuanced category distinctions. Pay attention to the latency and cost tradeoffs between using Haiku for high-volume screening versus Sonnet for borderline cases that need deeper reasoning. Combining Claude moderation with traditional keyword filters as a first pass is a pattern worth adopting early to keep API costs manageable at scale.

Context

Mon, 01 Jan 0001 00:00:00 +0000

Context caching

Mon, 01 Jan 0001 00:00:00 +0000

Context compression

Mon, 01 Jan 0001 00:00:00 +0000

Context Data

Mon, 01 Jan 0001 00:00:00 +0000

Context Editing

Mon, 01 Jan 0001 00:00:00 +0000

Context engineering in agents

Mon, 01 Jan 0001 00:00:00 +0000

Context engineering in agents

Mon, 01 Jan 0001 00:00:00 +0000

Context engineering in Deep Agents

Mon, 01 Jan 0001 00:00:00 +0000

Control what context your deep agent has access to and how it is managed across long-running tasks

Context engineering in Deep Agents

Mon, 01 Jan 0001 00:00:00 +0000

Control what context your deep agent has access to and how it is managed across long-running tasks

Context strategies

Mon, 01 Jan 0001 00:00:00 +0000

Control what past messages, attachments, and tool runs are injected into prompts.

Context Windows

Mon, 01 Jan 0001 00:00:00 +0000

Contextual AI

Mon, 01 Jan 0001 00:00:00 +0000

Continue local sessions from any device with Remote Control

Mon, 01 Jan 0001 00:00:00 +0000

Continue a local Claude Code session from your phone, tablet, or any browser using Remote Control. Works with claude.ai/code and the Claude mobile app.

Contribute to PEFT

Mon, 01 Jan 0001 00:00:00 +0000

Contributing

Mon, 01 Jan 0001 00:00:00 +0000

How to participate in Agent User Interaction Protocol development

Contributing

Mon, 01 Jan 0001 00:00:00 +0000

Contributing integrations

Mon, 01 Jan 0001 00:00:00 +0000

Contributing integrations

Mon, 01 Jan 0001 00:00:00 +0000

Contributing to code

Mon, 01 Jan 0001 00:00:00 +0000

Contributing to code

Mon, 01 Jan 0001 00:00:00 +0000

Contributing to documentation

Mon, 01 Jan 0001 00:00:00 +0000

Contributing to documentation

Mon, 01 Jan 0001 00:00:00 +0000

Contributing to MCP

Mon, 01 Jan 0001 00:00:00 +0000

How to contribute to the Model Context Protocol project

Contributor Communication

Mon, 01 Jan 0001 00:00:00 +0000

Communication strategy and framework for the Model Context Protocol community

Contributor Ladder

Mon, 01 Jan 0001 00:00:00 +0000

Roles, responsibilities, and advancement criteria for MCP contributors, from first contribution to Core Maintainer

Control automatic LLM call tracking

Mon, 01 Jan 0001 00:00:00 +0000

Control how W&B Weave automatically records calls to OpenAI, Anthropic, and other LLM libraries

control_plane_api

Mon, 01 Jan 0001 00:00:00 +0000

Conversation Simulator

Mon, 01 Jan 0001 00:00:00 +0000

Conversation Simulator Custom Templates

Mon, 01 Jan 0001 00:00:00 +0000

Conversation Simulator Lifecycle Hooks

Mon, 01 Jan 0001 00:00:00 +0000

Conversation Simulator Model Callback

Mon, 01 Jan 0001 00:00:00 +0000

Conversation Simulator Simulation Graph

Mon, 01 Jan 0001 00:00:00 +0000

Conversation Simulator Stopping Logic

Mon, 01 Jan 0001 00:00:00 +0000

Conversation state

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to manage conversation state during a model interaction with the OpenAI API.

Convert weights to safetensors

Mon, 01 Jan 0001 00:00:00 +0000

Copy Collections

Mon, 01 Jan 0001 00:00:00 +0000

Copy collections between local Chroma and Chroma Cloud.

Copy Thread

Mon, 01 Jan 0001 00:00:00 +0000

Create a new thread with a copy of the state and checkpoints from an existing thread.

CORS Issues

Mon, 01 Jan 0001 00:00:00 +0000

Cortex

Mon, 01 Jan 0001 00:00:00 +0000

Cost Analysis

Mon, 01 Jan 0001 00:00:00 +0000

Cost Estimator

Mon, 01 Jan 0001 00:00:00 +0000

Estimate and optimize the cost of your RFT training jobs

Cost optimization

Mon, 01 Jan 0001 00:00:00 +0000

Lower your OpenAI model costs by trying our tools and strategies.

Cost tracking

Mon, 01 Jan 0001 00:00:00 +0000

Cost Tracking

Mon, 01 Jan 0001 00:00:00 +0000

Cost tracking in agentic workflows is substantially more complex than single-call API usage because agents make multiple model calls, tool invocations, and potentially spawn sub-agents — all of which accumulate tokens. This guide shows how to instrument the Agent SDK to capture per-turn and per-agent cost breakdowns. Focus on the callback hooks that expose token counts at each step, as these are the foundation for building budget limits and alerting. Without proactive cost tracking, a single runaway agent loop can consume your entire API budget in minutes, making this essential reading before any production deployment.

Counting tokens

Mon, 01 Jan 0001 00:00:00 +0000

Count input tokens precisely for text, images, files, and tools using the Responses API — essential for cost management and context window planning.

CPO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Create a collection

Mon, 01 Jan 0001 00:00:00 +0000

Create a pod-based index

Mon, 01 Jan 0001 00:00:00 +0000

Create and configure a pod-based Pinecone index

Create a project

Mon, 01 Jan 0001 00:00:00 +0000

Create a new Pinecone project in your organization.

Create a project

Mon, 01 Jan 0001 00:00:00 +0000

Create a new Pinecone project in your organization.

Create a prompt

Mon, 01 Jan 0001 00:00:00 +0000

Create a registry

Mon, 01 Jan 0001 00:00:00 +0000

Create a report

Mon, 01 Jan 0001 00:00:00 +0000

Create a W&B Report with the W&B App or programmatically.

Create a Slack automation

Mon, 01 Jan 0001 00:00:00 +0000

Create a webhook automation

Mon, 01 Jan 0001 00:00:00 +0000

Create an account and API key

Mon, 01 Jan 0001 00:00:00 +0000

Create an artifact alias

Mon, 01 Jan 0001 00:00:00 +0000

Create custom aliases for W&B Artifacts.

Create an artifact version

Mon, 01 Jan 0001 00:00:00 +0000

Create a new artifact version from a single run or from a distributed process.

Create an assistant

Mon, 01 Jan 0001 00:00:00 +0000

Create and deploy a Pinecone Assistant for your knowledge base.

Create an experiment

Mon, 01 Jan 0001 00:00:00 +0000

Create a W&B Experiment.

Create an index

Mon, 01 Jan 0001 00:00:00 +0000

Create dense or sparse indexes for semantic and lexical search.

Create an Ingress for installations (Kubernetes)

Mon, 01 Jan 0001 00:00:00 +0000

Create and distribute a plugin marketplace

Mon, 01 Jan 0001 00:00:00 +0000

Build and host plugin marketplaces to distribute Claude Code extensions across teams and communities.

Create and manage datasets in the UI

Mon, 01 Jan 0001 00:00:00 +0000

Create and manage saved views

Mon, 01 Jan 0001 00:00:00 +0000

Customize how you interact with traced function calls and evaluations

Create and manage vectors with metadata

Mon, 01 Jan 0001 00:00:00 +0000

Create and track plots from experiments

Mon, 01 Jan 0001 00:00:00 +0000

Create and track plots from machine learning experiments.

Create Assistant

Mon, 01 Jan 0001 00:00:00 +0000

Create an assistant.

Create Background Run

Mon, 01 Jan 0001 00:00:00 +0000

Create a run and return the run ID immediately. Don’t wait for the final run output.

Create Background Run

Mon, 01 Jan 0001 00:00:00 +0000

Create a run in existing thread, return the run ID immediately. Don’t wait for the final run output.

Create Chat Completion

Mon, 01 Jan 0001 00:00:00 +0000

Create Completion

Mon, 01 Jan 0001 00:00:00 +0000

Create Cron

Mon, 01 Jan 0001 00:00:00 +0000

Create a cron to schedule runs on new threads.

Create Custom Tools

Mon, 01 Jan 0001 00:00:00 +0000

Comprehensive guide on crafting, using, and managing custom tools within the CrewAI framework, including new functionalities and error handling.

Create dynamic Leaderboards in Evaluations

Mon, 01 Jan 0001 00:00:00 +0000

Dynamic Leaderboards let you configure, customize, save, and update Leaderboard views directly from an evaluation.

Create plugins

Mon, 01 Jan 0001 00:00:00 +0000

Create custom plugins to extend Claude Code with skills, agents, hooks, and MCP servers.

Create Run Batch

Mon, 01 Jan 0001 00:00:00 +0000

Create a batch of runs and return immediately.

Create Run, Stream Output

Mon, 01 Jan 0001 00:00:00 +0000

Create a run and stream the output.

Create Run, Stream Output

Mon, 01 Jan 0001 00:00:00 +0000

Create a run in existing thread. Stream the output.

Create Run, Wait for Output

Mon, 01 Jan 0001 00:00:00 +0000

Create a run, wait for the final output and then return it.

Create Run, Wait for Output

Mon, 01 Jan 0001 00:00:00 +0000

Create a run in existing thread. Wait for the final output and then return it.

Create Thread

Mon, 01 Jan 0001 00:00:00 +0000

Create a thread.

Create Thread Cron

Mon, 01 Jan 0001 00:00:00 +0000

Create a cron to schedule runs on a thread.

Create Tickets In Slack

Mon, 01 Jan 0001 00:00:00 +0000

For customers who have a shared Slack channel with us

Creating a client

Mon, 01 Jan 0001 00:00:00 +0000

A guide for creating Cohere API client using Cohere SDK, supported in 4 different languages – Python, TypeScript, Java, and Go.

Creating a QA Bot From Technical Documentation

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to use Cohere to build a simple question-answering system.

Creating and Managing Your Account

Mon, 01 Jan 0001 00:00:00 +0000

Credits

Mon, 01 Jan 0001 00:00:00 +0000

Understanding credits and billing basics on Together AI.

Crew Studio

Mon, 01 Jan 0001 00:00:00 +0000

Build new automations with AI assistance, a visual editor, and integrated testing.

CrewAI

Mon, 01 Jan 0001 00:00:00 +0000

Using CrewAI with Together

CrewAI

Mon, 01 Jan 0001 00:00:00 +0000

Integrate CrewAI with Weave for monitoring and tracing multi-agent applications

CrewAI Documentation

Mon, 01 Jan 0001 00:00:00 +0000

Build collaborative AI agents, crews, and flows — production ready from day one.

CrewAI Run Automation Tool

Mon, 01 Jan 0001 00:00:00 +0000

Enables CrewAI agents to invoke CrewAI Platform automations and leverage external crew services within your workflows.

CrewAI Tracing

Mon, 01 Jan 0001 00:00:00 +0000

Built-in tracing for CrewAI Crews and Flows with the CrewAI AMP platform

CrewGPT

Mon, 01 Jan 0001 00:00:00 +0000

Criteria

Mon, 01 Jan 0001 00:00:00 +0000

CSV RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘CSVSearchTool’ is a powerful RAG (Retrieval-Augmented Generation) tool designed for semantic searches within a CSV file’s content.

Custom agents

Mon, 01 Jan 0001 00:00:00 +0000

Custom data processing agreements

Mon, 01 Jan 0001 00:00:00 +0000

Custom Evaluators

Mon, 01 Jan 0001 00:00:00 +0000

Custom instrumentation

Mon, 01 Jan 0001 00:00:00 +0000

Custom LLM Implementation

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to create custom LLM implementations in CrewAI.

Custom Manager Agent

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to set a custom agent as the manager in CrewAI, providing more control over task management and coordination.

Custom MCP Servers

Mon, 01 Jan 0001 00:00:00 +0000

Connect your own MCP servers to CrewAI AMP with public access, API key authentication, or OAuth 2.0

Custom Metrics

Mon, 01 Jan 0001 00:00:00 +0000

Custom middleware

Mon, 01 Jan 0001 00:00:00 +0000

Custom middleware

Mon, 01 Jan 0001 00:00:00 +0000

Custom model providers

Mon, 01 Jan 0001 00:00:00 +0000

Configure any LangChain-compatible model provider for the Deep Agents CLI

Custom model providers

Mon, 01 Jan 0001 00:00:00 +0000

Configure any LangChain-compatible model provider for the Deep Agents CLI

Custom models

Mon, 01 Jan 0001 00:00:00 +0000

Custom Models

Mon, 01 Jan 0001 00:00:00 +0000

Upload, verify, and deploy your own models from Hugging Face or elsewhere

Custom Multi-hop Query

Mon, 01 Jan 0001 00:00:00 +0000

Custom output rendering

Mon, 01 Jan 0001 00:00:00 +0000

Custom Single-hop Query

Mon, 01 Jan 0001 00:00:00 +0000

Custom Structured Output

Mon, 01 Jan 0001 00:00:00 +0000

Define and enforce JSON output formats using Pydantic or Zod schemas with Mistral AI

Custom Tools

Mon, 01 Jan 0001 00:00:00 +0000

Custom tools are how you give your agent the ability to take actions beyond conversation – calling APIs, querying databases, executing code, or interacting with any external system. Focus on how the tool’s JSON schema definition directly affects the model’s ability to invoke it correctly; poorly described parameters are the most common source of tool invocation failures. Pay special attention to error handling within tool implementations, since unhandled exceptions will surface as opaque failures in the agentic loop. If your tools need to call external MCP servers instead, read the MCP integration guide as an alternative approach.

Custom Tools for ADK

Mon, 01 Jan 0001 00:00:00 +0000

Custom workflow

Mon, 01 Jan 0001 00:00:00 +0000

Custom workflow

Mon, 01 Jan 0001 00:00:00 +0000

Customer Support Chat

Mon, 01 Jan 0001 00:00:00 +0000

Building an AI-powered customer support chatbot with Claude, including architecture patterns and quality safeguards.

Customer Ticket Portal

Mon, 01 Jan 0001 00:00:00 +0000

Customise models

Mon, 01 Jan 0001 00:00:00 +0000

Customizations

Mon, 01 Jan 0001 00:00:00 +0000

Customize Deep Agents

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to customize deep agents with system prompts, tools, subagents, and more

Customize Deep Agents

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to customize deep agents with system prompts, tools, subagents, and more

Customize keyboard shortcuts

Mon, 01 Jan 0001 00:00:00 +0000

Customize keyboard shortcuts in Claude Code with a keybindings configuration file.

Customize log axes

Mon, 01 Jan 0001 00:00:00 +0000

Customize run colors

Mon, 01 Jan 0001 00:00:00 +0000

Customize the error support message

Mon, 01 Jan 0001 00:00:00 +0000

Customize support contact information in the LangSmith frontend for self-hosted deployments.

Customize user management

Mon, 01 Jan 0001 00:00:00 +0000

Customize your status line

Mon, 01 Jan 0001 00:00:00 +0000

Configure a custom status bar to monitor context window usage, costs, and git status in Claude Code

Customizing Prompts

Mon, 01 Jan 0001 00:00:00 +0000

Dive deeper into low-level prompt customization for CrewAI, enabling super custom and complex use cases for different models and languages.

Customizing Test Data Generation

Mon, 01 Jan 0001 00:00:00 +0000

Cybersecurity checks

Mon, 01 Jan 0001 00:00:00 +0000

OpenAI’s cybersecurity checks documentation details the built-in safeguards that prevent models from generating malicious code, exploitation techniques, or detailed vulnerability instructions. Understanding these guardrails matters when building security-adjacent applications like code review tools or penetration testing assistants, where legitimate security content can trigger false positives. Focus on the boundary between allowed and blocked content so you can design prompts that stay within policy while still being useful for defensive security work. If your application handles security-sensitive domains, read this before encountering unexpected refusals in production.

DALL-E Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘DallETool’ is a powerful tool designed for generating images from textual descriptions.

Data deletion on Pinecone

Mon, 01 Jan 0001 00:00:00 +0000

Understand Pinecone’s secure data deletion process.

Data encryption in Dedicated Cloud

Mon, 01 Jan 0001 00:00:00 +0000

Data handling

Mon, 01 Jan 0001 00:00:00 +0000

Data Handling

Mon, 01 Jan 0001 00:00:00 +0000

Data modeling

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to structure records for efficient data retrieval and management in Pinecone.

Data Privacy

Mon, 01 Jan 0001 00:00:00 +0000

Data purging for compliance

Mon, 01 Jan 0001 00:00:00 +0000

Data Residency

Mon, 01 Jan 0001 00:00:00 +0000

Data Security

Mon, 01 Jan 0001 00:00:00 +0000

How we secure and handle your data for inference and training

Data storage and privacy

Mon, 01 Jan 0001 00:00:00 +0000

Data usage

Mon, 01 Jan 0001 00:00:00 +0000

Learn about Anthropic’s data usage policies for Claude

Data Utilities

Mon, 01 Jan 0001 00:00:00 +0000

data_plane_api

Mon, 01 Jan 0001 00:00:00 +0000

Databricks

Mon, 01 Jan 0001 00:00:00 +0000

Databricks

Mon, 01 Jan 0001 00:00:00 +0000

Using Databricks and Pinecone to create and index vector embeddings at scale

Databricks SQL Query Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘DatabricksQueryTool’ executes SQL queries against Databricks workspace tables.

Datadog

Mon, 01 Jan 0001 00:00:00 +0000

Monitoring Pinecone with Datadog

Datadog Integration

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to integrate Datadog with CrewAI to submit LLM Observability traces to Datadog.

Dataset formats and types

Mon, 01 Jan 0001 00:00:00 +0000

Dataset prebuilt JSON schema types

Mon, 01 Jan 0001 00:00:00 +0000

Dataset transformations

Mon, 01 Jan 0001 00:00:00 +0000

Datavolo

Mon, 01 Jan 0001 00:00:00 +0000

DB Management

Mon, 01 Jan 0001 00:00:00 +0000

Manage your Chroma Cloud databases using the CLI.

DBOS

Mon, 01 Jan 0001 00:00:00 +0000

Debug model vs. Pinecone recall issues

Mon, 01 Jan 0001 00:00:00 +0000

Debug SFT tokenization

Mon, 01 Jan 0001 00:00:00 +0000

Download rendered token IDs and loss masks for supervised fine-tuning jobs.

Debugging

Mon, 01 Jan 0001 00:00:00 +0000

A comprehensive guide to debugging Model Context Protocol (MCP) integrations

Debugging & Monitoring with Pydantic Logfire

Mon, 01 Jan 0001 00:00:00 +0000

Decisions

Mon, 01 Jan 0001 00:00:00 +0000

Decrease latency

Mon, 01 Jan 0001 00:00:00 +0000

Learn techniques to decrease latency for search and upsert operations.

Dedicated Cloud

Mon, 01 Jan 0001 00:00:00 +0000

Deploy W&B Dedicated Cloud in production

Dedicated Endpoints FAQs

Mon, 01 Jan 0001 00:00:00 +0000

Dedicated Inference

Mon, 01 Jan 0001 00:00:00 +0000

Deploy models on your own custom endpoints for improved reliability at scale

Dedicated Models

Mon, 01 Jan 0001 00:00:00 +0000

Dedicated Read Nodes

Mon, 01 Jan 0001 00:00:00 +0000

Dedicated read nodes use provisioned hardware for read operations, providing predictable, low-latency performance at high query volumes.

Deep Dive Into Evaluating RAG Outputs

Mon, 01 Jan 0001 00:00:00 +0000

This page contains information on evaluating the output of RAG systems.

Deep research

Mon, 01 Jan 0001 00:00:00 +0000

Use deep research models for autonomous multi-step research tasks — the model browses the web, synthesizes information, and produces comprehensive reports.

DeepEval

Mon, 01 Jan 0001 00:00:00 +0000

DeepSeek

Mon, 01 Jan 0001 00:00:00 +0000

Deepseek Api

Mon, 01 Jan 0001 00:00:00 +0000

DeepSeek FAQs

Mon, 01 Jan 0001 00:00:00 +0000

DeepSpeed

Mon, 01 Jan 0001 00:00:00 +0000

DeepSpeed Integration

Mon, 01 Jan 0001 00:00:00 +0000

Deferred Tools

Mon, 01 Jan 0001 00:00:00 +0000

Define and log attributes

Mon, 01 Jan 0001 00:00:00 +0000

Use attributes to add meta data to your traces and evaluations.

Define Tools

Mon, 01 Jan 0001 00:00:00 +0000

Delete an artifact

Mon, 01 Jan 0001 00:00:00 +0000

Delete artifacts interactively with the App UI or programmatically with the W&B Python SDK.

Delete an item.

Mon, 01 Jan 0001 00:00:00 +0000

Delete Assistant

Mon, 01 Jan 0001 00:00:00 +0000

Delete an assistant by ID.

Delete Cron

Mon, 01 Jan 0001 00:00:00 +0000

Delete a cron by ID.

Delete Data

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to delete data from Chroma collections.

Delete organizations

Mon, 01 Jan 0001 00:00:00 +0000

Delete records

Mon, 01 Jan 0001 00:00:00 +0000

Delete records by ID or metadata filter from indexes

Delete registry

Mon, 01 Jan 0001 00:00:00 +0000

Delete Run

Mon, 01 Jan 0001 00:00:00 +0000

Delete a run by ID.

Delete runs

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to delete runs from a W&B project using the W&B App.

Delete Thread

Mon, 01 Jan 0001 00:00:00 +0000

Delete a thread by ID.

Delete traces

Mon, 01 Jan 0001 00:00:00 +0000

Delete workspaces

Mon, 01 Jan 0001 00:00:00 +0000

Delete your account

Mon, 01 Jan 0001 00:00:00 +0000

Delete your organization

Mon, 01 Jan 0001 00:00:00 +0000

Dependencies

Mon, 01 Jan 0001 00:00:00 +0000

Deploy an observability stack for your LangSmith deployment

Mon, 01 Jan 0001 00:00:00 +0000

Deploy Finetuned Command Models from AWS Marketplace

Mon, 01 Jan 0001 00:00:00 +0000

This document provides a guide for bringing your own finetuned models to Amazon SageMaker.

Deploy on Air-Gapped Kubernetes

Mon, 01 Jan 0001 00:00:00 +0000

Deploy W&B Platform in air-gapped and disconnected Kubernetes environments

Deploy on Cloud

Mon, 01 Jan 0001 00:00:00 +0000

Deploy other frameworks

Mon, 01 Jan 0001 00:00:00 +0000

Deploy to AMP

Mon, 01 Jan 0001 00:00:00 +0000

Deploy your Crew or Flow to CrewAI AMP

Deploy to Vertex AI Agent Engine

Mon, 01 Jan 0001 00:00:00 +0000

Deploy W&B with Kubernetes Operator

Mon, 01 Jan 0001 00:00:00 +0000

Deploy W&B Platform with Kubernetes Operator on cloud or on-premises

Deploy with Cerebrium

Mon, 01 Jan 0001 00:00:00 +0000

Deploy AI apps effortlessly with Cerebrium’s serverless GPU infrastructure and auto-scaling." (99 characters)

Deploy with Cloudflare Workers AI

Mon, 01 Jan 0001 00:00:00 +0000

Deploy AI models on Cloudflare’s global network with Workers AI for serverless GPU-powered LLMs

Deploy with control plane

Mon, 01 Jan 0001 00:00:00 +0000

Deploy with SkyPilot

Mon, 01 Jan 0001 00:00:00 +0000

Deploy AI models on any cloud with SkyPilot for cost savings, high GPU availability, and managed execution

Deploy your finetuned model on AWS Marketplace

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to deploy your finetuned model on AWS Marketplace.

Deploying a Fine-tuned Model

Mon, 01 Jan 0001 00:00:00 +0000

Once your fine-tune job completes, you should see your new model in your models dashboard.

Deploying Dedicated Endpoints

Mon, 01 Jan 0001 00:00:00 +0000

Guide to creating dedicated endpoints via the web UI.

Deploying Fine Tuned Models

Mon, 01 Jan 0001 00:00:00 +0000

Deploy one or multiple LoRA models fine tuned on Fireworks using live merge or multi-LoRA

Deploying Models in Private Environments

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to pull and test Cohere’s container images using a license with Docker and Kubernetes.

Deploying Your Agent

Mon, 01 Jan 0001 00:00:00 +0000

Deployments

Mon, 01 Jan 0001 00:00:00 +0000

Configure and manage on-demand deployments on dedicated GPUs

Deprecations

Mon, 01 Jan 0001 00:00:00 +0000

Design Principles

Mon, 01 Jan 0001 00:00:00 +0000

The core design principles that guide the development of the Model Context Protocol.

Develop Tests

Mon, 01 Jan 0001 00:00:00 +0000

Development containers

Mon, 01 Jan 0001 00:00:00 +0000

Learn about the Claude Code development container for teams that need consistent, secure environments.

Development Setup with Fireworks Docs MCP

Mon, 01 Jan 0001 00:00:00 +0000

Configure the Fireworks AI Docs MCP server for Claude Code and Cursor

Differences between Lexical and Semantic Search regarding relevancy

Mon, 01 Jan 0001 00:00:00 +0000

Different Types of API Keys and Rate Limits

Mon, 01 Jan 0001 00:00:00 +0000

This page describes Cohere API rate limits for production and evaluation keys.

Direct Model Requests

Mon, 01 Jan 0001 00:00:00 +0000

Directory RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘DirectorySearchTool’ is a powerful RAG (Retrieval-Augmented Generation) tool designed for semantic searches within a directory’s content.

Directory Read

Mon, 01 Jan 0001 00:00:00 +0000

The ‘DirectoryReadTool’ is a powerful utility designed to provide a comprehensive listing of directory contents.

Disable automatic updates for W&B Server

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to disable automatic updates for W&B Server.

Disable tracing

Mon, 01 Jan 0001 00:00:00 +0000

Learn options to disable or conditionally turn off W&B Weave tracing

Discover and install prebuilt plugins through marketplaces

Mon, 01 Jan 0001 00:00:00 +0000

Find and install plugins from marketplaces to extend Claude Code with new commands, agents, and capabilities.

Discover errors and usage patterns with the Insights Agent

Mon, 01 Jan 0001 00:00:00 +0000

Distillation Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Distributed tracing with Agent Server

Mon, 01 Jan 0001 00:00:00 +0000

Unify traces when calling your deployed Agent Server from another service using RemoteGraph or the SDK.

Distributing Training

Mon, 01 Jan 0001 00:00:00 +0000

Docker

Mon, 01 Jan 0001 00:00:00 +0000

Run Chroma in a Docker Container

Document API authentication in OpenAPI

Mon, 01 Jan 0001 00:00:00 +0000

Document Library

Mon, 01 Jan 0001 00:00:00 +0000

Document Library enhances agents with uploaded documents via Mistral Cloud’s built-in RAG tool

Document QnA

Mon, 01 Jan 0001 00:00:00 +0000

Document QnA combines OCR and AI to enable natural language queries on document content for insights and extraction

Document Translation with Command A Translate

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to use Command A Translate for automated translation across 23 languages with industry-leading performance.

DOCX RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘DOCXSearchTool’ is a RAG tool designed for semantic searching within DOCX documents.

Double texting

Mon, 01 Jan 0001 00:00:00 +0000

Downgrade your plan

Mon, 01 Jan 0001 00:00:00 +0000

Downgrade from a paid plan to the free Starter plan.

Downgrade your plan

Mon, 01 Jan 0001 00:00:00 +0000

Downgrade from a paid plan to the free Starter plan.

Download a usage report

Mon, 01 Jan 0001 00:00:00 +0000

Export organization usage and cost reports.

Download a usage report

Mon, 01 Jan 0001 00:00:00 +0000

Download detailed usage and cost reports.

Download an artifact from a registry

Mon, 01 Jan 0001 00:00:00 +0000

Download and use artifacts

Mon, 01 Jan 0001 00:00:00 +0000

Download and use Artifacts from multiple projects.

DPO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

DSPy

Mon, 01 Jan 0001 00:00:00 +0000

Using DSPy with Together AI

DSPy

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave to automatically track and log calls made using DSPy modules and functions

DSPy Assertions

Mon, 01 Jan 0001 00:00:00 +0000

DSPy Optimizer

Mon, 01 Jan 0001 00:00:00 +0000

Durable execution

Mon, 01 Jan 0001 00:00:00 +0000

Durable execution

Mon, 01 Jan 0001 00:00:00 +0000

Dynamic workflows

Mon, 01 Jan 0001 00:00:00 +0000

Edit a report

Mon, 01 Jan 0001 00:00:00 +0000

Edit a report interactively with the App UI or programmatically with the W&B SDK.

Effective Chunking Strategies for RAG

Mon, 01 Jan 0001 00:00:00 +0000

This page describes various chunking strategies you can use to get better RAG performance.

Effort

Mon, 01 Jan 0001 00:00:00 +0000

Egress for billing and operational telemetry

Mon, 01 Jan 0001 00:00:00 +0000

Elasticsearch and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to create a semantic search pipeline with Elasticsearch and Cohere’s generative AI capabilities.

Embed a report

Mon, 01 Jan 0001 00:00:00 +0000

Embed W&B reports directly into Notion or with an HTML IFrame element.

Embed objects

Mon, 01 Jan 0001 00:00:00 +0000

W&B’s Embedding Projector allows users to plot multi-dimensional embeddings on a 2D plane using common dimension reduction algorithms like PCA, UMAP, and t-SNE.

Embedding Functions

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use embedding functions in Chroma to create vector representations of your data.

Embedding values changed when upserted

Mon, 01 Jan 0001 00:00:00 +0000

Embeddings

Mon, 01 Jan 0001 00:00:00 +0000

Embeddings

Mon, 01 Jan 0001 00:00:00 +0000

Embeddings & Reranking

Mon, 01 Jan 0001 00:00:00 +0000

Generate embeddings and rerank results for semantic search

Enable blob storage

Mon, 01 Jan 0001 00:00:00 +0000

Enable Crew Studio

Mon, 01 Jan 0001 00:00:00 +0000

Enabling Crew Studio on CrewAI AMP

Enable Insights

Mon, 01 Jan 0001 00:00:00 +0000

Enable JSON mode

Mon, 01 Jan 0001 00:00:00 +0000

How to use JSON mode with W&B Inference

Enable LangSmith Deployment

Mon, 01 Jan 0001 00:00:00 +0000

Enable Polly

Mon, 01 Jan 0001 00:00:00 +0000

Enable streaming responses

Mon, 01 Jan 0001 00:00:00 +0000

How to use streaming output with W&B Inference

Enable structured output

Mon, 01 Jan 0001 00:00:00 +0000

How to configure structured output in W&B Inference responses

Enable TTL and data retention

Mon, 01 Jan 0001 00:00:00 +0000

Enqueue concurrent

Mon, 01 Jan 0001 00:00:00 +0000

Enterprise

Mon, 01 Jan 0001 00:00:00 +0000

The enterprise skills guide addresses deployment concerns that only surface at organizational scale: access control, audit logging, skill versioning, and multi-tenant isolation. Focus on the permission model and how skill execution contexts are sandboxed — getting this wrong can expose one tenant’s data to another. A key pitfall is treating enterprise skill deployment as a simple extension of single-user patterns; the authentication and authorization layers add meaningful complexity to the skill lifecycle. Read this after the quickstart and best practices guides, as it assumes familiarity with core skill mechanics.

Enterprise network configuration

Mon, 01 Jan 0001 00:00:00 +0000

Configure Claude Code for enterprise environments with proxy servers, custom Certificate Authorities (CA), and mutual Transport Layer Security (mTLS) authentication.

enterprise-api.base

Mon, 01 Jan 0001 00:00:00 +0000

enterprise-api.en

Mon, 01 Jan 0001 00:00:00 +0000

enterprise-api.ko

Mon, 01 Jan 0001 00:00:00 +0000

enterprise-api.pt-BR

Mon, 01 Jan 0001 00:00:00 +0000

Enterprise-Managed Authorization

Mon, 01 Jan 0001 00:00:00 +0000

Centralized access control for MCP in enterprise environments via identity providers

Environment variables

Mon, 01 Jan 0001 00:00:00 +0000

Environment variables

Mon, 01 Jan 0001 00:00:00 +0000

Set W&B environment variables.

Environment Variables

Mon, 01 Jan 0001 00:00:00 +0000

Error Codes

Mon, 01 Jan 0001 00:00:00 +0000

Error handling

Mon, 01 Jan 0001 00:00:00 +0000

Handle errors with retry logic and best practices.

Error: Cannot import name 'Pinecone' from 'pinecone'

Mon, 01 Jan 0001 00:00:00 +0000

Error: Handshake read failed when connecting

Mon, 01 Jan 0001 00:00:00 +0000

Errors

Mon, 01 Jan 0001 00:00:00 +0000

Errors

Mon, 01 Jan 0001 00:00:00 +0000

Errors

Mon, 01 Jan 0001 00:00:00 +0000

Essentials

Mon, 01 Jan 0001 00:00:00 +0000

Agent Builder’s core features

Essentials

Mon, 01 Jan 0001 00:00:00 +0000

Fleet’s core features

Estuary

Mon, 01 Jan 0001 00:00:00 +0000

Eval Tool

Mon, 01 Jan 0001 00:00:00 +0000

Evals

Mon, 01 Jan 0001 00:00:00 +0000

Evaluate agent trajectories using deterministic matching or LLM-as-judge evaluators with AgentEvals and LangSmith.

Evals

Mon, 01 Jan 0001 00:00:00 +0000

Evaluate agent trajectories using deterministic matching or LLM-as-judge evaluators with AgentEvals and LangSmith.

Evaluate a complex agent

Mon, 01 Jan 0001 00:00:00 +0000

Evaluate a hosted API model

Mon, 01 Jan 0001 00:00:00 +0000

Evaluate a hosted API model using infrastructure managed by CoreWeave

Evaluate a model checkpoint

Mon, 01 Jan 0001 00:00:00 +0000

Evaluate a VLLM-compatible model checkpoint using infrastructure managed by CoreWeave

Evaluate a New LLM

Mon, 01 Jan 0001 00:00:00 +0000

Evaluate a simple LLM application

Mon, 01 Jan 0001 00:00:00 +0000

This is the canonical first hands-on with RAGAS, and it matters because it shows the metric-driven evaluation loop on a simple LLM app before you add retrieval complexity. Focus on how RAGAS frames a sample, a metric, and a score — the same abstractions scale up to full RAG evaluation. A subtle gotcha is that many RAGAS metrics call an LLM under the hood, so scores carry cost and run-to-run variance you must account for. Read this before the RAG tutorial, which layers retrieval metrics on top.

Evaluate a simple RAG system

Mon, 01 Jan 0001 00:00:00 +0000

Evaluate a Text-to-SQL Agent

Mon, 01 Jan 0001 00:00:00 +0000

Evaluate and Improve a RAG App

Mon, 01 Jan 0001 00:00:00 +0000

Evaluate answers

Mon, 01 Jan 0001 00:00:00 +0000

Measure assistant response quality with LLM-based evaluation.

Evaluate external models

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to run evals on non-OpenAI models, using the OpenAI platform.

Evaluate using local scorers

Mon, 01 Jan 0001 00:00:00 +0000

Small language models that run locally to evaluate AI system safety and quality

Evaluating Multi-turn Conversations

Mon, 01 Jan 0001 00:00:00 +0000

Evaluating Text Summarization Models

Mon, 01 Jan 0001 00:00:00 +0000

This page discusses how to evaluate a model’s text summarization.

Evaluation Arena Test Cases

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation benchmark catalog

Mon, 01 Jan 0001 00:00:00 +0000

Browse the evaluation benchmarks available through LLM Evaluation Jobs

Evaluation best practices

Mon, 01 Jan 0001 00:00:00 +0000

Advanced evaluation patterns for production AI systems — handling ambiguous cases, scaling eval suites, avoiding eval gaming, and integrating evals into CI/CD pipelines.

Evaluation Component Level Llm Evals

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation Datasets

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation End To End Llm Evals

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation End To End Multi Turn

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation End To End Single Turn

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation Flags And Configs

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation Llm Tracing

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation Mcp

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation Multiturn Test Cases

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation Prompts

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation Test Cases

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation types

Mon, 01 Jan 0001 00:00:00 +0000

Evaluation Unit Testing In Ci Cd

Mon, 01 Jan 0001 00:00:00 +0000

Evaluations with Vertex AI models

Mon, 01 Jan 0001 00:00:00 +0000

Evaluators

Mon, 01 Jan 0001 00:00:00 +0000

Understand the fundamentals of evaluators and reward functions in reinforcement fine-tuning

Event Loop

Mon, 01 Jan 0001 00:00:00 +0000

Events

Mon, 01 Jan 0001 00:00:00 +0000

Documentation for the events used in the Agent User Interaction Protocol SDK

Events

Mon, 01 Jan 0001 00:00:00 +0000

Documentation for the events used in the Agent User Interaction Protocol Python SDK

Events

Mon, 01 Jan 0001 00:00:00 +0000

Experiment configuration

Mon, 01 Jan 0001 00:00:00 +0000

Experiments limits and performance

Mon, 01 Jan 0001 00:00:00 +0000

Keep your pages in W&B faster and more responsive by logging within these suggested bounds.

Explore artifact lineage graphs

Mon, 01 Jan 0001 00:00:00 +0000

Traverse direct acyclic W&B Artifact graphs.

Explore the .claude directory

Mon, 01 Jan 0001 00:00:00 +0000

Where Claude Code reads CLAUDE.md, settings.json, hooks, skills, commands, subagents, rules, and auto memory. Explore the .claude directory in your project and ~/.claude in your home directory.

Explore the context window

Mon, 01 Jan 0001 00:00:00 +0000

An interactive simulation of how Claude Code’s context window fills during a session. See what loads automatically, what each file read costs, and when rules and hooks fire.

Export data from Dedicated Cloud

Mon, 01 Jan 0001 00:00:00 +0000

Export data from Dedicated Cloud

Mon, 01 Jan 0001 00:00:00 +0000

Export runs, metrics, artifacts, and reports from a W&B Dedicated Cloud instance using the Python SDK API.

Export evaluation data

Mon, 01 Jan 0001 00:00:00 +0000

Programmatically export evaluation results using the Evaluation REST API.

Export indexes

Mon, 01 Jan 0001 00:00:00 +0000

Export LangSmith telemetry to your observability backend

Mon, 01 Jan 0001 00:00:00 +0000

Export table data

Mon, 01 Jan 0001 00:00:00 +0000

How to export data from tables.

Exporting Metrics

Mon, 01 Jan 0001 00:00:00 +0000

Export metrics from your dedicated deployments to your observability stack

Extend Claude with skills

Mon, 01 Jan 0001 00:00:00 +0000

Create, manage, and share skills to extend Claude’s capabilities in Claude Code. Includes custom slash commands.

Extensibility

Mon, 01 Jan 0001 00:00:00 +0000

Extension Support Matrix

Mon, 01 Jan 0001 00:00:00 +0000

Which MCP clients implement which official extensions

Faq

Mon, 01 Jan 0001 00:00:00 +0000

Faq

Mon, 01 Jan 0001 00:00:00 +0000

FAQ

Mon, 01 Jan 0001 00:00:00 +0000

Common questions on DSPy usage, comparisons, optimization, and debugging

Fast Mode

Mon, 01 Jan 0001 00:00:00 +0000

FastMCP Client

Mon, 01 Jan 0001 00:00:00 +0000

Feature availability

Mon, 01 Jan 0001 00:00:00 +0000

Feedback data format

Mon, 01 Jan 0001 00:00:00 +0000

Fetch records

Mon, 01 Jan 0001 00:00:00 +0000

Retrieve complete records by ID or metadata filter.

File Checkpointing

Mon, 01 Jan 0001 00:00:00 +0000

File inputs

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use files as file inputs in the OpenAI API.

File Read

Mon, 01 Jan 0001 00:00:00 +0000

The ‘FileReadTool’ is designed to read files from the local file system.

File search

Mon, 01 Jan 0001 00:00:00 +0000

Built-in file search tool that lets models search uploaded files for relevant information before generating responses, providing managed RAG without external infrastructure.

File Write

Mon, 01 Jan 0001 00:00:00 +0000

The ‘FileWriterTool’ is designed to write content to files.

Files

Mon, 01 Jan 0001 00:00:00 +0000

Filter by metadata

Mon, 01 Jan 0001 00:00:00 +0000

Narrow search results with metadata filtering.

Filter runs

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to filter runs in the Runs table using the expression editor.

Filter traces

Mon, 01 Jan 0001 00:00:00 +0000

Fim Completion

Mon, 01 Jan 0001 00:00:00 +0000

Financial CSV Agent with Langchain

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to use Cohere’s models to build an agent able to work with CSV data.

Financial CSV Agent with Native Multi-Step Cohere API

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to use Cohere’s models and its native API to build an agent able to work with CSV data.

Find and customize a run's ID or name

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to find a run’s unique identifier and run name, how to create a custom run ID, and how to customize a run’s name.

Find registry items

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to search for registries, collections, and artifact versions in the W&B Registry using the global search bar or queries.

Fine Grained Tool Streaming

Mon, 01 Jan 0001 00:00:00 +0000

Fine-grained tool streaming gives you granular control over how tool call arguments and results are delivered incrementally, which is essential for building responsive UIs on top of agentic workflows. Focus on the event types and their ordering — understanding the difference between input_json delta events and tool_result blocks determines how you parse partial tool invocations. One subtle pitfall is assuming tool arguments arrive as valid JSON at each delta; you need to buffer and parse only after the tool use block is complete. Read this after the general streaming guide to layer tool-specific streaming behavior on top of basic SSE handling.

Fine Tuning FAQs

Mon, 01 Jan 0001 00:00:00 +0000

Fine-tuning

Mon, 01 Jan 0001 00:00:00 +0000

Fine-tuning models incurs a $2 monthly storage fee per model; see pricing for details

Fine-tuning best practices

Mon, 01 Jan 0001 00:00:00 +0000

Practical tips for getting fine-tuning right — dataset quality vs quantity, avoiding overfitting, hyperparameter selection, and debugging poor results.

Fine-tuning BYOM

Mon, 01 Jan 0001 00:00:00 +0000

Bring Your Own Model: Fine-tune Custom Models from the Hugging Face Hub

Finetuning Cohere Models on AWS Sagemaker

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to finetune one of Cohere’s models on AWS Sagemaker.

Fingerprinting

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use CrewAI’s fingerprinting system to uniquely identify and track components throughout their lifecycle.

Fire Pass Setup

Mon, 01 Jan 0001 00:00:00 +0000

Kimi K2.6 Turbo for personal agentic coding — Fire Pass (Early Access), $49 / month

Firecrawl Crawl Website

Mon, 01 Jan 0001 00:00:00 +0000

The ‘FirecrawlCrawlWebsiteTool’ is designed to crawl and convert websites into clean markdown or structured data.

Firecrawl Scrape Website

Mon, 01 Jan 0001 00:00:00 +0000

The ‘FirecrawlScrapeWebsiteTool’ is designed to scrape websites and convert them into clean markdown or structured data.

Fireworks

Mon, 01 Jan 0001 00:00:00 +0000

Fireworks Agent: Classification

Mon, 01 Jan 0001 00:00:00 +0000

Benchmark base models, fine-tune on labeled data, and pick the best classifier — automatically.

Fireworks Agent: Evaluator Authoring

Mon, 01 Jan 0001 00:00:00 +0000

Have Fireworks Agent generate a reusable evaluator from your dataset — for scoring candidates in an SFT sweep, or for use with Managed RFT.

Fleak

Mon, 01 Jan 0001 00:00:00 +0000

Fleet webhooks

Mon, 01 Jan 0001 00:00:00 +0000

Integrate agent publishing with external systems, CI/CD pipelines, or custom deployment workflows.

Flex processing

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to optimize costs for asynchronous tasks with flex processing.

Flow HITL Management

Mon, 01 Jan 0001 00:00:00 +0000

Enterprise-grade human review for Flows with email-first notifications, routing rules, and auto-response capabilities

FlowiseAI

Mon, 01 Jan 0001 00:00:00 +0000

Force Tool Output as Result

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to force tool output as the result in an Agent’s task in CrewAI.

Frequently asked questions

Mon, 01 Jan 0001 00:00:00 +0000

Frequently Asked Questions

Mon, 01 Jan 0001 00:00:00 +0000

This FAQ addresses the practical edge cases that the other registry guides do not cover in depth, including questions about naming conflicts, transfer of ownership, and delisting policies. Read this after you have gone through the main registry overview and authentication guides, since many answers assume familiarity with those workflows. The sections on troubleshooting publishing failures are particularly valuable if you encounter cryptic errors during your first submission attempt.

Frequently Asked Questions

Mon, 01 Jan 0001 00:00:00 +0000

Frontend

Mon, 01 Jan 0001 00:00:00 +0000

Build React UIs that display real-time subagent streams from deep agents

Frontend

Mon, 01 Jan 0001 00:00:00 +0000

Build generative UIs with real-time streaming from LangChain agents, LangGraph graphs, and custom APIs

Frontend

Mon, 01 Jan 0001 00:00:00 +0000

Build React UIs that display real-time subagent streams from deep agents

Frontend

Mon, 01 Jan 0001 00:00:00 +0000

Build generative UIs with real-time streaming from LangChain agents, LangGraph graphs, and custom APIs

Fueling Generative Content with Keyword Research

Mon, 01 Jan 0001 00:00:00 +0000

This page contains a basic workflow for using Cohere’s models to come up with keyword content ideas.

Full Text Search

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use full-text search and regex filtering in Chroma collections.

Full-text search

Mon, 01 Jan 0001 00:00:00 +0000

Keyword-based search over text documents using BM25, phrase matching, and Lucene query syntax.

Fullscreen rendering

Mon, 01 Jan 0001 00:00:00 +0000

Enable a smoother, flicker-free rendering mode with mouse support and stable memory usage in long conversations.

Fully Sharded Data Parallel

Mon, 01 Jan 0001 00:00:00 +0000

Function calling

Mon, 01 Jan 0001 00:00:00 +0000

Function calling with Mistral models — integrate external tools for dynamic, data-driven responses using JSON Schema tool definitions.

Function calling

Mon, 01 Jan 0001 00:00:00 +0000

Learn how function calling enables large language models to connect to external data and systems.

Function Calling

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to get LLMs to respond to queries with named functions and structured arguments.

Function Calling Fine-tuning

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to fine-tune models with function calling capabilities using Together AI.

Function Tools

Mon, 01 Jan 0001 00:00:00 +0000

Galileo

Mon, 01 Jan 0001 00:00:00 +0000

Galileo integration for CrewAI tracing and evaluation

Gathr

Mon, 01 Jan 0001 00:00:00 +0000

GCP

Mon, 01 Jan 0001 00:00:00 +0000

Deploy Chroma on Google Cloud Platform using Terraform.

Gemini

Mon, 01 Jan 0001 00:00:00 +0000

Gemini

Mon, 01 Jan 0001 00:00:00 +0000

Gemini CLI Extension

Mon, 01 Jan 0001 00:00:00 +0000

Install the official Pinecone extension for Gemini CLI to get skills and MCP tools for managing indexes and building AI applications.

Gemma

Mon, 01 Jan 0001 00:00:00 +0000

General

Mon, 01 Jan 0001 00:00:00 +0000

How to improve Chroma performance across single-node and distributed deployments.

General Online Logit Distillation (GOLD) Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Generalized Knowledge Distillation Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Generate ClickHouse stats

Mon, 01 Jan 0001 00:00:00 +0000

Generate Parallel Queries for Better RAG Retrieval

Mon, 01 Jan 0001 00:00:00 +0000

Build an agentic RAG system that can expand a user query into a more optimized set of queries for retrieval.

Generate query stats

Mon, 01 Jan 0001 00:00:00 +0000

Generating Multi-Faceted Queries

Mon, 01 Jan 0001 00:00:00 +0000

Build a system that generates multi-faceted queries to capture the full intent of a user’s request.

Generative UI

Mon, 01 Jan 0001 00:00:00 +0000

Render AI-generated user interfaces using json-render

Generative UI

Mon, 01 Jan 0001 00:00:00 +0000

Render AI-generated user interfaces using json-render

Generative User Interfaces

Mon, 01 Jan 0001 00:00:00 +0000

AI-generated interfaces without custom tool renderers

Genkit

Mon, 01 Jan 0001 00:00:00 +0000

Get a handle to the Call object during execution

Mon, 01 Jan 0001 00:00:00 +0000

Access the W&B Weave Call object at runtime for feedback, display names, and other metadata

Get Assistant

Mon, 01 Jan 0001 00:00:00 +0000

Get an assistant by ID.

Get Assistant Graph

Mon, 01 Jan 0001 00:00:00 +0000

Get an assistant by ID.

Get Assistant Schemas

Mon, 01 Jan 0001 00:00:00 +0000

Get an assistant by ID.

Get Assistant Subgraphs

Mon, 01 Jan 0001 00:00:00 +0000

Get an assistant’s subgraphs.

Get Assistant Subgraphs by Namespace

Mon, 01 Jan 0001 00:00:00 +0000

Get an assistant’s subgraphs filtered by namespace.

Get Assistant Versions

Mon, 01 Jan 0001 00:00:00 +0000

Get all versions of an assistant.

get data from hugging face

Mon, 01 Jan 0001 00:00:00 +0000

FAQ on data validation, size limits, job creation, and fine-tuning details for Mistral API and mistral-finetune

Get help

Mon, 01 Jan 0001 00:00:00 +0000

Get help

Mon, 01 Jan 0001 00:00:00 +0000

Get Run

Mon, 01 Jan 0001 00:00:00 +0000

Get a run by ID.

Get Thread

Mon, 01 Jan 0001 00:00:00 +0000

Get a thread by ID.

Get Thread History

Mon, 01 Jan 0001 00:00:00 +0000

Get all past states for a thread.

Get Thread History Post

Mon, 01 Jan 0001 00:00:00 +0000

Get all past states for a thread.

Get Thread State

Mon, 01 Jan 0001 00:00:00 +0000

Get state for a thread.

Get User Balance

Mon, 01 Jan 0001 00:00:00 +0000

Getting Help

Mon, 01 Jan 0001 00:00:00 +0000

Getting Started

Mon, 01 Jan 0001 00:00:00 +0000

Getting Started with Basic Tool Use

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to work with Cohere’s basic tool use functionality.

Getting Started with Logprobs

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to return log probabilities for your output tokens & build better classifiers.

GFPO

Mon, 01 Jan 0001 00:00:00 +0000

GitHub

Mon, 01 Jan 0001 00:00:00 +0000

Sync GitHub repositories into Chroma Cloud.

GitHub Copilot

Mon, 01 Jan 0001 00:00:00 +0000

Use Fireworks AI models in GitHub Copilot Chat via a custom endpoint

GitHub Copilot

Mon, 01 Jan 0001 00:00:00 +0000

GitHub Integration

Mon, 01 Jan 0001 00:00:00 +0000

Repository and issue management with GitHub integration for CrewAI.

Github Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘GithubSearchTool’ is designed to search websites and convert them into clean markdown or structured data.

GKE

Mon, 01 Jan 0001 00:00:00 +0000

Glossary

Mon, 01 Jan 0001 00:00:00 +0000

Gmail Integration

Mon, 01 Jan 0001 00:00:00 +0000

Email and contact management with Gmail integration for CrewAI.

Gmail Trigger

Mon, 01 Jan 0001 00:00:00 +0000

Trigger automations when Gmail events occur (e.g., new emails, labels).

Going Live with a Cohere Model

Mon, 01 Jan 0001 00:00:00 +0000

Learn to upgrade from a Trial to a Production key; understand the limitations and benefits of each and go live with Cohere.

Going to production

Mon, 01 Jan 0001 00:00:00 +0000

Take your Deep Agent to production with persistent memory, sandboxes, resilience middleware, and deployment options

Going to production

Mon, 01 Jan 0001 00:00:00 +0000

Take your Deep Agent to production with persistent memory, sandboxes, resilience middleware, and deployment options

Golden Synthesizer

Mon, 01 Jan 0001 00:00:00 +0000

Google

Mon, 01 Jan 0001 00:00:00 +0000

Google

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave to trace and log Google GenAI model calls

Google ADK

Mon, 01 Jan 0001 00:00:00 +0000

Google Agent Development Kit (ADK)

Mon, 01 Jan 0001 00:00:00 +0000

Trace Google Agent Development Kit (ADK) agent and tool calls in Weave using OpenTelemetry

Google Calendar Integration

Mon, 01 Jan 0001 00:00:00 +0000

Event and schedule management with Google Calendar integration for CrewAI.

Google Calendar Trigger

Mon, 01 Jan 0001 00:00:00 +0000

Kick off crews when Google Calendar events are created, updated, or cancelled

Google Cloud Marketplace

Mon, 01 Jan 0001 00:00:00 +0000

Google Contacts Integration

Mon, 01 Jan 0001 00:00:00 +0000

Contact and directory management with Google Contacts integration for CrewAI.

Google Docs Integration

Mon, 01 Jan 0001 00:00:00 +0000

Document creation and editing with Google Docs integration for CrewAI.

Google Drive Integration

Mon, 01 Jan 0001 00:00:00 +0000

File storage and management with Google Drive integration for CrewAI.

Google Drive Trigger

Mon, 01 Jan 0001 00:00:00 +0000

Respond to Google Drive file events with automated crews

Google Gemini

Mon, 01 Jan 0001 00:00:00 +0000

Google Gemini

Mon, 01 Jan 0001 00:00:00 +0000

Google GenAI

Mon, 01 Jan 0001 00:00:00 +0000

Google Search Grounding

Mon, 01 Jan 0001 00:00:00 +0000

Google Serper Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘SerperDevTool’ is designed to search the internet and return the most relevant results.

Google Sheets Integration

Mon, 01 Jan 0001 00:00:00 +0000

Spreadsheet data synchronization with Google Sheets integration for CrewAI.

Google Slides Integration

Mon, 01 Jan 0001 00:00:00 +0000

Presentation creation and management with Google Slides integration for CrewAI.

Governance and Stewardship

Mon, 01 Jan 0001 00:00:00 +0000

Learn about the Model Context Protocol’s governance structure and how to participate in the community

GPT Actions library

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to build and integrate GPT Actions for common applications using OpenAI’s guidance.

GPT Release Notes

Mon, 01 Jan 0001 00:00:00 +0000

Keep track of updates to OpenAI GPTs and explore new features and capabilities in the release notes.

Granular billable usage

Mon, 01 Jan 0001 00:00:00 +0000

Retrieve detailed trace usage data broken down by workspace, project, user, or API key.

Graph execution

Mon, 01 Jan 0001 00:00:00 +0000

Visualize multi-step graph pipelines with per-node status and streaming content

Graph execution

Mon, 01 Jan 0001 00:00:00 +0000

Visualize multi-step graph pipelines with per-node status and streaming content

Graph routes

Mon, 01 Jan 0001 00:00:00 +0000

Graph-based agent workflows

Mon, 01 Jan 0001 00:00:00 +0000

Griptape

Mon, 01 Jan 0001 00:00:00 +0000

Groq

Mon, 01 Jan 0001 00:00:00 +0000

Groq

Mon, 01 Jan 0001 00:00:00 +0000

Grounding agents with data

Mon, 01 Jan 0001 00:00:00 +0000

Group By & Aggregation

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to group search results by metadata keys and select the top results from each group. GroupBy is useful for diversifying results, deduplication, and category-aware ranking.

Group Charter Template

Mon, 01 Jan 0001 00:00:00 +0000

Template for MCP Working Group and Interest Group charters.

GRPO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

GRPO With Replay Buffer

Mon, 01 Jan 0001 00:00:00 +0000

GSPO-token

Mon, 01 Jan 0001 00:00:00 +0000

Guardrails

Mon, 01 Jan 0001 00:00:00 +0000

Implement safety checks and content filtering for your agents

Guardrails

Mon, 01 Jan 0001 00:00:00 +0000

Implement safety checks and content filtering for your agents

Guardrails

Mon, 01 Jan 0001 00:00:00 +0000

Define validators that run alongside the agent loop to enforce business and safety rules.

Guardrails and human review

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use guardrails and human review in the OpenAI Agents SDK for safer, more controlled workflows.

Guides Ai Agent Evaluation

Mon, 01 Jan 0001 00:00:00 +0000

Guides Ai Agent Evaluation Metrics

Mon, 01 Jan 0001 00:00:00 +0000

Guides Answer Correctness Metric

Mon, 01 Jan 0001 00:00:00 +0000

Guides Building Custom Metrics

Mon, 01 Jan 0001 00:00:00 +0000

Guides Llm As A Judge

Mon, 01 Jan 0001 00:00:00 +0000

Guides Llm Observability

Mon, 01 Jan 0001 00:00:00 +0000

Guides Multi Turn Evaluation

Mon, 01 Jan 0001 00:00:00 +0000

Guides Multi Turn Evaluation Metrics

Mon, 01 Jan 0001 00:00:00 +0000

Guides Multi Turn Simulation

Mon, 01 Jan 0001 00:00:00 +0000

Guides Optimizing Hyperparameters

Mon, 01 Jan 0001 00:00:00 +0000

Guides Rag Evaluation

Mon, 01 Jan 0001 00:00:00 +0000

Guides Rag Triad

Mon, 01 Jan 0001 00:00:00 +0000

Guides Red Teaming

Mon, 01 Jan 0001 00:00:00 +0000

Guides Regression Testing In Cicd

Mon, 01 Jan 0001 00:00:00 +0000

Guides Tracing Ai Agents

Mon, 01 Jan 0001 00:00:00 +0000

Guides Tracing Multi Turn

Mon, 01 Jan 0001 00:00:00 +0000

Guides Tracing Rag

Mon, 01 Jan 0001 00:00:00 +0000

Guides Using Custom Embedding Models

Mon, 01 Jan 0001 00:00:00 +0000

Guides Using Custom Llms

Mon, 01 Jan 0001 00:00:00 +0000

Guides Using Synthesizer

Mon, 01 Jan 0001 00:00:00 +0000

Hallucination Guardrail

Mon, 01 Jan 0001 00:00:00 +0000

Prevent and detect AI hallucinations in your CrewAI tasks

Handle Streaming Refusals

Mon, 01 Jan 0001 00:00:00 +0000

Streaming refusals present a unique UX challenge: tokens have already been sent to the client before the model decides to refuse, so you cannot simply suppress the response. This guide covers detection strategies and graceful recovery patterns for when Claude mid-stream determines a request violates safety guidelines. Pay close attention to the stop reason codes and how they differ from normal completion events — your streaming parser needs to handle refusal signals without crashing or displaying partial unsafe content. Implement these patterns early in development rather than retrofitting them after users encounter jarring truncated responses in production.

Handle Tool Calls

Mon, 01 Jan 0001 00:00:00 +0000

Handling Stop Reasons

Mon, 01 Jan 0001 00:00:00 +0000

Handoffs

Mon, 01 Jan 0001 00:00:00 +0000

Handoffs

Mon, 01 Jan 0001 00:00:00 +0000

LangChain’s handoff mechanism lets you transfer execution between agents in a multi-agent graph, and it is worth comparing directly with OpenAI’s Agents SDK handoffs, which use explicit handoff objects rather than graph edges. Focus on how handoffs in LangChain are implemented as special tool calls that the framework intercepts to reroute execution — understanding this internal mechanism helps you debug cases where handoffs silently fail. Read the “Thinking in LangGraph” doc first, because handoffs only make sense once you understand LangGraph’s state machine model. Be mindful that handoff state serialization can be a source of subtle bugs when agents pass complex objects between each other.

Handoffs

Mon, 01 Jan 0001 00:00:00 +0000

Delegate tasks between agents with intent classification, argument passing, and return values.

Harness capabilities

Mon, 01 Jan 0001 00:00:00 +0000

Harness capabilities

Mon, 01 Jan 0001 00:00:00 +0000

Haystack

Mon, 01 Jan 0001 00:00:00 +0000

Haystack

Mon, 01 Jan 0001 00:00:00 +0000

Using Haystack and Pinecone to keep your NLP-driven apps up-to-date

Haystack

Mon, 01 Jan 0001 00:00:00 +0000

Haystack and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

Build custom LLM applications with Haystack, now integrated with Cohere for embedding, generation, chat, and retrieval.

Haystack Integration

Mon, 01 Jan 0001 00:00:00 +0000

Health Check

Mon, 01 Jan 0001 00:00:00 +0000

Check the health status of the server. Optionally check database connectivity.

Health Checks and Node Repair

Mon, 01 Jan 0001 00:00:00 +0000

Proactively validate GPU node health and trigger repair actions for issues

Helicone

Mon, 01 Jan 0001 00:00:00 +0000

Hello World! Explore Language AI with Cohere

Mon, 01 Jan 0001 00:00:00 +0000

This page contains a breakdown of some of what can be achieved with Cohere’s LLM platform.

Help Us Improve The Cohere Docs

Mon, 01 Jan 0001 00:00:00 +0000

Contribute to our docs content, stored in the cohere-developer-experience repo; we welcome your pull requests!

Hierarchical Process

Mon, 01 Jan 0001 00:00:00 +0000

A comprehensive guide to understanding and applying the hierarchical process within your CrewAI projects, updated to reflect the latest coding practices and functionalities.

HITL Workflows

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to implement Human-In-The-Loop workflows in CrewAI for enhanced decision-making

Hooks

Mon, 01 Jan 0001 00:00:00 +0000

Hooks function similarly to middleware in web frameworks, giving you interception points at key stages of the agent’s lifecycle such as before and after tool calls, at the start and end of turns, and during error handling. This is where you implement cross-cutting concerns like logging, metrics, guardrails, and input/output validation without cluttering your core agent logic. A common pitfall is adding too much latency in hook functions, especially in before-tool hooks, which compounds across multi-step agent runs. Read this after you are comfortable with the basic agent loop and custom tools, as hooks are most useful once you understand what you need to observe or control.

Hooks

Mon, 01 Jan 0001 00:00:00 +0000

Hosting

Mon, 01 Jan 0001 00:00:00 +0000

This guide covers the infrastructure considerations for running agents in production, including containerization, scaling, and managing long-running agent sessions. A key challenge with hosting agents compared to traditional APIs is that agent runs can take tens of seconds or even minutes due to multi-step tool use, which affects timeout configuration, connection pooling, and load balancer settings. Focus on the recommendations for stateless vs. stateful deployments, as this choice impacts how you handle conversation persistence and recovery from failures. Read this after the secure deployment guide, since security constraints will inform your hosting architecture decisions.

How do Structured Outputs Work?

Mon, 01 Jan 0001 00:00:00 +0000

Get Cohere models to produce structured outputs in JSON or tool-call format using response_format and JSON Schema constraints.

How to add custom lifespan events

Mon, 01 Jan 0001 00:00:00 +0000

How to add custom middleware

Mon, 01 Jan 0001 00:00:00 +0000

How to add custom routes

Mon, 01 Jan 0001 00:00:00 +0000

How to add evaluators to an existing experiment (Python only)

Mon, 01 Jan 0001 00:00:00 +0000

How to add semantic search to your agent deployment

Mon, 01 Jan 0001 00:00:00 +0000

How to add TTLs to your application

Mon, 01 Jan 0001 00:00:00 +0000

How to audit evaluator scores

Mon, 01 Jan 0001 00:00:00 +0000

How to Authenticate When Publishing to the Official MCP Registry

Mon, 01 Jan 0001 00:00:00 +0000

Authentication is the first barrier you will hit when trying to publish an MCP server to the official registry, and getting it wrong means silent failures with unhelpful error messages. Focus on how GitHub-based identity verification works and the relationship between your GitHub account and registry publishing permissions. If you are building CI/CD pipelines for MCP server releases, read this before the GitHub Actions guide so you understand the credential flow that automation depends on.

How to Automate Publishing with GitHub Actions

Mon, 01 Jan 0001 00:00:00 +0000

Automating MCP server publishing through GitHub Actions eliminates manual release steps and ensures every tagged release reaches the registry consistently. The guide walks through workflow file configuration, secret management for registry credentials, and trigger conditions for version-based publishing. A common pitfall is misconfiguring the authentication token scope, which produces permissions errors that surface only at publish time rather than during the workflow setup. Read the authentication guide first to understand the credential requirements before wiring up the action.

How to build a real-time image generator with Flux and Together AI

Mon, 01 Jan 0001 00:00:00 +0000

How To Build An AI Search Engine (OSS Perplexity Clone)

Mon, 01 Jan 0001 00:00:00 +0000

How to build an AI search engine inspired by Perplexity with Next.js and Together AI

How To Build An Interactive AI Tutor With Llama 3.1

Mon, 01 Jan 0001 00:00:00 +0000

Learn we built LlamaTutor from scratch – an open source AI tutor with 90k users.

How To Build An Open Source NotebookLM: PDF To Podcast

Mon, 01 Jan 0001 00:00:00 +0000

In this guide we will see how to create a podcast like the one below from a PDF input!

How to cancel a run

Mon, 01 Jan 0001 00:00:00 +0000

Cancel a single run or multiple runs via the API, and choose between interrupt and rollback actions.

How to collect user feedback for Agent Server runs

Mon, 01 Jan 0001 00:00:00 +0000

How to compare experiment results

Mon, 01 Jan 0001 00:00:00 +0000

How to create a composite evaluator

Mon, 01 Jan 0001 00:00:00 +0000

How to create a composite evaluator

Mon, 01 Jan 0001 00:00:00 +0000

How to create and manage datasets programmatically

Mon, 01 Jan 0001 00:00:00 +0000

How to customize the Dockerfile

Mon, 01 Jan 0001 00:00:00 +0000

How to define a code evaluator

Mon, 01 Jan 0001 00:00:00 +0000

How to define a code evaluator

Mon, 01 Jan 0001 00:00:00 +0000

How to define a summary evaluator

Mon, 01 Jan 0001 00:00:00 +0000

How to define a target function to evaluate

Mon, 01 Jan 0001 00:00:00 +0000

How to define an LLM-as-a-judge evaluator

Mon, 01 Jan 0001 00:00:00 +0000

How to define an LLM-as-a-judge evaluator

Mon, 01 Jan 0001 00:00:00 +0000

LLM-as-judge is the workhorse evaluator for open-ended outputs where exact-match scoring is impossible, so this page becomes essential the moment you move past trivial test cases. Pay close attention to how you define the judge prompt and scoring schema — vague rubrics produce noisy, irreproducible scores, the most common pitfall here. This is conceptually the same technique RAGAS and OpenAI’s agent evals implement, but LangSmith binds the judge directly to traced runs. Read the evaluation quickstart first to understand datasets and runs.

How to evaluate a graph

Mon, 01 Jan 0001 00:00:00 +0000

How to evaluate a runnable

Mon, 01 Jan 0001 00:00:00 +0000

How to evaluate an application's intermediate steps

Mon, 01 Jan 0001 00:00:00 +0000

How to evaluate an LLM application

Mon, 01 Jan 0001 00:00:00 +0000

How to evaluate with OpenTelemetry

Mon, 01 Jan 0001 00:00:00 +0000

How to evaluate with repetitions

Mon, 01 Jan 0001 00:00:00 +0000

How to evaluate your agent with trajectory evaluations

Mon, 01 Jan 0001 00:00:00 +0000

How to fetch performance metrics for an experiment

Mon, 01 Jan 0001 00:00:00 +0000

How to filter experiments in the UI

Mon, 01 Jan 0001 00:00:00 +0000

How to Get Predictable Outputs with Cohere Models

Mon, 01 Jan 0001 00:00:00 +0000

Strategies for decoding text, and the parameters that impact the randomness and predictability of a language model’s output.

How to handle model rate limits

Mon, 01 Jan 0001 00:00:00 +0000

How to implement generative user interfaces with LangGraph

Mon, 01 Jan 0001 00:00:00 +0000

How to interact with a deployment using RemoteGraph

Mon, 01 Jan 0001 00:00:00 +0000

How to kick off background runs

Mon, 01 Jan 0001 00:00:00 +0000

How to read experiment results locally

Mon, 01 Jan 0001 00:00:00 +0000

How to retry failed runs in experiments (Python only)

Mon, 01 Jan 0001 00:00:00 +0000

How to return categorical vs numerical metrics

Mon, 01 Jan 0001 00:00:00 +0000

How to return multiple scores in one evaluator

Mon, 01 Jan 0001 00:00:00 +0000

How to run a pairwise evaluation

Mon, 01 Jan 0001 00:00:00 +0000

How to run an evaluation asynchronously

Mon, 01 Jan 0001 00:00:00 +0000

How to run an evaluation locally (Python only)

Mon, 01 Jan 0001 00:00:00 +0000

How to run evaluations with pytest

Mon, 01 Jan 0001 00:00:00 +0000

How to run evaluations with Vitest/Jest

Mon, 01 Jan 0001 00:00:00 +0000

How to run multiple agents on the same thread

Mon, 01 Jan 0001 00:00:00 +0000

How to run nanochat on Instant Clusters⚡️

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to train Andrej Karpathy’s end-to-end ChatGPT clone on Together’s on-demand GPU clusters

How to set up a JavaScript application

Mon, 01 Jan 0001 00:00:00 +0000

How to set up an application with pyproject.toml

Mon, 01 Jan 0001 00:00:00 +0000

How to set up an application with requirements.txt

Mon, 01 Jan 0001 00:00:00 +0000

How to simulate multi-turn interactions

Mon, 01 Jan 0001 00:00:00 +0000

How to Start with the Cohere Toolkit

Mon, 01 Jan 0001 00:00:00 +0000

Build and deploy RAG applications quickly with the Cohere Toolkit, which offers pre-built front-end and back-end components.

How to sync prompts with GitHub

Mon, 01 Jan 0001 00:00:00 +0000

How to upload experiments run outside of LangSmith with the REST API

Mon, 01 Jan 0001 00:00:00 +0000

How to use a custom checkpointer

Mon, 01 Jan 0001 00:00:00 +0000

Replace the built-in Postgres checkpointer with a custom BaseCheckpointSaver implementation in your agent deployment.

How to use a custom store

Mon, 01 Jan 0001 00:00:00 +0000

Replace the built-in Postgres store with a custom BaseStore implementation in your agent deployment.

How to use prebuilt evaluators

Mon, 01 Jan 0001 00:00:00 +0000

How to use Serverless SFT

Mon, 01 Jan 0001 00:00:00 +0000

How to use Studio

Mon, 01 Jan 0001 00:00:00 +0000

How to use the REST API

Mon, 01 Jan 0001 00:00:00 +0000

HTTP Request Retries

Mon, 01 Jan 0001 00:00:00 +0000

HttpAgent

Mon, 01 Jan 0001 00:00:00 +0000

HTTP-based agent for connecting to remote AI agents

HubSpot Integration

Mon, 01 Jan 0001 00:00:00 +0000

Manage companies and contacts in HubSpot with CrewAI.

HubSpot Trigger

Mon, 01 Jan 0001 00:00:00 +0000

Trigger CrewAI crews directly from HubSpot Workflows

Hugging Face

Mon, 01 Jan 0001 00:00:00 +0000

Hugging Face

Mon, 01 Jan 0001 00:00:00 +0000

Hugging Face

Mon, 01 Jan 0001 00:00:00 +0000

Hugging Face Accelerate

Mon, 01 Jan 0001 00:00:00 +0000

Training and inference at scale made simple, efficient and adaptable

Hugging Face Diffusers

Mon, 01 Jan 0001 00:00:00 +0000

Hugging Face Hub

Mon, 01 Jan 0001 00:00:00 +0000

Integrate Hugging Face Hub with W&B Weave to track and analyze your machine learning applications

Hugging Face Inference Endpoints

Mon, 01 Jan 0001 00:00:00 +0000

Using Hugging Face Inference Endpoints and Pinecone to generate and index high-quality vector embeddings

Hugging Face Server

Mon, 01 Jan 0001 00:00:00 +0000

Hugging Face Simple Transformers

Mon, 01 Jan 0001 00:00:00 +0000

How to integrate W&B with the Transformers library by Hugging Face.

Hugging Face Transformers

Mon, 01 Jan 0001 00:00:00 +0000

Human Feedback in Flows

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to integrate human feedback directly into your CrewAI Flows using the @human_feedback decorator

Human input

Mon, 01 Jan 0001 00:00:00 +0000

Human Input on Execution

Mon, 01 Jan 0001 00:00:00 +0000

Integrating CrewAI with human input during execution in complex decision-making processes and leveraging the full capabilities of the agent’s attributes and tools.

Human-in-the-loop

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to configure human approval for sensitive tool operations

Human-in-the-loop

Mon, 01 Jan 0001 00:00:00 +0000

Human-in-the-loop

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to configure human approval for sensitive tool operations

Human-in-the-loop

Mon, 01 Jan 0001 00:00:00 +0000

Human-in-the-Loop

Mon, 01 Jan 0001 00:00:00 +0000

Add approval workflows with interrupt-based human review

Human-in-the-Loop

Mon, 01 Jan 0001 00:00:00 +0000

Add approval workflows with interrupt-based human review

Human-in-the-Loop (HITL) Workflows

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to implement Human-in-the-Loop workflows in CrewAI for enhanced decision-making

Human-in-the-loop using server API

Mon, 01 Jan 0001 00:00:00 +0000

Hybrid

Mon, 01 Jan 0001 00:00:00 +0000

Hybrid search

Mon, 01 Jan 0001 00:00:00 +0000

Combine semantic and lexical search for better results.

Hybrid Search with RRF

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to combine multiple ranking strategies using Reciprocal Rank Fusion (RRF). RRF is ideal for hybrid search scenarios where you want to merge results from different ranking methods (e.g., dense and sparse embeddings).

Hydra

Mon, 01 Jan 0001 00:00:00 +0000

How to integrate W&B with Hydra.

Hyperbrowser Load Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘HyperbrowserLoadTool’ enables web scraping and crawling using Hyperbrowser.

IA3

Mon, 01 Jan 0001 00:00:00 +0000

IBM watsonx.ai

Mon, 01 Jan 0001 00:00:00 +0000

Mistral AI’s Large model on IBM watsonx.ai: SaaS & on-premise deployment with setup, API access, and usage guides

Identity and access management (IAM)

Mon, 01 Jan 0001 00:00:00 +0000

Image generation

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to generate or edit images with the OpenAI API and image generation models.

Image generation

Mon, 01 Jan 0001 00:00:00 +0000

Generate and edit images using DALL-E and GPT-4o’s built-in image generation capabilities as tools within the Responses API.

Image Generation

Mon, 01 Jan 0001 00:00:00 +0000

Built-in tool for agents to generate images on demand with detailed output handling and download options

Image Generation with DALL-E

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use DALL-E for AI-powered image generation in your CrewAI projects

Image Generation with Flux2

Mon, 01 Jan 0001 00:00:00 +0000

Deploy a Flux2 image generation model on Together’s managed GPU infrastructure using Dedicated Containers.

Image, Audio, Video & Document Input

Mon, 01 Jan 0001 00:00:00 +0000

Images and vision

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to understand or generate images with the OpenAI API.

Implement a LangChain integration

Mon, 01 Jan 0001 00:00:00 +0000

Implement a LangChain integration

Mon, 01 Jan 0001 00:00:00 +0000

Implement distributed tracing

Mon, 01 Jan 0001 00:00:00 +0000

Implement multitenancy

Mon, 01 Jan 0001 00:00:00 +0000

Use namespaces to isolate tenant data securely.

Import and export data

Mon, 01 Jan 0001 00:00:00 +0000

Import data from MLFlow, export or update data that you have saved to W&B

Import exported data

Mon, 01 Jan 0001 00:00:00 +0000

Import LangSmith bulk-exported Parquet data into BigQuery, Snowflake, Redshift, Clickhouse, or DuckDB.

Import records

Mon, 01 Jan 0001 00:00:00 +0000

Import large datasets efficiently from S3, GCS, or Azure into Pinecone indexes.

Improve LLM-as-judge evaluators using human feedback

Mon, 01 Jan 0001 00:00:00 +0000

Improve RAG

Mon, 01 Jan 0001 00:00:00 +0000

Include HTTP headers in server logs

Mon, 01 Jan 0001 00:00:00 +0000

Include multimodal content in a prompt

Mon, 01 Jan 0001 00:00:00 +0000

Increase Consistency

Mon, 01 Jan 0001 00:00:00 +0000

Output consistency matters most when Claude powers automated pipelines where downstream code parses its responses. This guide covers techniques like temperature reduction, few-shot examples, structured output formats, and explicit schemas that make Claude’s responses more deterministic. The single biggest lever is providing concrete output examples in your prompt – this anchors the model’s formatting far more reliably than verbal instructions alone. Read this before building any system that pipes Claude output into JSON parsers, database inserts, or multi-step agent workflows.

Increase search relevance

Mon, 01 Jan 0001 00:00:00 +0000

Learn techniques to improve search result quality.

Increase throughput

Mon, 01 Jan 0001 00:00:00 +0000

Learn techniques to improve data operation performance and query throughput.

Incremental Snapshots (ARC2)

Mon, 01 Jan 0001 00:00:00 +0000

Build ARC2 incremental checkpoints, use per-file hints, and signal delta hot-loads for BYOT RL rollout integrations.

Inference Error Codes

Mon, 01 Jan 0001 00:00:00 +0000

Common error codes, their meanings, and resolutions for inference requests

Inference FAQs

Mon, 01 Jan 0001 00:00:00 +0000

Inference for RL Rollouts

Mon, 01 Jan 0001 00:00:00 +0000

Session affinity, weight-swap behavior, and MoE Router Replay for rollout traffic on Fireworks inference deployments.

Inference Rate Limits

Mon, 01 Jan 0001 00:00:00 +0000

Rate limits restrict how often a user or client can access our API within a set timeframe.

Initialize a sweep

Mon, 01 Jan 0001 00:00:00 +0000

Initialize a W&B Sweep

Initialize runs

Mon, 01 Jan 0001 00:00:00 +0000

Install LangChain

Mon, 01 Jan 0001 00:00:00 +0000

Install LangChain

Mon, 01 Jan 0001 00:00:00 +0000

Install LangGraph

Mon, 01 Jan 0001 00:00:00 +0000

Install LangGraph

Mon, 01 Jan 0001 00:00:00 +0000

Installation

Mon, 01 Jan 0001 00:00:00 +0000

Get started with CrewAI - Install, configure, and build your first AI crew

Installation

Mon, 01 Jan 0001 00:00:00 +0000

Installation instructions

Installation

Mon, 01 Jan 0001 00:00:00 +0000

Installation

Mon, 01 Jan 0001 00:00:00 +0000

Installation

Mon, 01 Jan 0001 00:00:00 +0000

Installation

Mon, 01 Jan 0001 00:00:00 +0000

Installing the CLI

Mon, 01 Jan 0001 00:00:00 +0000

Install the Chroma CLI to run a local server, browse collections, and interact with Chroma Cloud.

Instill AI

Mon, 01 Jan 0001 00:00:00 +0000

Instructor

Mon, 01 Jan 0001 00:00:00 +0000

Instructor

Mon, 01 Jan 0001 00:00:00 +0000

Trace and evaluate structured data extraction from LLMs with Weave’s Instructor integration, capturing Pydantic model validation, retry logic, and JSON schema enforcement for reliable structured output workflows.

Integrate Slack with an agent

Mon, 01 Jan 0001 00:00:00 +0000

Connect the LangSmith Agent Builder to your Slack workspace to let your agents communicate with users in Slack.

Integrate Slack with an agent

Mon, 01 Jan 0001 00:00:00 +0000

Connect LangSmith Fleet to your Slack workspace to let your agents communicate with users in Slack.

Integrate Teams with an agent

Mon, 01 Jan 0001 00:00:00 +0000

Connect LangSmith Fleet to Microsoft Teams by bringing your own Azure Bot to let agents communicate with users in Teams.

Integrate with Amazon S3

Mon, 01 Jan 0001 00:00:00 +0000

Set up Amazon S3 integrationfor data import and audit logs.

Integrate with Azure Blob Storage

Mon, 01 Jan 0001 00:00:00 +0000

Set up Azure Blob Storage integration for data import.

Integrate with Google Cloud Storage

Mon, 01 Jan 0001 00:00:00 +0000

Integrate Google Cloud Storage for bulk data import

Integrating Embedding Models with Other Tools

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to integrate Cohere embeddings with open-source vector search engines for enhanced applications.

Integration ecosystem

Mon, 01 Jan 0001 00:00:00 +0000

Integration testing

Mon, 01 Jan 0001 00:00:00 +0000

Test agents with real LLM APIs by organizing tests, managing keys, handling flakiness, and controlling costs.

Integration testing

Mon, 01 Jan 0001 00:00:00 +0000

Test agents with real LLM APIs by organizing tests, managing keys, handling flakiness, and controlling costs.

Integrations

Mon, 01 Jan 0001 00:00:00 +0000

Integrations

Mon, 01 Jan 0001 00:00:00 +0000

Integrations

Mon, 01 Jan 0001 00:00:00 +0000

Integrations

Mon, 01 Jan 0001 00:00:00 +0000

Use Together AI models through partner integrations.

Integrations and observability

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to integrate MCP into Agents SDK workflows and how to trace and debug runs.

Interact with your self-hosted instance of LangSmith

Mon, 01 Jan 0001 00:00:00 +0000

Interrupt concurrent

Mon, 01 Jan 0001 00:00:00 +0000

Interrupt-Aware Run Lifecycle

Mon, 01 Jan 0001 00:00:00 +0000

Native support for human-in-the-loop pauses and interrupts

Interrupts

Mon, 01 Jan 0001 00:00:00 +0000

Interrupts

Mon, 01 Jan 0001 00:00:00 +0000

Intro to Retrieval

Mon, 01 Jan 0001 00:00:00 +0000

Ground LLMs in your own data using retrieval-augmented generation.

Ip Addresses

Mon, 01 Jan 0001 00:00:00 +0000

IP egress ranges

Mon, 01 Jan 0001 00:00:00 +0000

Find the published IP egress ranges used by OpenAI products.

Iterate and Improve Prompts

Mon, 01 Jan 0001 00:00:00 +0000

Iterative Workflow

Mon, 01 Jan 0001 00:00:00 +0000

Iteratively call LLMs to optimize task performance.

JetBrains IDEs

Mon, 01 Jan 0001 00:00:00 +0000

Use Claude Code with JetBrains IDEs including IntelliJ, PyCharm, WebStorm, and more

Jig CLI

Mon, 01 Jan 0001 00:00:00 +0000

Build, push, and deploy containers to Together’s managed GPU infrastructure.

Jina AI

Mon, 01 Jan 0001 00:00:00 +0000

Jina AI

Mon, 01 Jan 0001 00:00:00 +0000

Jira Integration

Mon, 01 Jan 0001 00:00:00 +0000

Issue tracking and project management with Jira integration for CrewAI.

Join & rejoin streams

Mon, 01 Jan 0001 00:00:00 +0000

Disconnect from and reconnect to running agent streams

Join & rejoin streams

Mon, 01 Jan 0001 00:00:00 +0000

Disconnect from and reconnect to running agent streams

Join Run

Mon, 01 Jan 0001 00:00:00 +0000

Wait for a run to finish.

Join Run Stream

Mon, 01 Jan 0001 00:00:00 +0000

Join a run stream. This endpoint streams output in real-time from a run similar to the /threads/THREAD_ID/runs/stream endpoint. If the run has been created with ‘stream_resumable=true’, the stream can be resumed from the last seen event ID.

Join Thread Stream

Mon, 01 Jan 0001 00:00:00 +0000

This endpoint streams output in real-time from a thread. The stream will include the output of each run executed sequentially on the thread and will remain open indefinitely. It is the responsibility of the calling client to close the connection.

Joins & Reducers

Mon, 01 Jan 0001 00:00:00 +0000

Json Mode

Mon, 01 Jan 0001 00:00:00 +0000

JSON mode

Mon, 01 Jan 0001 00:00:00 +0000

Enable JSON mode by setting response_format to type json_object in API requests

JSON RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘JSONSearchTool’ is designed to search JSON files and return the most relevant results.

Keep customer data separate in Pinecone

Mon, 01 Jan 0001 00:00:00 +0000

Keras

Mon, 01 Jan 0001 00:00:00 +0000

Kernels Hub Integration and Usage

Mon, 01 Jan 0001 00:00:00 +0000

Kickoff Crew

Mon, 01 Jan 0001 00:00:00 +0000

Kickoff a Crew on CrewAI AMP

Kickoff Crew Asynchronously

Mon, 01 Jan 0001 00:00:00 +0000

Kickoff a Crew Asynchronously

Kickoff Crew for Each

Mon, 01 Jan 0001 00:00:00 +0000

Kickoff Crew for Each Item in a List

Kimi K2 family

Mon, 01 Jan 0001 00:00:00 +0000

Using Kimi K2 family models in agentic and tool-calling workflows on Fireworks.

Koog

Mon, 01 Jan 0001 00:00:00 +0000

Trace Kotlin-based Koog agents with Weave’s built-in OpenTelemetry support, capturing single-run and complex workflow executions, tool calls, prompts, and completions for full observability of your Kotlin AI applications.

KTO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Kv Cache

Mon, 01 Jan 0001 00:00:00 +0000

Langchain

Mon, 01 Jan 0001 00:00:00 +0000

Langchain

Mon, 01 Jan 0001 00:00:00 +0000

LangChain

Mon, 01 Jan 0001 00:00:00 +0000

Using LangChain and Pinecone to add knowledge to LLMs

LangChain

Mon, 01 Jan 0001 00:00:00 +0000

LangChain

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave to track and log all calls made through the LangChain Python library

LangChain Academy

Mon, 01 Jan 0001 00:00:00 +0000

LangChain Academy

Mon, 01 Jan 0001 00:00:00 +0000

LangChain Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘LangChainTool’ is a wrapper for LangChain tools and query engines.

LangChain v1 migration guide

Mon, 01 Jan 0001 00:00:00 +0000

LangChain v1 migration guide

Mon, 01 Jan 0001 00:00:00 +0000

LangDB Integration

Mon, 01 Jan 0001 00:00:00 +0000

Govern, secure, and optimize your CrewAI workflows with LangDB AI Gateway—access 350+ models, automatic routing, cost optimization, and full observability.

Langfuse

Mon, 01 Jan 0001 00:00:00 +0000

Langfuse Integration

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to integrate Langfuse with CrewAI via OpenTelemetry using OpenLit

LangGraph

Mon, 01 Jan 0001 00:00:00 +0000

LangGraph

Mon, 01 Jan 0001 00:00:00 +0000

Using LangGraph with Together AI

LangGraph CLI

Mon, 01 Jan 0001 00:00:00 +0000

LangGraph JS/TS SDK

Mon, 01 Jan 0001 00:00:00 +0000

LangGraph Python SDK

Mon, 01 Jan 0001 00:00:00 +0000

LangGraph runtime

Mon, 01 Jan 0001 00:00:00 +0000

LangGraph runtime

Mon, 01 Jan 0001 00:00:00 +0000

LangGraph v1 migration guide

Mon, 01 Jan 0001 00:00:00 +0000

LangGraph v1 migration guide

Mon, 01 Jan 0001 00:00:00 +0000

Langsmith

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Agent Builder

Mon, 01 Jan 0001 00:00:00 +0000

Create helpful AI agents without code. Start from a template, connect your accounts, and let the agent handle routine work while you stay in control.

LangSmith CLI

Mon, 01 Jan 0001 00:00:00 +0000

Query and manage LangSmith projects, traces, runs, datasets, evaluators, experiments, and threads from the terminal

LangSmith control plane

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith data plane

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Deployment

Mon, 01 Jan 0001 00:00:00 +0000

Deploy and manage agents with durable execution, real-time streaming, and horizontal scaling.

LangSmith Deployment

Mon, 01 Jan 0001 00:00:00 +0000

Deploy and manage agents with durable execution, real-time streaming, and horizontal scaling.

LangSmith Deployment

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Deployment

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Deployment

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Deployment

Mon, 01 Jan 0001 00:00:00 +0000

LangGraph deployment through LangSmith provides managed infrastructure for hosting graph-based agents with built-in tracing, monitoring, and versioning. This guide covers the deployment pipeline from local development to hosted execution, including environment configuration and API endpoint setup. A key consideration is that deploying to LangSmith introduces a vendor dependency that affects your architecture, so evaluate the tracing and observability benefits against the portability tradeoffs before committing. If you need self-hosted deployment or want to compare alternatives, review this alongside general containerization approaches for Python applications.

LangSmith Deployment components

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Deployment SDK

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith docs

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Evaluation

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Fetch

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Fleet

Mon, 01 Jan 0001 00:00:00 +0000

Create helpful AI agents without code. Start from a template, connect your accounts, and let the agent handle routine work while you stay in control.

LangSmith for Enterprise

Mon, 01 Jan 0001 00:00:00 +0000

Deployment options, access control, data privacy, cost controls, and security compliance for Enterprise users.

LangSmith Go SDK

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Java SDK

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith JS/TS SDK

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith MCP Server

Mon, 01 Jan 0001 00:00:00 +0000

Use the Model Context Protocol (MCP) server to let language models fetch conversation history, prompts, runs, datasets, experiments, and billing from LangSmith.

LangSmith Observability

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Observability

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Observability

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Observability

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Observability

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Polly

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Polly

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Polly

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Polly

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Python SDK

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith skills

Mon, 01 Jan 0001 00:00:00 +0000

Use Agent Skills to work with LangSmith traces, datasets, and evaluators from your coding agent.

LangSmith status

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Studio

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Studio

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Studio

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Studio

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Studio

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Tool Server

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith Tool Server

Mon, 01 Jan 0001 00:00:00 +0000

LangSmith-managed ClickHouse

Mon, 01 Jan 0001 00:00:00 +0000

Langtrace

Mon, 01 Jan 0001 00:00:00 +0000

Langtrace Integration

Mon, 01 Jan 0001 00:00:00 +0000

How to monitor cost, latency, and performance of CrewAI Agents using Langtrace, an external observability tool.

Language Models

Mon, 01 Jan 0001 00:00:00 +0000

Latency optimization

Mon, 01 Jan 0001 00:00:00 +0000

Improve latency across a wide variety of LLM-related use cases.

Learning DSPy

Mon, 01 Jan 0001 00:00:00 +0000

Three stages of building AI systems - programming, evaluation, and optimization

Legal and compliance

Mon, 01 Jan 0001 00:00:00 +0000

Legal agreements, compliance certifications, and security information for Claude Code.

Legal Summarization

Mon, 01 Jan 0001 00:00:00 +0000

Using Claude to extract key information from legal documents and generate structured summaries.

Let Claude use your computer from the CLI

Mon, 01 Jan 0001 00:00:00 +0000

Enable computer use in the Claude Code CLI so Claude can open apps, click, type, and see your screen on macOS. Test native apps, debug visual issues, and automate GUI-only tools without leaving your terminal.

Lexical search

Mon, 01 Jan 0001 00:00:00 +0000

Perform keyword-based search on sparse indexes

Liger Kernel Integration

Mon, 01 Jan 0001 00:00:00 +0000

Limitations of querying by ID

Mon, 01 Jan 0001 00:00:00 +0000

Limits and expected behaviors

Mon, 01 Jan 0001 00:00:00 +0000

A list of Weave’s limitations, known issues, and expected behaviors

Lineage graphs and audit history

Mon, 01 Jan 0001 00:00:00 +0000

Use lineage graphs to visualize a linked artifact’s history and audit a collection’s history.

Linear Integration

Mon, 01 Jan 0001 00:00:00 +0000

Software project and bug tracking with Linear integration for CrewAI.

Link a W&B run to trace function calls

Mon, 01 Jan 0001 00:00:00 +0000

Associate Weave traces with W&B runs for experiment tracking

Link an artifact version to a collection

Mon, 01 Jan 0001 00:00:00 +0000

Linkup Search Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘LinkupSearchTool’ enables querying the Linkup API for contextual information.

List Models

Mon, 01 Jan 0001 00:00:00 +0000

List namespaces with optional match conditions.

Mon, 01 Jan 0001 00:00:00 +0000

List record IDs

Mon, 01 Jan 0001 00:00:00 +0000

List the IDS of records in an index namespace.

List Runs

Mon, 01 Jan 0001 00:00:00 +0000

List runs for a thread.

LiteLLM

Mon, 01 Jan 0001 00:00:00 +0000

LiteLLM

Mon, 01 Jan 0001 00:00:00 +0000

LiteLLM

Mon, 01 Jan 0001 00:00:00 +0000

Automatically track and log LLM calls made via LiteLLM

LiteLLM integration

Mon, 01 Jan 0001 00:00:00 +0000

Configure LiteLLM as a provider to fan out across multiple model backends.

LiteRT-LM

Mon, 01 Jan 0001 00:00:00 +0000

llama-cpp-python

Mon, 01 Jan 0001 00:00:00 +0000

LlamaIndex

Mon, 01 Jan 0001 00:00:00 +0000

LlamaIndex

Mon, 01 Jan 0001 00:00:00 +0000

Using LlamaIndex and Pinecone to build semantic search and RAG applications

LlamaIndex

Mon, 01 Jan 0001 00:00:00 +0000

LlamaIndex

Mon, 01 Jan 0001 00:00:00 +0000

Automatically trace and debug LlamaIndex applications with Weave, capturing all LLM calls, RAG pipelines, agent steps, and evaluations for comprehensive observability of your data-connected AI workflows.

LlamaIndex Agents

Mon, 01 Jan 0001 00:00:00 +0000

LlamaIndex and Cohere's Models

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use Cohere and LlamaIndex together to generate responses based on data.

LlamaIndex Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘LlamaIndexTool’ is a wrapper for LlamaIndex tools and query engines.

LlamaStack

Mon, 01 Jan 0001 00:00:00 +0000

LLM agents

Mon, 01 Jan 0001 00:00:00 +0000

LLM Call Hooks

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use LLM call hooks to intercept, modify, and control language model interactions in CrewAI

LLM Evaluations

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to run LLM-as-a-Judge evaluations

LLM Judge

Mon, 01 Jan 0001 00:00:00 +0000

Local development & testing

Mon, 01 Jan 0001 00:00:00 +0000

Local development with Pinecone Local

Mon, 01 Jan 0001 00:00:00 +0000

Develop locally with an in-memory Pinecone emulator.

Local shell

Mon, 01 Jan 0001 00:00:00 +0000

Enable agents to run commands in a local shell.

Log distributed training experiments

Mon, 01 Jan 0001 00:00:00 +0000

Use W&B to log distributed training experiments with multiple GPUs.

Log evaluation data from your code

Mon, 01 Jan 0001 00:00:00 +0000

Flexible, incremental way to log evaluation data from Python and TypeScript code

Log LLM calls

Mon, 01 Jan 0001 00:00:00 +0000

Log media

Mon, 01 Jan 0001 00:00:00 +0000

Log media returned in your traces, such as images and videos.

Log media and objects

Mon, 01 Jan 0001 00:00:00 +0000

Log rich media, from 3D point clouds and molecules to HTML and histograms

Log models

Mon, 01 Jan 0001 00:00:00 +0000

Log multimodal traces

Mon, 01 Jan 0001 00:00:00 +0000

Log retriever traces

Mon, 01 Jan 0001 00:00:00 +0000

Log summary metrics

Mon, 01 Jan 0001 00:00:00 +0000

Log tables

Mon, 01 Jan 0001 00:00:00 +0000

Log tables

Mon, 01 Jan 0001 00:00:00 +0000

Log tables with W&B.

Log user feedback using the SDK

Mon, 01 Jan 0001 00:00:00 +0000

Logging

Mon, 01 Jan 0001 00:00:00 +0000

Login

Mon, 01 Jan 0001 00:00:00 +0000

Authenticate with Chroma Cloud using the CLI.

Login code issues

Mon, 01 Jan 0001 00:00:00 +0000

Long-Form Text Strategies with Cohere

Mon, 01 Jan 0001 00:00:00 +0000

This discusses ways of getting Cohere’s LLM platform to perform well in generating long-form text.

Long-term memory

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to extend deep agents with persistent memory across threads

Long-term memory

Mon, 01 Jan 0001 00:00:00 +0000

Long-term memory

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to extend deep agents with persistent memory across threads

Long-term memory

Mon, 01 Jan 0001 00:00:00 +0000

Look at Your Data

Mon, 01 Jan 0001 00:00:00 +0000

Design your collection schema and chunking strategy based on your data.

Loop agents

Mon, 01 Jan 0001 00:00:00 +0000

LoRA

Mon, 01 Jan 0001 00:00:00 +0000

LoRA is the workhorse PEFT method, and this guide is where you move past the basics into the options that actually affect results: initialization, rank, target modules, and merging. Pay close attention to weight initialization, since PEFT defaults to an identity transform and the init_lora_weights=False option exists only for debugging and must never be used in real training. A common mistake is targeting the wrong modules or setting rank without regard to the task, which wastes the method’s efficiency. Read the PEFT overview first if LoRA as a concept is new; this is the practical follow-up.

LoRA Fine-Tuning and Inference

Mon, 01 Jan 0001 00:00:00 +0000

Fine-tune and run inference for a model with LoRA adapters

LoRA methods

Mon, 01 Jan 0001 00:00:00 +0000

LoRA Without Regret

Mon, 01 Jan 0001 00:00:00 +0000

Loss Functions

Mon, 01 Jan 0001 00:00:00 +0000

Built-in loss functions and custom objectives via forward_backward_custom.

Make conversations private

Mon, 01 Jan 0001 00:00:00 +0000

Manage a trace

Mon, 01 Jan 0001 00:00:00 +0000

Compare traces side-by-side, share traces publicly, and view server logs from the trace view in LangSmith.

Manage access control for projects

Mon, 01 Jan 0001 00:00:00 +0000

Manage project access using visibility scopes and project-level roles

Manage Agent Builder

Mon, 01 Jan 0001 00:00:00 +0000

Manage agent settings

Mon, 01 Jan 0001 00:00:00 +0000

Manage your agents in Agent Builder.

Manage agent settings

Mon, 01 Jan 0001 00:00:00 +0000

Manage your agents in Fleet.

Manage algorithms locally

Mon, 01 Jan 0001 00:00:00 +0000

Search and stop algorithms locally instead of using the W&B cloud-hosted service.

Manage API keys

Mon, 01 Jan 0001 00:00:00 +0000

Create and manage API keys with custom permissions.

Manage API keys

Mon, 01 Jan 0001 00:00:00 +0000

Create and manage API keys with custom permissions.

Manage artifact data retention

Mon, 01 Jan 0001 00:00:00 +0000

Time to live policies (TTL)

Manage artifact storage and memory allocation

Mon, 01 Jan 0001 00:00:00 +0000

Manage storage, memory allocation of W&B Artifacts.

Manage assistants

Mon, 01 Jan 0001 00:00:00 +0000

Manage assistants

Mon, 01 Jan 0001 00:00:00 +0000

View, update, and delete, and check the status of assistants.

Manage billing in your account

Mon, 01 Jan 0001 00:00:00 +0000

Manage billing settings

Mon, 01 Jan 0001 00:00:00 +0000

Manage your organization’s billing settings

Manage bucket storage and costs

Mon, 01 Jan 0001 00:00:00 +0000

Understand how W&B uses object storage, how deletion maps to bucket bytes, and how to reduce usage on self-managed, Dedicated Cloud, and bring-your-own-bucket deployments.

Manage bulk export destinations

Mon, 01 Jan 0001 00:00:00 +0000

Configure and manage S3-compatible export destinations for LangSmith bulk exports.

Manage Claude's memory

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to manage Claude Code’s memory across sessions with different memory locations and best practices.

Manage Collections

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to create, get, modify, and delete Chroma collections.

Manage cost

Mon, 01 Jan 0001 00:00:00 +0000

Learn strategies for managing cost in Pinecone.

Manage costs effectively

Mon, 01 Jan 0001 00:00:00 +0000

Track token usage, set team spend limits, and reduce Claude Code costs with context management, model selection, extended thinking settings, and preprocessing hooks.

Manage datasets

Mon, 01 Jan 0001 00:00:00 +0000

Manage email settings

Mon, 01 Jan 0001 00:00:00 +0000

Manage emails from the Settings page.

Manage feedback & annotation queues programmatically

Mon, 01 Jan 0001 00:00:00 +0000

Manage files

Mon, 01 Jan 0001 00:00:00 +0000

List, check status, and delete files from your assistant.

Manage Fleet

Mon, 01 Jan 0001 00:00:00 +0000

Manage model configurations

Mon, 01 Jan 0001 00:00:00 +0000

Manage model configurations and control their availability across LangSmith features.

Manage namespaces

Mon, 01 Jan 0001 00:00:00 +0000

Create and manage namespaces in serverless indexes.

Manage organization members

Mon, 01 Jan 0001 00:00:00 +0000

Invite and control organization member access levels.

Manage organization members

Mon, 01 Jan 0001 00:00:00 +0000

Add and manage organization members and roles.

Manage permissions in the OpenAI platform

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use role-based access control to assign permissions, create custom roles, group users, and scope access across both the OpenAI API and dashboard.

Manage pod-based indexes

Mon, 01 Jan 0001 00:00:00 +0000

List, describe, and configure pod-based indexes

Manage project members

Mon, 01 Jan 0001 00:00:00 +0000

Add and manage team members in your project.

Manage project members

Mon, 01 Jan 0001 00:00:00 +0000

Add and manage project members with role-based access control.

Manage projects

Mon, 01 Jan 0001 00:00:00 +0000

View, rename, and delete projects in your organization.

Manage projects

Mon, 01 Jan 0001 00:00:00 +0000

View, rename, and delete projects in your organization.

Manage prompts

Mon, 01 Jan 0001 00:00:00 +0000

Manage prompts programmatically

Mon, 01 Jan 0001 00:00:00 +0000

Manage serverless indexes

Mon, 01 Jan 0001 00:00:00 +0000

List, describe, and configure serverless indexes.

Manage service accounts at the organization-level

Mon, 01 Jan 0001 00:00:00 +0000

Create service accounts for organization-level API access.

Manage service accounts at the organization-level

Mon, 01 Jan 0001 00:00:00 +0000

Create service accounts for organization-level API access.

Manage service accounts at the project-level

Mon, 01 Jan 0001 00:00:00 +0000

Enable programmatic access with project-level service accounts.

Manage service accounts at the project-level

Mon, 01 Jan 0001 00:00:00 +0000

Enable service accounts for programmatic API access.

Manage storage

Mon, 01 Jan 0001 00:00:00 +0000

Ways to manage W&B data storage.

Manage storage integrations

Mon, 01 Jan 0001 00:00:00 +0000

Update and manage cloud storage integrations.

Manage sweeps

Mon, 01 Jan 0001 00:00:00 +0000

Pause, resume, and cancel a W&B Sweep with the CLI.

Manage Tool Context

Mon, 01 Jan 0001 00:00:00 +0000

Manage user access in SSO organizations

Mon, 01 Jan 0001 00:00:00 +0000

Manage user settings

Mon, 01 Jan 0001 00:00:00 +0000

Manage your profile information, account defaults, alerts, participation in beta products, GitHub integration, storage usage, account activation, and create teams in your user settings.

Manage users, groups, and roles with SCIM

Mon, 01 Jan 0001 00:00:00 +0000

Manage Weave Projects

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave projects to organize related assets like traces, prompts, evaluations, models, and dashboards.

Manage workspace, section, and panel settings

Mon, 01 Jan 0001 00:00:00 +0000

Manage your organization

Mon, 01 Jan 0001 00:00:00 +0000

Manage your organization using the API

Mon, 01 Jan 0001 00:00:00 +0000

Managing costs

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to monitor and optimize your costs when using the Realtime API.

Map columns in datasets

Mon, 01 Jan 0001 00:00:00 +0000

Map columns in datasets to different names. This helps you align the column names in your dataset with the column names expected by the scorer.

Markdown messages

Mon, 01 Jan 0001 00:00:00 +0000

Render LLM responses as rich, formatted markdown with proper streaming support

Markdown messages

Mon, 01 Jan 0001 00:00:00 +0000

Render LLM responses as rich, formatted markdown with proper streaming support

Markdown Page

Mon, 01 Jan 0001 00:00:00 +0000

Marketplace

Mon, 01 Jan 0001 00:00:00 +0000

Discover, install, and govern reusable assets for your enterprise crews.

Mastering Flow State Management

Mon, 01 Jan 0001 00:00:00 +0000

A comprehensive guide to managing, persisting, and leveraging state in CrewAI Flows for building robust AI applications.

Matillion

Mon, 01 Jan 0001 00:00:00 +0000

Maxim Integration

Mon, 01 Jan 0001 00:00:00 +0000

Start Agent monitoring, evaluation, and observability

Mcp

Mon, 01 Jan 0001 00:00:00 +0000

MCP integration is what makes the Agent SDK extensible beyond its built-in capabilities, letting your agents connect to any MCP-compatible tool server including databases, APIs, file systems, and custom services. Focus on how the SDK discovers and registers MCP tools at agent initialization, since this determines what capabilities your agent advertises during the agentic loop. A key gotcha is that MCP server connection lifecycle must be managed carefully – servers that fail to start will silently remove tools from your agent’s available set. If you are already familiar with MCP from the protocol specification, this guide shows the practical integration points within the SDK’s agent framework.

MCP

Mon, 01 Jan 0001 00:00:00 +0000

MCP

Mon, 01 Jan 0001 00:00:00 +0000

MCP is an open standard protocol for seamless AI model integration with data sources and tools

Mcp Connector

Mon, 01 Jan 0001 00:00:00 +0000

The MCP Connector is the primary mechanism for giving Claude direct access to external tools and data sources through the Model Context Protocol within API calls. Focus on how connector configuration differs from local MCP server setup — the connector handles transport, authentication, and tool discovery on Anthropic’s infrastructure rather than your own. A common pitfall is neglecting to scope tool permissions tightly, which can lead to unexpected token consumption when Claude explores available tools. Read this alongside the remote MCP servers guide to understand the full picture of hosted versus self-managed MCP integrations.

MCP DSL Integration

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use CrewAI’s simple DSL syntax to integrate MCP servers directly with your agents using the mcps field.

MCP endpoint in Agent Server

Mon, 01 Jan 0001 00:00:00 +0000

MCP Registry Aggregators

Mon, 01 Jan 0001 00:00:00 +0000

MCP Registry Supported Package Types

Mon, 01 Jan 0001 00:00:00 +0000

The MCP registry supports multiple package types and choosing the wrong one constrains how clients can discover and install your server. Understanding the distinction between npm packages, Docker images, and other supported formats is critical before you publish, because changing package type after initial publication creates migration headaches for existing consumers. Focus on the compatibility matrix between package types and host applications, since not every MCP client supports every format equally well.

MCP tools

Mon, 01 Jan 0001 00:00:00 +0000

MCP Tools

Mon, 01 Jan 0001 00:00:00 +0000

Load additional tools from MCP (Model Context Protocol) servers

MCP, A2A, and AG-UI

Mon, 01 Jan 0001 00:00:00 +0000

Understanding how AG-UI complements and works with MCP and A2A

MDX RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘MDXSearchTool’ is designed to search MDX files and return the most relevant results.

Media panels

Mon, 01 Jan 0001 00:00:00 +0000

Mem0

Mon, 01 Jan 0001 00:00:00 +0000

Memory

Mon, 01 Jan 0001 00:00:00 +0000

Memory

Mon, 01 Jan 0001 00:00:00 +0000

Add persistent memory to agents built with Deep Agents so they learn and improve across conversations

Memory

Mon, 01 Jan 0001 00:00:00 +0000

Memory

Mon, 01 Jan 0001 00:00:00 +0000

Add persistent memory to agents built with Deep Agents so they learn and improve across conversations

Memory

Mon, 01 Jan 0001 00:00:00 +0000

Memory in LangGraph goes beyond simple conversation history to include persistent state checkpoints that survive across graph executions, which is essential for building agents that maintain context across sessions. Focus on the distinction between short-term message memory and long-term checkpoint-based state, as choosing the wrong persistence strategy leads to either excessive token consumption or lost context. The checkpointer abstraction is the key integration point, and you should understand how it interacts with graph state before selecting a storage backend. This guide pairs well with the streaming guide, since memory and streaming together determine how your agent behaves in real-time interactive scenarios.

Memory Tool

Mon, 01 Jan 0001 00:00:00 +0000

The memory tool allows Claude to persist information across conversation sessions, enabling agents to maintain user preferences, project context, and learned patterns over time. This bridges the gap between stateless API calls and the continuity users expect from long-running assistant relationships. Focus on understanding what gets stored and how retrieval works, since overloading memory with low-value data degrades relevance of future recalls. Design your memory strategy around high-signal items like user corrections and workflow preferences rather than attempting to memorize entire conversation histories.

Merge Agent Handler Tool

Mon, 01 Jan 0001 00:00:00 +0000

Enables CrewAI agents to securely access third-party integrations like Linear, GitHub, Slack, and more through Merge’s Agent Handler platform

Message queues

Mon, 01 Jan 0001 00:00:00 +0000

Queue multiple messages and manage them while the agent processes sequentially

Message queues

Mon, 01 Jan 0001 00:00:00 +0000

Queue multiple messages and manage them while the agent processes sequentially

Messages

Mon, 01 Jan 0001 00:00:00 +0000

Messages

Mon, 01 Jan 0001 00:00:00 +0000

Messages

Mon, 01 Jan 0001 00:00:00 +0000

Messages and chat history

Mon, 01 Jan 0001 00:00:00 +0000

Meta Events

Mon, 01 Jan 0001 00:00:00 +0000

Annotations and signals independent of agent runs

Metadata Filtering

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to filter query results by metadata in Chroma collections.

Metadata Parsing

Mon, 01 Jan 0001 00:00:00 +0000

Metrics

Mon, 01 Jan 0001 00:00:00 +0000

In DSPy a metric is the objective function that drives both evaluation and optimization, so this page matters more than a typical reference — your metric definition directly shapes how teleprompters compile and improve a program. Pay close attention to the difference between simple answer-matching metrics and metrics that themselves call an LM to judge quality, since the latter adds cost and variance you have to control. A common pitfall is returning a bare boolean where an optimizer expects a float score. Read the evaluation overview first, then pair this with the optimizers documentation.

Metrics Answer Relevancy

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Arena G Eval

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Argument Correctness

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Bias

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Contextual Precision

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Contextual Recall

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Contextual Relevancy

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Conversation Completeness

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Conversational Dag

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Conversational G Eval

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Custom

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Dag

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Exact Match

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Faithfulness

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Goal Accuracy

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Hallucination

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Json Correctness

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Knowledge Retention

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Llm Evals

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Mcp Task Completion

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Mcp Use

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Misuse

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Multi Turn Mcp Use

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Non Advice

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Pattern Match

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Pii Leakage

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Plan Adherence

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Plan Quality

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Prompt Alignment

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Ragas

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Role Adherence

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Role Violation

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Step Efficiency

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Summarization

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Task Completion

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Tool Correctness

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Tool Use

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Topic Adherence

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Toxicity

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Turn Contextual Precision

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Turn Contextual Recall

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Turn Contextual Relevancy

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Turn Faithfulness

Mon, 01 Jan 0001 00:00:00 +0000

Metrics Turn Relevancy

Mon, 01 Jan 0001 00:00:00 +0000

Microsoft Azure

Mon, 01 Jan 0001 00:00:00 +0000

Integrate Weave with Microsoft Azure OpenAI services

Microsoft Excel Integration

Mon, 01 Jan 0001 00:00:00 +0000

Workbook and data management with Microsoft Excel integration for CrewAI.

Microsoft Foundry

Mon, 01 Jan 0001 00:00:00 +0000

Deploy frontier open models inside your Azure subscription, billed through Azure.

Microsoft Marketplace

Mon, 01 Jan 0001 00:00:00 +0000

Microsoft OneDrive Integration

Mon, 01 Jan 0001 00:00:00 +0000

File and folder management with Microsoft OneDrive integration for CrewAI.

Microsoft Outlook Integration

Mon, 01 Jan 0001 00:00:00 +0000

Email, calendar, and contact management with Microsoft Outlook integration for CrewAI.

Microsoft SharePoint Integration

Mon, 01 Jan 0001 00:00:00 +0000

Site, list, and document management with Microsoft SharePoint integration for CrewAI.

Microsoft Teams Integration

Mon, 01 Jan 0001 00:00:00 +0000

Team collaboration and communication with Microsoft Teams integration for CrewAI.

Microsoft Teams Trigger

Mon, 01 Jan 0001 00:00:00 +0000

Kick off crews from Microsoft Teams chat activity

Microsoft Word Integration

Mon, 01 Jan 0001 00:00:00 +0000

Document creation and management with Microsoft Word integration for CrewAI.

Middleware

Mon, 01 Jan 0001 00:00:00 +0000

Event stream transformation and filtering for AG-UI agents

Migrate a pod-based index to serverless

Mon, 01 Jan 0001 00:00:00 +0000

Migrate existing pod indexes to cost-effective serverless

Migrate from Agent Builder

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to export an Agent Builder workflow and continue with ChatGPT Workspace Agents or the Agents SDK.

Migrate from prompt objects

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to migrate from reusable prompt objects to versioned prompts in your application code.

Migrate sessions

Mon, 01 Jan 0001 00:00:00 +0000

Migrate to the Responses API

Mon, 01 Jan 0001 00:00:00 +0000

Migrating Monolithic Prompts to Command A with RAG

Mon, 01 Jan 0001 00:00:00 +0000

This page contains a discussion of how to automatically migrating monolothic prompts.

Migration from AutoGen

Mon, 01 Jan 0001 00:00:00 +0000

Migration guide from AutoGen to Microsoft Agent Framework: mapping AgentChat concepts, workflow migration, and new enterprise features.

Migration Guide

Mon, 01 Jan 0001 00:00:00 +0000

Model migrations between Claude generations often introduce subtle behavioral changes that break existing prompts, even when the new model is strictly more capable. This guide documents the specific differences you should test for when upgrading, including changes to output formatting, tool-use patterns, and response length tendencies. Focus on the recommended testing strategies before doing a production cutover, since regressions frequently appear in edge cases rather than typical inputs. If you rely heavily on structured output or function calling, test those paths first as schema adherence can shift between model versions.

Migration Guide

Mon, 01 Jan 0001 00:00:00 +0000

This migration guide is critical reading if you have existing agent code built on earlier Anthropic SDK patterns or third-party frameworks and want to move to the official Agent SDK. Focus on the mapping between old abstractions and new ones — particularly how tool definitions, conversation state management, and multi-turn loops translate. A common pitfall is assuming one-to-one correspondence between concepts; the Agent SDK introduces opinionated patterns around agent lifecycle and handoffs that may require rethinking your architecture rather than just swapping imports. Work through the migration incrementally, validating behavior at each step rather than attempting a full rewrite.

Migration Guide

Mon, 01 Jan 0001 00:00:00 +0000

Migrate from legacy ‘query()’ and ‘get()’ to the Search API.

Migration to Agent Framework

Mon, 01 Jan 0001 00:00:00 +0000

Migration guide from AutoGen to Microsoft Agent Framework: mapping AgentChat concepts to the unified framework.

Milvus and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

This page describes integrating Cohere with the Milvus vector database.

MiniLLM Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Minimize latencies

Mon, 01 Jan 0001 00:00:00 +0000

Mirror images for your LangSmith installation

Mon, 01 Jan 0001 00:00:00 +0000

Miscellaneous

Mon, 01 Jan 0001 00:00:00 +0000

Mistral

Mon, 01 Jan 0001 00:00:00 +0000

Mistral

Mon, 01 Jan 0001 00:00:00 +0000

Mistral

Mon, 01 Jan 0001 00:00:00 +0000

MistralAI

Mon, 01 Jan 0001 00:00:00 +0000

Track and monitor MistralAI model calls with Weave’s automatic tracing, capturing chat completions, function calling, and model interactions for open-weight and commercial Mistral models.

Mitigate Jailbreaks

Mon, 01 Jan 0001 00:00:00 +0000

Jailbreak mitigation is essential for any production deployment where Claude interacts with untrusted user input. This guide covers defense-in-depth strategies including system prompt hardening, input validation, and output filtering. A common pitfall is relying solely on system prompt instructions for safety – attackers routinely bypass single-layer defenses, so layering multiple techniques is critical. Read this alongside the harmlessness screens documentation to understand how Anthropic’s built-in protections complement your application-level guardrails.

Mixed adapter types

Mon, 01 Jan 0001 00:00:00 +0000

MLflow Integration

Mon, 01 Jan 0001 00:00:00 +0000

Quickly start monitoring your Agents with MLflow.

MLOps & Observability

Mon, 01 Jan 0001 00:00:00 +0000

Track and monitor your Fireworks AI deployments with leading MLOps and observability platforms

Model configuration

Mon, 01 Jan 0001 00:00:00 +0000

Learn about the Claude Code model configuration, including model aliases like opusplan.

Model Context Protocol

Mon, 01 Jan 0001 00:00:00 +0000

Connect MCP servers so agents can request external data or actions through standardized tool APIs.

Model Context Protocol (MCP)

Mon, 01 Jan 0001 00:00:00 +0000

Model Context Protocol (MCP)

Mon, 01 Jan 0001 00:00:00 +0000

Model Context Protocol (MCP)

Mon, 01 Jan 0001 00:00:00 +0000

LangChain’s MCP integration allows you to expose MCP servers as LangChain tools, bridging two of the most important ecosystems in the AI tooling space. This is particularly valuable if you have existing MCP servers and want to use them within LangChain agents or LangGraph workflows without rewriting tool definitions. Focus on how MCP tool schemas map to LangChain’s tool interface and what metadata is preserved or lost in translation. Be aware that MCP’s streaming and sampling capabilities may not map perfectly to LangChain’s tool abstraction, so test complex MCP servers thoroughly after integration.

Model Context Protocol (MCP) and Weave

Mon, 01 Jan 0001 00:00:00 +0000

Trace activity between your MCP client and MCP server with Weave

Model Deprecations

Mon, 01 Jan 0001 00:00:00 +0000

Model merging

Mon, 01 Jan 0001 00:00:00 +0000

Model optimization

Mon, 01 Jan 0001 00:00:00 +0000

Ensure quality model outputs with evals and fine-tuning in the OpenAI platform.

Model providers

Mon, 01 Jan 0001 00:00:00 +0000

Model selection

Mon, 01 Jan 0001 00:00:00 +0000

How to choose the right OpenAI model by balancing accuracy, latency, and cost — the fundamental tradeoff triangle for every AI application.

Model Vault

Mon, 01 Jan 0001 00:00:00 +0000

This document provides a guide for using Cohere’s new Model Vault functionality.

Models

Mon, 01 Jan 0001 00:00:00 +0000

Models

Mon, 01 Jan 0001 00:00:00 +0000

Models

Mon, 01 Jan 0001 00:00:00 +0000

Models

Mon, 01 Jan 0001 00:00:00 +0000

Models

Mon, 01 Jan 0001 00:00:00 +0000

Moderation

Mon, 01 Jan 0001 00:00:00 +0000

Mistral’s moderation API detects harmful content across multiple categories using AI-powered classification for text and conversations

Moderation

Mon, 01 Jan 0001 00:00:00 +0000

OpenAI’s free moderation endpoint for detecting harmful content across categories like hate, violence, self-harm, and sexual content in both text and images.

Modify Prompts

Mon, 01 Jan 0001 00:00:00 +0000

Modifying System Prompts

Mon, 01 Jan 0001 00:00:00 +0000

System prompt modification in the Agent SDK controls how you customize agent behavior, persona, and constraints without forking the SDK’s default prompt scaffolding. Focus on the merge strategy — the SDK combines your custom instructions with its own internal prompts, and understanding this layering prevents conflicts where your instructions get overridden or diluted. A critical pitfall is inadvertently removing safety-relevant default instructions when overriding the system prompt wholesale rather than appending to it. Start with targeted modifications using the provided extension points before considering full prompt replacement.

Modules

Mon, 01 Jan 0001 00:00:00 +0000

MongoDB and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

Build semantic search and RAG systems using Cohere and MongoDB Atlas Vector Search.

MongoDB Vector Search Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘MongoDBVectorSearchTool’ performs vector search on MongoDB Atlas with optional indexing helpers.

Monitor and troubleshoot bulk exports

Mon, 01 Jan 0001 00:00:00 +0000

Monitor bulk export status, manage running exports, and troubleshoot failures.

Monitor performance

Mon, 01 Jan 0001 00:00:00 +0000

Monitor performance metrics in the Pinecone console or with Prometheus or Datadog.

Monitor projects with dashboards

Mon, 01 Jan 0001 00:00:00 +0000

Monitor Training

Mon, 01 Jan 0001 00:00:00 +0000

Track RFT job progress and diagnose issues in real-time

Monitor usage and cost

Mon, 01 Jan 0001 00:00:00 +0000

Set monthly spend alerts and monitor usage across your organization.

Monitor usage and costs

Mon, 01 Jan 0001 00:00:00 +0000

Monitor usage and costs for your Pinecone organization and indexes.

Monitoring

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to enable and configure OpenTelemetry for Claude Code.

Monorepo support

Mon, 01 Jan 0001 00:00:00 +0000

Morph

Mon, 01 Jan 0001 00:00:00 +0000

Move a run to a different project or team

Mon, 01 Jan 0001 00:00:00 +0000

Move runs between projects or teams using the W&B App.

Moving from LangGraph to CrewAI: A Practical Guide for Engineers

Mon, 01 Jan 0001 00:00:00 +0000

If you already have built with LangGraph, learn how to quickly port your projects to CrewAI

Multi Round Chat

Mon, 01 Jan 0001 00:00:00 +0000

Multi-agent

Mon, 01 Jan 0001 00:00:00 +0000

Multi-agent

Mon, 01 Jan 0001 00:00:00 +0000

Multi-Agent Patterns

Mon, 01 Jan 0001 00:00:00 +0000

Multi-modal Messages

Mon, 01 Jan 0001 00:00:00 +0000

Support for multimodal input messages including text, images, audio, video, and documents

Multi-Step Tool Use with Cohere

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to create a multi-step, tool-using AI agent with Cohere’s tool use functionality.

Multi-tenant Cloud

Mon, 01 Jan 0001 00:00:00 +0000

Deploy Multi-tenant Cloud in production

Multilingual Support

Mon, 01 Jan 0001 00:00:00 +0000

Multimodal context for assistants

Mon, 01 Jan 0001 00:00:00 +0000

Process images and charts in PDFs with multimodal assistants.

Multimodal Embeddings

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to work with multimodal data in Chroma collections.

Multimodal Metrics Image Coherence

Mon, 01 Jan 0001 00:00:00 +0000

Multimodal Metrics Image Editing

Mon, 01 Jan 0001 00:00:00 +0000

Multimodal Metrics Image Helpfulness

Mon, 01 Jan 0001 00:00:00 +0000

Multimodal Metrics Text To Image

Mon, 01 Jan 0001 00:00:00 +0000

MultiOn Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘MultiOnTool’ empowers CrewAI agents with the capability to navigate and interact with the web through natural language instructions.

Multiple API Keys

Mon, 01 Jan 0001 00:00:00 +0000

MySQL RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘MySQLSearchTool’ is designed to search MySQL databases and return the most relevant results.

n8n

Mon, 01 Jan 0001 00:00:00 +0000

n8n is a workflow automation platform offering technical teams code-level flexibility at no-code speed.

Nash-MD Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Navigate the Weave Trace view

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave’s Trace view to make sense of complex execution paths in your LLM and agentic apps.

Neatlogs Integration

Mon, 01 Jan 0001 00:00:00 +0000

Understand, debug, and share your CrewAI agent runs

NeMo Gym Integration

Mon, 01 Jan 0001 00:00:00 +0000

New Relic

Mon, 01 Jan 0001 00:00:00 +0000

News0725

Mon, 01 Jan 0001 00:00:00 +0000

News0802

Mon, 01 Jan 0001 00:00:00 +0000

News0905

Mon, 01 Jan 0001 00:00:00 +0000

News1120

Mon, 01 Jan 0001 00:00:00 +0000

News1210

Mon, 01 Jan 0001 00:00:00 +0000

News1226

Mon, 01 Jan 0001 00:00:00 +0000

News250115

Mon, 01 Jan 0001 00:00:00 +0000

News250120

Mon, 01 Jan 0001 00:00:00 +0000

News250325

Mon, 01 Jan 0001 00:00:00 +0000

News250528

Mon, 01 Jan 0001 00:00:00 +0000

News250821

Mon, 01 Jan 0001 00:00:00 +0000

News250922

Mon, 01 Jan 0001 00:00:00 +0000

News250929

Mon, 01 Jan 0001 00:00:00 +0000

News251201

Mon, 01 Jan 0001 00:00:00 +0000

Nexla

Mon, 01 Jan 0001 00:00:00 +0000

NL2SQL Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘NL2SQLTool’ is designed to convert natural language to SQL queries.

Node.js Troubleshooting

Mon, 01 Jan 0001 00:00:00 +0000

Nomic

Mon, 01 Jan 0001 00:00:00 +0000

Non-English Testset Generation

Mon, 01 Jan 0001 00:00:00 +0000

Notion Integration

Mon, 01 Jan 0001 00:00:00 +0000

User management and commenting with Notion integration for CrewAI.

Nuclia

Mon, 01 Jan 0001 00:00:00 +0000

null

Mon, 01 Jan 0001 00:00:00 +0000

null

Mon, 01 Jan 0001 00:00:00 +0000

NVIDIA NIM

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave to trace and log LLM calls made via the ChatNVIDIA library

OAuth Client Credentials

Mon, 01 Jan 0001 00:00:00 +0000

Machine-to-machine authentication for MCP using the OAuth 2.0 client credentials flow

Observability

Mon, 01 Jan 0001 00:00:00 +0000

Monitor and trace your Chroma deployment with OpenTelemetry.

Observability

Mon, 01 Jan 0001 00:00:00 +0000

Observability for LLMs ensures visibility, debugging, and performance optimization across prototyping, testing, and production

Observability for agents

Mon, 01 Jan 0001 00:00:00 +0000

Observability in Studio

Mon, 01 Jan 0001 00:00:00 +0000

OCI Gen AI

Mon, 01 Jan 0001 00:00:00 +0000

OCR Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘OCRTool’ extracts text from local images or image URLs using an LLM with vision.

OctoAI

Mon, 01 Jan 0001 00:00:00 +0000

Official MCP Registry Terms of Service

Mon, 01 Jan 0001 00:00:00 +0000

Ollama

Mon, 01 Jan 0001 00:00:00 +0000

Ollama

Mon, 01 Jan 0001 00:00:00 +0000

Ollama

Mon, 01 Jan 0001 00:00:00 +0000

OneDrive Trigger

Mon, 01 Jan 0001 00:00:00 +0000

Automate responses to OneDrive file activity

Online DPO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Online Evaluation

Mon, 01 Jan 0001 00:00:00 +0000

Open Search and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

Unlock the power of search and analytics with OpenSearch, enhanced by ML connectors like Cohere and Amazon Bedrock.

Open Source

Mon, 01 Jan 0001 00:00:00 +0000

Explore Weave’s open source resources and contribute to the project

Open Telemetry Logs

Mon, 01 Jan 0001 00:00:00 +0000

Understand how to capture telemetry logs from your CrewAI AMP deployments

OpenAI

Mon, 01 Jan 0001 00:00:00 +0000

OpenAI

Mon, 01 Jan 0001 00:00:00 +0000

OpenAI

Mon, 01 Jan 0001 00:00:00 +0000

OpenAI

Mon, 01 Jan 0001 00:00:00 +0000

Integrate OpenAI with Weave for tracing, evaluation, and monitoring

OpenAI Agents SDK

Mon, 01 Jan 0001 00:00:00 +0000

Use W&B Weave with the OpenAI Agents SDK to track and monitor your agentic applications

OpenAI API

Mon, 01 Jan 0001 00:00:00 +0000

How to use W&B with the OpenAI API.

OpenAI CLI

Mon, 01 Jan 0001 00:00:00 +0000

Install and use the generated openai command-line tool for Responses, structured outputs, images, speech, and shell workflows.

OpenAI compatibility

Mon, 01 Jan 0001 00:00:00 +0000

OpenAI Compatibility

Mon, 01 Jan 0001 00:00:00 +0000

Together’s API is compatible with OpenAI’s libraries, making it easy to try out our open-source models on existing applications.

OpenAI Fine-Tuning

Mon, 01 Jan 0001 00:00:00 +0000

How to Fine-Tune OpenAI models using W&B.

OpenAI Gym

Mon, 01 Jan 0001 00:00:00 +0000

How to integrate W&B with OpenAI Gym.

OpenAI models in Amazon Bedrock

Mon, 01 Jan 0001 00:00:00 +0000

Learn how Amazon Bedrock availability differs from the OpenAI API, including supported capabilities, AWS-managed controls, and pricing considerations.

OpenAI Realtime API

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave to automatically trace your calls to the OpenAI Realtime API.

OpenAI Responses

Mon, 01 Jan 0001 00:00:00 +0000

Openai Sdk

Mon, 01 Jan 0001 00:00:00 +0000

openapi

Mon, 01 Jan 0001 00:00:00 +0000

openapi

Mon, 01 Jan 0001 00:00:00 +0000

openapi

Mon, 01 Jan 0001 00:00:00 +0000

openapi

Mon, 01 Jan 0001 00:00:00 +0000

OpenAPI JSON

Mon, 01 Jan 0001 00:00:00 +0000

OpenAPI tools

Mon, 01 Jan 0001 00:00:00 +0000

OpenCLIP

Mon, 01 Jan 0001 00:00:00 +0000

OpenEnv Integration for Training LLMs with Environments

Mon, 01 Jan 0001 00:00:00 +0000

Openlayer

Mon, 01 Jan 0001 00:00:00 +0000

OpenLIT

Mon, 01 Jan 0001 00:00:00 +0000

OpenLIT Integration

Mon, 01 Jan 0001 00:00:00 +0000

Quickly start monitoring your Agents in just a single line of code with OpenTelemetry.

OpenLLMetry

Mon, 01 Jan 0001 00:00:00 +0000

OpenReward Integration for Training LLMs with Environments

Mon, 01 Jan 0001 00:00:00 +0000

OpenRouter

Mon, 01 Jan 0001 00:00:00 +0000

OpenRouter

Mon, 01 Jan 0001 00:00:00 +0000

OpenRouter

Mon, 01 Jan 0001 00:00:00 +0000

Use OpenRouter’s unified interface for many LLMs with automatic Weave integration

Opik Integration

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use Comet Opik to debug, evaluate, and monitor your CrewAI applications with comprehensive tracing, automated evaluations, and production-ready dashboards.

Optimize a classifier

Mon, 01 Jan 0001 00:00:00 +0000

Optimize your terminal setup

Mon, 01 Jan 0001 00:00:00 +0000

Claude Code works best when your terminal is properly configured. Follow these guidelines to optimize your experience.

Optimizers

Mon, 01 Jan 0001 00:00:00 +0000

Optimizing LLM Accuracy

Mon, 01 Jan 0001 00:00:00 +0000

Learn strategies to enhance the accuracy of large language models using techniques like prompt engineering, retrieval-augmented generation, and fine-tuning.

Orchestrate teams of Claude Code sessions

Mon, 01 Jan 0001 00:00:00 +0000

Coordinate multiple Claude Code instances working together as a team, with shared tasks, inter-agent messaging, and centralized management.

Orchestration and handoffs

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to orchestrate multiple agents with handoffs and agents-as-tools in the OpenAI Agents SDK.

Organizations

Mon, 01 Jan 0001 00:00:00 +0000

Organize runs

Mon, 01 Jan 0001 00:00:00 +0000

Organize your runs into groups and other properties.

Organize versions with tags

Mon, 01 Jan 0001 00:00:00 +0000

Use tags to organize collections or artifact versions within collections. You can add, remove, edit tags with the Python SDK or W&B App UI.

ORPO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Outlines

Mon, 01 Jan 0001 00:00:00 +0000

Outlook Trigger

Mon, 01 Jan 0001 00:00:00 +0000

Launch automations from Outlook emails and calendar updates

Output

Mon, 01 Jan 0001 00:00:00 +0000

Output styles

Mon, 01 Jan 0001 00:00:00 +0000

Adapt Claude Code for uses beyond software engineering

Outscale

Mon, 01 Jan 0001 00:00:00 +0000

Deploy and query Mistral AI models on Outscale via managed VMs and REST APIs

Package Search MCP Server

Mon, 01 Jan 0001 00:00:00 +0000

Package Search Registry

Mon, 01 Jan 0001 00:00:00 +0000

Pagination & Field Selection

Mon, 01 Jan 0001 00:00:00 +0000

Control how many results to return and which fields to include in your search results.

Paper Index

Mon, 01 Jan 0001 00:00:00 +0000

PAPO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Parallel agents

Mon, 01 Jan 0001 00:00:00 +0000

Parallel coordinates

Mon, 01 Jan 0001 00:00:00 +0000

Compare results across machine learning experiments

Parallel Execution

Mon, 01 Jan 0001 00:00:00 +0000

Parallel queries

Mon, 01 Jan 0001 00:00:00 +0000

Parallel Tool Use

Mon, 01 Jan 0001 00:00:00 +0000

Parallel Workflow

Mon, 01 Jan 0001 00:00:00 +0000

Execute multiple LLM calls in parallel and aggregate afterwards.

Parallelize agents

Mon, 01 Jan 0001 00:00:00 +0000

Parallelize W&B Sweep agents on multi-core or multi-GPU machine.

Parameter importance

Mon, 01 Jan 0001 00:00:00 +0000

Visualize the relationships between your model’s hyperparameters and output metrics

Parameter Settings

Mon, 01 Jan 0001 00:00:00 +0000

Parameter Tuning

Mon, 01 Jan 0001 00:00:00 +0000

Learn how training parameters affect model behavior and outcomes

Part 1. Intro to streaming

Mon, 01 Jan 0001 00:00:00 +0000

Part 2. Sending messages

Mon, 01 Jan 0001 00:00:00 +0000

Part 3. Event handling

Mon, 01 Jan 0001 00:00:00 +0000

Part 4. Run configuration

Mon, 01 Jan 0001 00:00:00 +0000

Part 5. Audio, Images, and Video

Mon, 01 Jan 0001 00:00:00 +0000

Patch Assistant

Mon, 01 Jan 0001 00:00:00 +0000

Update an assistant.

Patch Thread

Mon, 01 Jan 0001 00:00:00 +0000

Update a thread.

Patronus AI Evaluation

Mon, 01 Jan 0001 00:00:00 +0000

Monitor and evaluate CrewAI agent performance using Patronus AI’s comprehensive evaluation platform for LLM outputs and agent behaviors.

Payment Methods & Invoices

Mon, 01 Jan 0001 00:00:00 +0000

Managing payment cards, ACH transfers, viewing invoices, and updating billing details.

PDF Extractor with Native Multi Step Tool Use

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to create an AI agent able to extract information from PDFs.

PDF RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘PDFSearchTool’ is designed to search PDF files and return the most relevant results.

Pdf Support

Mon, 01 Jan 0001 00:00:00 +0000

This is the reference for sending PDFs to Claude, and it matters because Claude processes both the extracted text and the rendered page images, letting it reason over tables, charts, and scanned layouts that plain text extraction would lose. Pay close attention to the page and size limits and to token accounting, since each page consumes both text and image tokens and costs add up fast. A common pitfall is assuming PDFs are as cheap as text. Compared with Mistral’s and OpenAI’s image inputs the differentiator is native multi-page document handling; read the token-counting page alongside this to estimate cost.

PEFT

Mon, 01 Jan 0001 00:00:00 +0000

This is the entry point to PEFT and the right place to grasp why parameter-efficient fine-tuning matters: methods like LoRA train a small set of extra parameters instead of all of them, cutting compute and storage enough to fine-tune large models on consumer hardware. Focus on the menu of method families and on PEFT’s integration with Transformers, Diffusers, and Accelerate, which is what makes it practical. A common misconception is that PEFT sacrifices quality, when in practice it reaches performance comparable to full fine-tuning. Read the quicktour next, then the LoRA developer guide for the method you will actually reach for.

PEFT checkpoint format

Mon, 01 Jan 0001 00:00:00 +0000

PEFT Integration

Mon, 01 Jan 0001 00:00:00 +0000

Performance

Mon, 01 Jan 0001 00:00:00 +0000

Single-node Chroma performance benchmarks and limitations.

Performance benchmarking

Mon, 01 Jan 0001 00:00:00 +0000

Measure and optimize your deployment’s performance with load testing

Performing Tasks Sequentially with Cohere's RAG

Mon, 01 Jan 0001 00:00:00 +0000

Build an agentic RAG system that can handle user queries that require tasks to be performed in a sequence.

Permissions

Mon, 01 Jan 0001 00:00:00 +0000

Permissions are critical for production deployments where agents interact with external systems or sensitive data. Focus on the least-privilege principle: grant only the capabilities an agent actually needs, and be especially careful with tool permissions that allow file system access or network calls. A common pitfall is developing with permissive settings and forgetting to lock them down before deployment, which can expose your system to prompt injection attacks that leverage overly broad tool access. Read this alongside the secure deployment guide for a complete security posture.

Perplexity

Mon, 01 Jan 0001 00:00:00 +0000

Perplexity

Mon, 01 Jan 0001 00:00:00 +0000

Persistence

Mon, 01 Jan 0001 00:00:00 +0000

Persistence

Mon, 01 Jan 0001 00:00:00 +0000

Persona Generation

Mon, 01 Jan 0001 00:00:00 +0000

PG RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘PGSearchTool’ is designed to search PostgreSQL databases and return the most relevant results.

Philosophy

Mon, 01 Jan 0001 00:00:00 +0000

LangChain exists to be the easiest place to start building with LLMs, while also being flexible and production-ready.

Philosophy

Mon, 01 Jan 0001 00:00:00 +0000

LangChain exists to be the easiest place to start building with LLMs, while also being flexible and production-ready.

PII Redaction for Traces

Mon, 01 Jan 0001 00:00:00 +0000

Automatically redact sensitive data from crew and flow execution traces

Pin and compare runs

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use pinned and baseline runs to keep track of important runs and efficiently evaluate model experiments.

pinecone

Mon, 01 Jan 0001 00:00:00 +0000

Pinecone and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to integrate Cohere with the Pinecone vector database.

Pinecone Support SLAs

Mon, 01 Jan 0001 00:00:00 +0000

PineconeAttribute errors with LangChain

Mon, 01 Jan 0001 00:00:00 +0000

Plan in the cloud with ultraplan

Mon, 01 Jan 0001 00:00:00 +0000

Start a plan from your CLI, draft it on Claude Code on the web, then execute it remotely or back in your terminal

Platforms and integrations

Mon, 01 Jan 0001 00:00:00 +0000

Choose where to run Claude Code and what to connect it to. Compare the CLI, Desktop, VS Code, JetBrains, web, and integrations like Chrome, Slack, and CI/CD.

Playground

Mon, 01 Jan 0001 00:00:00 +0000

Guide to using Together AI’s web playground for interactive AI model inference across chat, image, video, audio, and transcribe models.

Plugins

Mon, 01 Jan 0001 00:00:00 +0000

Plugins extend the Agent SDK’s core behavior by hooking into the agent lifecycle at well-defined extension points, enabling cross-cutting concerns like logging, rate limiting, and custom authentication without modifying agent logic directly. Focus on the plugin interface and the ordering guarantees for plugin execution — multiple plugins can compose, but execution order matters for plugins that modify requests or responses. A common mistake is putting business logic inside plugins rather than skills, which makes agents harder to test and reason about. Read this after understanding skills to appreciate the boundary between agent capabilities and infrastructure concerns.

Plugins

Mon, 01 Jan 0001 00:00:00 +0000

Point aggregation

Mon, 01 Jan 0001 00:00:00 +0000

Portkey Integration

Mon, 01 Jan 0001 00:00:00 +0000

How to use Portkey with CrewAI

Post-Training Toolkit Integration

Mon, 01 Jan 0001 00:00:00 +0000

PPO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Prebuilt middleware

Mon, 01 Jan 0001 00:00:00 +0000

Prebuilt middleware for common agent use cases

Prebuilt middleware

Mon, 01 Jan 0001 00:00:00 +0000

Prebuilt middleware for common agent use cases

Predicted outputs

Mon, 01 Jan 0001 00:00:00 +0000

Optimize response time by predefining predictable content for faster, efficient AI outputs." (99 characters)

Predicted Outputs

Mon, 01 Jan 0001 00:00:00 +0000

Understand how to reduce latency for model responses where much of the response is known ahead of time.

Prefect

Mon, 01 Jan 0001 00:00:00 +0000

Prefix

Mon, 01 Jan 0001 00:00:00 +0000

Prefixes enhance model responses by improving language adherence, saving tokens, enabling roleplay, and strengthening safeguards

Prepare for Deployment

Mon, 01 Jan 0001 00:00:00 +0000

Ensure your Crew or Flow is ready for deployment to CrewAI AMP

Prerequisites

Mon, 01 Jan 0001 00:00:00 +0000

Set up your environment to use W&B Inference

Prerequisites

Mon, 01 Jan 0001 00:00:00 +0000

Set up your environment to use W&B Training

Prevent logging of sensitive data in traces

Mon, 01 Jan 0001 00:00:00 +0000

Price comparison vs Tinker

Mon, 01 Jan 0001 00:00:00 +0000

Estimate the cost of multi-turn agentic RL rollouts on Fireworks compared to Tinker’s per-token pricing

Pricing

Mon, 01 Jan 0001 00:00:00 +0000

Understanding AI pricing is critical for any build-vs-buy decision. Anthropic charges per token (roughly per word) with different rates for input and output, and prices vary dramatically between model tiers — Haiku can be 50x cheaper than Opus per token. The practical implication: a customer support chatbot handling 10,000 conversations per day might cost $50/month with Haiku or $2,500/month with Opus, so model selection directly impacts unit economics. Pay attention to prompt caching and batch API discounts, which can cut costs by 50-90% for predictable workloads. Compare these structures with OpenAI and Mistral pricing to understand the competitive landscape before committing to a provider.

Pricing

Mon, 01 Jan 0001 00:00:00 +0000

Pricing

Mon, 01 Jan 0001 00:00:00 +0000

Pricing

Mon, 01 Jan 0001 00:00:00 +0000

Check the pricing page for detailed API cost information

Pricing

Mon, 01 Jan 0001 00:00:00 +0000

Pricing information for the OpenAI platform.

Pricing

Mon, 01 Jan 0001 00:00:00 +0000

Fine-tuning pricing at Together AI is based on the total number of tokens processed during your job.

Pricing and limits

Mon, 01 Jan 0001 00:00:00 +0000

Understand Pinecone Assistant pricing and service limits.

Pricing FAQ

Mon, 01 Jan 0001 00:00:00 +0000

Pricing FAQ

Mon, 01 Jan 0001 00:00:00 +0000

Pricing plans

Mon, 01 Jan 0001 00:00:00 +0000

Priority processing

Mon, 01 Jan 0001 00:00:00 +0000

Get faster processing in the API while retaining flexible pay-as-you-go pricing.

Private Deployment – Setting Up

Mon, 01 Jan 0001 00:00:00 +0000

This page describes the setup required for private deployments of Cohere’s models.

Private Deployment Usage

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to use Cohere’s SDK to access privately deployed Cohere models.

Private Package Registries

Mon, 01 Jan 0001 00:00:00 +0000

Install private Python packages from authenticated PyPI registries in CrewAI AMP

PRM Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Production best practices

Mon, 01 Jan 0001 00:00:00 +0000

Explore best practices for transitioning your AI projects from prototype to production, including scaling, security, and cost management.

Production checklist

Mon, 01 Jan 0001 00:00:00 +0000

Prepare your indexes for production with best practices.

Production notes on GPT Actions

Mon, 01 Jan 0001 00:00:00 +0000

Guidelines for deploying GPT Actions in a production environment, including rate limits, timeouts, and security measures.

Profile Management

Mon, 01 Jan 0001 00:00:00 +0000

Manage CLI profiles for Chroma Cloud authentication.

Programmatic Tool Calling

Mon, 01 Jan 0001 00:00:00 +0000

Programmatic tool calling lets you force Claude to invoke a specific tool rather than deciding autonomously whether to use one, which is essential for deterministic agentic workflows where you need guaranteed structured output on every turn. This is particularly useful when building pipelines that must always extract data into a schema or always query an external system before responding. Be aware that forcing a tool call changes Claude’s behavior around the rest of the response – it will not produce any text content before the forced tool invocation. Read the general tool-use guide first to understand the baseline calling conventions, then use this doc to layer in the deterministic control patterns.

Projects

Mon, 01 Jan 0001 00:00:00 +0000

Create isolated workspaces to organize resources, manage team access, and scope API keys

Projects

Mon, 01 Jan 0001 00:00:00 +0000

Compare versions of your model, explore results in a scratch workspace, and export findings to a report to save notes and visualizations

Prompt caching

Mon, 01 Jan 0001 00:00:00 +0000

Prompt caching

Mon, 01 Jan 0001 00:00:00 +0000

Learn how prompt caching reduces latency and cost for long prompts in OpenAI’s API.

Prompt engineering

Mon, 01 Jan 0001 00:00:00 +0000

Prompt engineering

Mon, 01 Jan 0001 00:00:00 +0000

Learn strategies and tactics for better results using large language models in the OpenAI API.

Prompt generation

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to generate prompts, functions, and schemas in the OpenAI API’s Playground.

Prompt guidance for GPT-5.4

Mon, 01 Jan 0001 00:00:00 +0000

Learn prompt patterns and migration guidance for GPT-5.4, including completeness checks, verification loops, tool persistence, and structured outputs.

Prompt Optimization Copro

Mon, 01 Jan 0001 00:00:00 +0000

Prompt Optimization Gepa

Mon, 01 Jan 0001 00:00:00 +0000

Prompt Optimization Miprov2

Mon, 01 Jan 0001 00:00:00 +0000

Prompt Optimization Simba

Mon, 01 Jan 0001 00:00:00 +0000

Prompt optimizer

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use your dataset to automatically improve your prompts.

Prompt template format guide

Mon, 01 Jan 0001 00:00:00 +0000

Prompt-based methods

Mon, 01 Jan 0001 00:00:00 +0000

Prompting capabilities

Mon, 01 Jan 0001 00:00:00 +0000

Learn effective prompting techniques for classification, summarization, personalization, and evaluation with Mistral models

Prompting DeepSeek R1

Mon, 01 Jan 0001 00:00:00 +0000

Prompt engineering for DeepSeek-R1.

Prompting Tools

Mon, 01 Jan 0001 00:00:00 +0000

This guide is the definitive reference for writing effective tool definitions that Claude can invoke reliably. Focus on how parameter descriptions and tool descriptions influence Claude’s decision about when and how to call each tool – vague descriptions lead to incorrect invocations or tool avoidance. A common mistake is defining too many tools in a single request, which degrades selection accuracy; the guide offers practical thresholds. If you are building agentic applications with Claude, read this before the broader tool use documentation, as well-crafted tool prompts are the foundation of reliable agent behavior.

Promptlibrary

Mon, 01 Jan 0001 00:00:00 +0000

Prune Threads

Mon, 01 Jan 0001 00:00:00 +0000

Prune threads by ID. The ‘delete’ strategy removes threads entirely. The ‘keep_latest’ strategy prunes old checkpoints but keeps threads and their latest state.

Publish an integration

Mon, 01 Jan 0001 00:00:00 +0000

Publish an integration

Mon, 01 Jan 0001 00:00:00 +0000

Publish Custom Tools

Mon, 01 Jan 0001 00:00:00 +0000

How to build, package, and publish your own CrewAI-compatible tools to PyPI so any CrewAI user can install and use them.

Publishing Remote Servers

Mon, 01 Jan 0001 00:00:00 +0000

Remote servers represent a significant architectural shift from the local stdio-based MCP servers most developers start with, enabling cloud-hosted tools accessible over HTTP with persistent sessions. This guide covers the specific requirements for publishing remote servers to the registry, including endpoint URL configuration and health check expectations. Watch for the distinction between the server’s transport URL and its registry metadata URL, as confusing the two is a frequent source of registration failures. Read this after the general registry overview if you plan to deploy MCP servers as hosted services rather than local processes.

Pulumi

Mon, 01 Jan 0001 00:00:00 +0000

Push events into a running session with channels

Mon, 01 Jan 0001 00:00:00 +0000

Use channels to push messages, alerts, and webhooks into your Claude Code session from an MCP server. Forward CI results, chat messages, and monitoring events so Claude can react while you’re away.

Pydantic AI

Mon, 01 Jan 0001 00:00:00 +0000

Pydantic AI Gateway

Mon, 01 Jan 0001 00:00:00 +0000

PydanticAI

Mon, 01 Jan 0001 00:00:00 +0000

Using PydanticAI with Together

PydanticAI

Mon, 01 Jan 0001 00:00:00 +0000

Trace PydanticAI agent and tool calls in Weave using OpenTelemetry

Python

Mon, 01 Jan 0001 00:00:00 +0000

The Python SDK is the more mature of the two language implementations and tends to receive new features first. Pay close attention to the async patterns used throughout – the SDK is built on asyncio, so understanding Python’s async/await model is a prerequisite for effective use. If you are coming from the raw Anthropic API client, note that the Agent SDK manages conversation state and tool execution loops for you, which is a significant shift in how you structure your code. Read the quickstart guide first if you have not already, then use this reference for Python-specific configuration details.

Python AttributeError: module pinecone has no attribute init

Mon, 01 Jan 0001 00:00:00 +0000

Python Guide

Mon, 01 Jan 0001 00:00:00 +0000

Python implementation guide

Python Library

Mon, 01 Jan 0001 00:00:00 +0000

Python SDK

Mon, 01 Jan 0001 00:00:00 +0000

PyTorch

Mon, 01 Jan 0001 00:00:00 +0000

PyTorch Geometric

Mon, 01 Jan 0001 00:00:00 +0000

PyTorch Ignite

Mon, 01 Jan 0001 00:00:00 +0000

How to integrate W&B with PyTorch Ignite.

PyTorch Lightning

Mon, 01 Jan 0001 00:00:00 +0000

Pytorch torchtune

Mon, 01 Jan 0001 00:00:00 +0000

Qdrant and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to integrate Cohere with the Qdrant vector database.

Qdrant Vector Search Tool

Mon, 01 Jan 0001 00:00:00 +0000

Semantic search capabilities for CrewAI agents using Qdrant vector database

Quantization

Mon, 01 Jan 0001 00:00:00 +0000

Reduce model precision to improve performance and lower costs

Quantization

Mon, 01 Jan 0001 00:00:00 +0000

Query and export Calls

Mon, 01 Jan 0001 00:00:00 +0000

Filter, sort, and export Weave call data using the Python SDK, REST API, or the Weave UI for custom analysis.

Query and Get

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to query and retrieve data from Chroma collections.

Query traces (SDK)

Mon, 01 Jan 0001 00:00:00 +0000

Querying Structured Data (SQL)

Mon, 01 Jan 0001 00:00:00 +0000

Build an agentic RAG system that can query structured data (SQL).

Querying Structured Data (Tables)

Mon, 01 Jan 0001 00:00:00 +0000

Build an agentic RAG system that can query structured data (tables).

Queue API

Mon, 01 Jan 0001 00:00:00 +0000

Submit, monitor, and manage asynchronous jobs for your Dedicated Container deployments.

Quicktour

Mon, 01 Jan 0001 00:00:00 +0000

Quotas & Limits

Mon, 01 Jan 0001 00:00:00 +0000

R2R

Mon, 01 Jan 0001 00:00:00 +0000

RAG Citations

Mon, 01 Jan 0001 00:00:00 +0000

Guide on accessing and utilizing citations generated by the Cohere Chat endpoint for RAG. It covers both non-streaming and streaming modes (API v2).

RAG Evaluation

Mon, 01 Jan 0001 00:00:00 +0000

RAG Integrations

Mon, 01 Jan 0001 00:00:00 +0000

RAG Streaming

Mon, 01 Jan 0001 00:00:00 +0000

Guide on implementing streaming for RAG with Cohere and details on the events stream (API v2).

RAG Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘RagTool’ is a dynamic knowledge base tool for answering questions using Retrieval-Augmented Generation.

Ragas CLI

Mon, 01 Jan 0001 00:00:00 +0000

Ranking and Scoring

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use ranking expressions to score and order your search results. In Chroma, lower scores indicate better matches (distance-based scoring).

RapidFire AI Integration

Mon, 01 Jan 0001 00:00:00 +0000

Rate Limit

Mon, 01 Jan 0001 00:00:00 +0000

Rate limits

Mon, 01 Jan 0001 00:00:00 +0000

Default rate limits on Dedicated Cloud and how to request changes

Rate limits

Mon, 01 Jan 0001 00:00:00 +0000

Optional rate limits on Self-Managed instances for stability

Rate Limits

Mon, 01 Jan 0001 00:00:00 +0000

Understanding rate limits is essential before any production deployment, because hitting them surfaces as 429 errors that silently degrade user-facing latency if you have not built retry-with-backoff. Pay close attention to the distinction between requests-per-minute and tokens-per-minute limits and to the role of usage tiers, since you can be well under the request cap but blocked on tokens. The common mistake is testing at low volume and discovering the ceiling only under real load. Pair this with the batch-processing page, which moves bulk work off your interactive rate budget entirely.

React Component Export

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to export and integrate CrewAI AMP React components into your applications

Realtime API

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to build low-latency, multimodal LLM applications with the Realtime API.

Realtime API with MCP

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to configure MCP tools in the Realtime API and handle the resulting event flow.

Realtime API with SIP

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to connect to the Realtime API using SIP.

Realtime API with WebRTC

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to connect to the Realtime API using WebRTC.

Realtime API with WebSocket

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to connect to the Realtime API using WebSocket in a server-to-server application.

Realtime conversations

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to manage Realtime speech-to-speech conversations.

Realtime guide

Mon, 01 Jan 0001 00:00:00 +0000

Deep dive into session lifecycle, event formats, and concurrency patterns.

Realtime transcription

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to transcribe audio in real-time with the Realtime API.

Realtime translation

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to build live speech translation with Realtime translation sessions.

Realtime transport

Mon, 01 Jan 0001 00:00:00 +0000

Decide between the default server-side WebSocket path and SIP attach flows, with the browser WebRTC boundary called out explicitly.

Reasoning

Mon, 01 Jan 0001 00:00:00 +0000

How to use reasoning with Fireworks models

Reasoning

Mon, 01 Jan 0001 00:00:00 +0000

Reasoning models generate logical chains of thought to solve problems, improving accuracy with extra compute time." (99 characters)

Reasoning best practices

Mon, 01 Jan 0001 00:00:00 +0000

Best practices for using o-series reasoning models (o1, o3-mini) vs GPT models — covering use cases, model selection, and prompting strategies specific to reasoning models.

Reasoning Fine-tuning

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to fine-tune reasoning models with chain-of-thought data using Together AI.

Reasoning Models Guide

Mon, 01 Jan 0001 00:00:00 +0000

How reasoning models like DeepSeek-R1 work.

Reasoning tokens

Mon, 01 Jan 0001 00:00:00 +0000

Display model thinking and reasoning processes in collapsible blocks

Reasoning tokens

Mon, 01 Jan 0001 00:00:00 +0000

Display model thinking and reasoning processes in collapsible blocks

Rebuild graph at runtime

Mon, 01 Jan 0001 00:00:00 +0000

Rebuild your graph with different configurations for each run using ServerRuntime.

Recommended Models

Mon, 01 Jan 0001 00:00:00 +0000

Find the right models for your use case

Red teaming

Mon, 01 Jan 0001 00:00:00 +0000

Learn how red teaming fits into AI evaluation, including Promptfoo open source and OpenAI Red Teaming for enterprise teams.

Redact PII from traces

Mon, 01 Jan 0001 00:00:00 +0000

Automatically redact Personally Identifiable Information from traces

Redis and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to integrate Cohere with Redis for similarity searches on text data with this step-by-step guide.

Redpanda

Mon, 01 Jan 0001 00:00:00 +0000

Reduce Hallucinations

Mon, 01 Jan 0001 00:00:00 +0000

Hallucination reduction is arguably the most impactful guardrail topic for practitioners building retrieval-augmented or factual applications with Claude. The guide covers grounding techniques such as providing source documents, instructing the model to quote directly, and asking it to flag uncertainty. A key gotcha is that simply telling Claude “don’t hallucinate” is far less effective than structuring prompts so the model can cite or decline – give it an explicit escape hatch like “say I don’t know if the answer isn’t in the provided context.” Pair this with the evaluation techniques in the testing docs to measure hallucination rates systematically.

Reduce Latency

Mon, 01 Jan 0001 00:00:00 +0000

Latency optimization directly impacts user experience and cost in production Claude deployments. This guide walks through techniques like prompt length reduction, streaming, model selection trade-offs, and caching strategies that can cut response times significantly. Start with the quick wins – enabling streaming and trimming unnecessary context from prompts – before moving to architectural changes like prompt caching. Be aware that some latency reduction techniques (such as using smaller models or shorter prompts) trade off against output quality, so always measure both metrics together.

Reduce Prompt Leak

Mon, 01 Jan 0001 00:00:00 +0000

Prompt leakage is one of the most common security concerns in production LLM applications, and this guide provides concrete techniques for preventing Claude from revealing system prompts to end users. Focus on the layered defense approach — no single technique is sufficient, so you need to combine prompt structure, output filtering, and behavioral instructions. A frequent mistake is relying solely on “do not reveal your instructions” directives, which are trivially bypassed by indirect extraction attacks. Read this alongside the general guardrails documentation to build a comprehensive safety posture before shipping user-facing agents.

Reducing Memory Usage

Mon, 01 Jan 0001 00:00:00 +0000

Regions

Mon, 01 Jan 0001 00:00:00 +0000

Fireworks runs a global fleet of hardware on which you can deploy your models.

Regions FAQ

Mon, 01 Jan 0001 00:00:00 +0000

Reinforcement fine-tuning

Mon, 01 Jan 0001 00:00:00 +0000

Train models using reward-based signals for expert-level domain performance — going beyond supervised fine-tuning when you can grade quality but can’t easily provide gold outputs.

Reinforcement fine-tuning use cases

Mon, 01 Jan 0001 00:00:00 +0000

Practical use cases and best practices for reinforcement fine-tuning (RFT) — when graded rewards outperform simple input/output pairs for training signal.

Reject Concurrent

Mon, 01 Jan 0001 00:00:00 +0000

Release notes

Mon, 01 Jan 0001 00:00:00 +0000

Track SDK changes, migration notes, and deprecations.

Release Notes

Mon, 01 Jan 0001 00:00:00 +0000

Release policy

Mon, 01 Jan 0001 00:00:00 +0000

Release policy

Mon, 01 Jan 0001 00:00:00 +0000

Release versions

Mon, 01 Jan 0001 00:00:00 +0000

Reliability and Error Handling

Mon, 01 Jan 0001 00:00:00 +0000

Recommended patterns for timeouts, retries, and error handling when building production applications on the Fireworks API.

Remote Environment Setup

Mon, 01 Jan 0001 00:00:00 +0000

Implement the /init endpoint to run evaluations in your infrastructure

Remote Mcp Servers

Mon, 01 Jan 0001 00:00:00 +0000

Remote MCP servers let you host tool endpoints that Claude connects to over the network, enabling shared infrastructure across teams and persistent service integrations. Pay close attention to the authentication and transport sections — remote servers use SSE or streamable HTTP rather than stdio, which changes how you handle connection lifecycle and error recovery. A frequent gotcha is failing to implement proper OAuth or token refresh flows, causing silent tool failures mid-conversation. This guide pairs well with the MCP Connector docs to compare Anthropic-hosted versus self-hosted approaches to serving tools.

Remote MCP servers

Mon, 01 Jan 0001 00:00:00 +0000

Connect Agent Builder to popular remote MCP servers

Remote MCP servers

Mon, 01 Jan 0001 00:00:00 +0000

Connect Fleet to popular remote MCP servers

RemoteGraph

Mon, 01 Jan 0001 00:00:00 +0000

Remove a metadata field from a record

Mon, 01 Jan 0001 00:00:00 +0000

Replay Tasks from Latest Crew Kickoff

Mon, 01 Jan 0001 00:00:00 +0000

Replay tasks from the latest crew.kickoff(…)

Report Evaluators

Mon, 01 Jan 0001 00:00:00 +0000

Repository on GitHub

Mon, 01 Jan 0001 00:00:00 +0000

Source code, issues, and contribution guidelines for the SDK.

Reproduce experiments

Mon, 01 Jan 0001 00:00:00 +0000

Rerank results

Mon, 01 Jan 0001 00:00:00 +0000

Improve the quality of results with reranking.

Reranking - Cohere on Azure AI Foundry

Mon, 01 Jan 0001 00:00:00 +0000

A guide for performing reranking with Cohere’s Reranking models on Azure AI Foundry (API v2).

Reserved capacity

Mon, 01 Jan 0001 00:00:00 +0000

Responses API

Mon, 01 Jan 0001 00:00:00 +0000

Restore a pod-based index

Mon, 01 Jan 0001 00:00:00 +0000

Restore pod-based indexes from collections

Restore an index

Mon, 01 Jan 0001 00:00:00 +0000

Restore serverless indexes from backup snapshots.

Restrictions on index names

Mon, 01 Jan 0001 00:00:00 +0000

Results and state

Mon, 01 Jan 0001 00:00:00 +0000

Learn which result surfaces matter most in the OpenAI Agents SDK and how they connect to resumable workflow state.

Resume a run

Mon, 01 Jan 0001 00:00:00 +0000

Resume a paused or exited W&B Run

Resume Agents

Mon, 01 Jan 0001 00:00:00 +0000

Retrieval

Mon, 01 Jan 0001 00:00:00 +0000

Retrieval

Mon, 01 Jan 0001 00:00:00 +0000

LangChain’s retrieval guide covers the foundational abstractions for document loading, splitting, embedding, and querying that underpin every RAG application built on the framework. Understanding the Retriever interface is critical because it is the common contract that vector stores, BM25 indexes, and custom retrieval strategies all implement. Focus on how retrievers compose with chains and agents, since the retrieval step is often the performance bottleneck in production RAG pipelines. Read this before the RAG-specific guide to ensure you understand the building blocks before seeing them assembled into a full application.

Retrieval

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to search your data using semantic similarity with the OpenAI API.

Retrieval Augmented Generation (RAG)

Mon, 01 Jan 0001 00:00:00 +0000

Guide on using Cohere’s Retrieval Augmented Generation (RAG) capabilities such as document grounding and citations.

Retrieval augmented generation (RAG) - Cohere on Azure AI Foundry

Mon, 01 Jan 0001 00:00:00 +0000

A guide for performing retrieval augmented generation (RAG) with Cohere’s Command models on Azure AI Foundry (API v2).

Retrieve a single item.

Mon, 01 Jan 0001 00:00:00 +0000

Retrieve context snippets

Mon, 01 Jan 0001 00:00:00 +0000

Access relevant context and citations from Pinecone Assistant.

Return all vectors in an index

Mon, 01 Jan 0001 00:00:00 +0000

Review items in an annotation queue

Mon, 01 Jan 0001 00:00:00 +0000

Evaluate trace items and submit structured feedback using a simplified review interface.

Reward Functions

Mon, 01 Jan 0001 00:00:00 +0000

Reward Modeling

Mon, 01 Jan 0001 00:00:00 +0000

Rewind a run

Mon, 01 Jan 0001 00:00:00 +0000

Rewind a run to correct or modify its history without losing original data.

Rewind sessions

Mon, 01 Jan 0001 00:00:00 +0000

RL Rollouts with Your Own Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Integrate an external RL trainer with Fireworks inference: hot-load new checkpoints from your bucket and run rollouts via the OpenAI-compatible API.

RLOO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Roadmap

Mon, 01 Jan 0001 00:00:00 +0000

Our plans for evolving Agent User Interaction Protocol

Roadmap

Mon, 01 Jan 0001 00:00:00 +0000

Our plans for evolving Model Context Protocol

Roboflow

Mon, 01 Jan 0001 00:00:00 +0000

Role-based access control

Mon, 01 Jan 0001 00:00:00 +0000

Role-Based Access Control (RBAC)

Mon, 01 Jan 0001 00:00:00 +0000

Control access to crews, tools, and data with roles, scopes, and granular permissions.

Roles & Permissions (RBAC)

Mon, 01 Jan 0001 00:00:00 +0000

Understand Organization and Project role-based access control (RBAC) including Admin and Member roles and what each can do across the Together platform

Rollback Concurrent

Mon, 01 Jan 0001 00:00:00 +0000

Router

Mon, 01 Jan 0001 00:00:00 +0000

Router

Mon, 01 Jan 0001 00:00:00 +0000

Routers

Mon, 01 Jan 0001 00:00:00 +0000

Distribute traffic across multiple deployments for A/B testing, traffic migration, and load distribution.

Routing Queries to Data Sources

Mon, 01 Jan 0001 00:00:00 +0000

Build an agentic RAG system that routes queries to the most relevant tools based on the query’s nature.

Run (span) data format

Mon, 01 Jan 0001 00:00:00 +0000

Run a Chroma Server

Mon, 01 Jan 0001 00:00:00 +0000

Run a Chroma server locally using the CLI.

Run a LangGraph app locally

Mon, 01 Jan 0001 00:00:00 +0000

Run a local server

Mon, 01 Jan 0001 00:00:00 +0000

Run a local server

Mon, 01 Jan 0001 00:00:00 +0000

Run an evaluation from the Playground

Mon, 01 Jan 0001 00:00:00 +0000

Run an evaluation from the prompt playground

Mon, 01 Jan 0001 00:00:00 +0000

Run an evaluation with multimodal content

Mon, 01 Jan 0001 00:00:00 +0000

Run backtests on a new version of an agent

Mon, 01 Jan 0001 00:00:00 +0000

Run Claude Code programmatically

Mon, 01 Jan 0001 00:00:00 +0000

Use the Agent SDK to run Claude Code programmatically from the CLI, Python, or TypeScript.

Run Config

Mon, 01 Jan 0001 00:00:00 +0000

Run prompts on a schedule

Mon, 01 Jan 0001 00:00:00 +0000

Use /loop and the cron scheduling tools to run prompts repeatedly, poll for status, or set one-time reminders within a Claude Code session.

Run support queries against ClickHouse

Mon, 01 Jan 0001 00:00:00 +0000

Run support queries against PostgreSQL

Mon, 01 Jan 0001 00:00:00 +0000

Running agents

Mon, 01 Jan 0001 00:00:00 +0000

Learn synchronous, asynchronous, and batched execution, plus cancellation and error handling.

Running agents

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to run agents, stream output, and choose the right conversation-state strategy in the OpenAI Agents SDK.

Running Chroma in Client-Server Mode

Mon, 01 Jan 0001 00:00:00 +0000

Runtime

Mon, 01 Jan 0001 00:00:00 +0000

Runtime

Mon, 01 Jan 0001 00:00:00 +0000

Runtime Config

Mon, 01 Jan 0001 00:00:00 +0000

S3 Reader Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘S3ReaderTool’ enables CrewAI agents to read files from Amazon S3 buckets.

S3 Sync

Mon, 01 Jan 0001 00:00:00 +0000

Sync files from Amazon S3 into Chroma Cloud.

S3 Writer Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘S3WriterTool’ enables CrewAI agents to write content to files in Amazon S3 buckets.

Safetensors

Mon, 01 Jan 0001 00:00:00 +0000

Safety and Security for AI Agents

Mon, 01 Jan 0001 00:00:00 +0000

Safety best practices

Mon, 01 Jan 0001 00:00:00 +0000

Comprehensive safety practices for responsible AI deployment — covering moderation, adversarial testing, human oversight, prompt engineering for safety, and production monitoring.

Safety in building agents

Mon, 01 Jan 0001 00:00:00 +0000

Minimize prompt injections and other risks in agent workflows — covering input validation, tool call authorization, and sandboxing strategies specific to agentic systems.

Safety Modes

Mon, 01 Jan 0001 00:00:00 +0000

The safety modes documentation describes how to use default and strict modes in order to exercise additional control over model output.

Salesforce Integration

Mon, 01 Jan 0001 00:00:00 +0000

CRM and sales automation with Salesforce integration for CrewAI.

Salesforce Trigger

Mon, 01 Jan 0001 00:00:00 +0000

Trigger CrewAI crews from Salesforce workflows for CRM automation

SambaNova

Mon, 01 Jan 0001 00:00:00 +0000

Sample Apps

Mon, 01 Jan 0001 00:00:00 +0000

Install and run Chroma sample applications.

Sampling

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to adjust LLM sampling parameters like Temperature, Top P, and penalties for better output control

Sandbox

Mon, 01 Jan 0001 00:00:00 +0000

Build an IDE-like UI for a coding agent backed by a sandbox environment

Sandbox

Mon, 01 Jan 0001 00:00:00 +0000

Build an IDE-like UI for a coding agent backed by a sandbox environment

Sandbox Agents

Mon, 01 Jan 0001 00:00:00 +0000

Learn how sandboxes fit into Agents SDK workflows, when to use them, and how orchestration stays separate from execution.

Sandbox auth proxy

Mon, 01 Jan 0001 00:00:00 +0000

Inject credentials into outbound API requests from sandboxes without hardcoding secrets.

Sandbox SDK usage

Mon, 01 Jan 0001 00:00:00 +0000

Create and manage sandboxes programmatically with the Python or TypeScript SDK.

Sandbox templates

Mon, 01 Jan 0001 00:00:00 +0000

Define container images, resource limits, and configuration for sandboxes using templates.

Sandbox warm pools

Mon, 01 Jan 0001 00:00:00 +0000

Pre-provision sandboxes for faster execution with automatic replenishment.

Sandboxes

Mon, 01 Jan 0001 00:00:00 +0000

Execute code in isolated environments with sandbox backends

Sandboxes

Mon, 01 Jan 0001 00:00:00 +0000

Execute code in isolated environments with sandbox backends

Sandboxing

Mon, 01 Jan 0001 00:00:00 +0000

Learn how Claude Code’s sandboxed bash tool provides filesystem and network isolation for safer, more autonomous agent execution.

Save and diff code

Mon, 01 Jan 0001 00:00:00 +0000

Scalability & resilience

Mon, 01 Jan 0001 00:00:00 +0000

Scale pod-based indexes

Mon, 01 Jan 0001 00:00:00 +0000

Scale indexes vertically or horizontally as needed

Scatter plots

Mon, 01 Jan 0001 00:00:00 +0000

Schedule recurring tasks in Claude Code Desktop

Mon, 01 Jan 0001 00:00:00 +0000

Set up scheduled tasks in Claude Code Desktop to run Claude automatically on a recurring basis for daily code reviews, dependency audits, or morning briefings.

Schedule tasks on the web

Mon, 01 Jan 0001 00:00:00 +0000

Automate recurring work with cloud scheduled tasks

Schedules

Mon, 01 Jan 0001 00:00:00 +0000

Configure schedules to run your Fleet agents on a recurring basis.

Schema Basics

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to create and use Schema to configure indexes on your Chroma collections.

Scrapegraph Scrape Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘ScrapegraphScrapeTool’ leverages Scrapegraph AI’s SmartScraper API to intelligently extract content from websites.

Scrapfly Scrape Website Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘ScrapflyScrapeWebsiteTool’ leverages Scrapfly’s web scraping API to extract content from websites in various formats.

Scripts Utilities

Mon, 01 Jan 0001 00:00:00 +0000

SDFT

Mon, 01 Jan 0001 00:00:00 +0000

SDK Tiering System

Mon, 01 Jan 0001 00:00:00 +0000

Feature completeness, protocol support, and maintenance commitment levels for Model Context Protocol SDKs

SDKs

Mon, 01 Jan 0001 00:00:00 +0000

Official SDKs for building with Model Context Protocol

SDPO

Mon, 01 Jan 0001 00:00:00 +0000

Search Assistants

Mon, 01 Jan 0001 00:00:00 +0000

Search for assistants.

Search Basics

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to construct and use the Search class for querying your Chroma collections.

Search Crons

Mon, 01 Jan 0001 00:00:00 +0000

Search all active crons

Search or list items within a namespace prefix.

Mon, 01 Jan 0001 00:00:00 +0000

Lists items ordered by last updated time. If a ‘query’ is provided, performs a natural language search instead. Supports pagination via ’limit’ and ‘offset’, and filtering via ‘filter’.

Search Results

Mon, 01 Jan 0001 00:00:00 +0000

Search Threads

Mon, 01 Jan 0001 00:00:00 +0000

Search for threads.

Secure Deployment

Mon, 01 Jan 0001 00:00:00 +0000

This guide becomes essential the moment you move an agent from local development to any shared or production environment. Focus on the sections covering input sanitization and output validation, as prompt injection through user-supplied content is the most common attack vector for deployed agents. Be aware that securing an agent is different from securing a traditional API – you must account for the model’s ability to chain tool calls in unexpected ways, so defense-in-depth with both permission restrictions and monitoring is necessary. Read this in conjunction with the permissions guide, as the two together form a complete security strategy.

Secure MCP Tunnel

Mon, 01 Jan 0001 00:00:00 +0000

Connect private or on-prem MCP servers to supported OpenAI products with an outbound-only MCP tunnel, without exposing them to the public internet.

Secure Training (BYOB)

Mon, 01 Jan 0001 00:00:00 +0000

Fine-tune models while keeping sensitive data and components under your control

Security

Mon, 01 Jan 0001 00:00:00 +0000

Learn about Claude Code’s security safeguards and best practices for safe usage.

Security policy

Mon, 01 Jan 0001 00:00:00 +0000

Security policy

Mon, 01 Jan 0001 00:00:00 +0000

Self-host LangSmith on Kubernetes

Mon, 01 Jan 0001 00:00:00 +0000

Self-host LangSmith with Docker

Mon, 01 Jan 0001 00:00:00 +0000

Self-host standalone servers

Mon, 01 Jan 0001 00:00:00 +0000

Self-hosted

Mon, 01 Jan 0001 00:00:00 +0000

Self-hosted LangSmith

Mon, 01 Jan 0001 00:00:00 +0000

Self-hosted LangSmith changelog

Mon, 01 Jan 0001 00:00:00 +0000

Self-hosted LangSmith on AWS

Mon, 01 Jan 0001 00:00:00 +0000

Self-hosted LangSmith on Azure

Mon, 01 Jan 0001 00:00:00 +0000

Self-hosted LangSmith on GCP

Mon, 01 Jan 0001 00:00:00 +0000

Self-Managed infrastructure requirements

Mon, 01 Jan 0001 00:00:00 +0000

Infrastructure and software requirements for W&B Self-Managed deployments

Semantic run plot legends

Mon, 01 Jan 0001 00:00:00 +0000

Create semantic legends for charts

Semantic search

Mon, 01 Jan 0001 00:00:00 +0000

Find semantically similar records using dense vectors.

Semantic search - Cohere on Azure AI Foundry

Mon, 01 Jan 0001 00:00:00 +0000

A guide for performing text semantic search with Cohere’s Embed models on Azure AI Foundry (API v2).

Send an alert

Mon, 01 Jan 0001 00:00:00 +0000

Send alerts, triggered from your Python code, to your Slack or email

Send OpenTelemetry Traces to Weave

Mon, 01 Jan 0001 00:00:00 +0000

Ingest OpenTelemetry compatible trace data through a dedicated endpoint

Sending and returning files with GPT Actions

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to send and return files using GPT Actions in the OpenAI API.

Sentence Transformer

Mon, 01 Jan 0001 00:00:00 +0000

SEP-1024: MCP Client Security Requirements for Local Server Installation

Mon, 01 Jan 0001 00:00:00 +0000

MCP Client Security Requirements for Local Server Installation

SEP-1024: MCP Client Security Requirements for Local Server Installation

Mon, 01 Jan 0001 00:00:00 +0000

MCP Client Security Requirements for Local Server Installation

SEP-1034: Support default values for all primitive types in elicitation schemas

Mon, 01 Jan 0001 00:00:00 +0000

Support default values for all primitive types in elicitation schemas

SEP-1034: Support default values for all primitive types in elicitation schemas

Mon, 01 Jan 0001 00:00:00 +0000

Support default values for all primitive types in elicitation schemas

SEP-1036: URL Mode Elicitation for secure out-of-band interactions

Mon, 01 Jan 0001 00:00:00 +0000

URL Mode Elicitation for secure out-of-band interactions

SEP-1036: URL Mode Elicitation for secure out-of-band interactions

Mon, 01 Jan 0001 00:00:00 +0000

URL Mode Elicitation for secure out-of-band interactions

SEP-1046: Support OAuth client credentials flow in authorization

Mon, 01 Jan 0001 00:00:00 +0000

Support OAuth client credentials flow in authorization

SEP-1046: Support OAuth client credentials flow in authorization

Mon, 01 Jan 0001 00:00:00 +0000

Support OAuth client credentials flow in authorization

SEP-1302: Formalize Working Groups and Interest Groups in MCP Governance

Mon, 01 Jan 0001 00:00:00 +0000

Formalize Working Groups and Interest Groups in MCP Governance

SEP-1302: Formalize Working Groups and Interest Groups in MCP Governance

Mon, 01 Jan 0001 00:00:00 +0000

Formalize Working Groups and Interest Groups in MCP Governance

SEP-1303: Input Validation Errors as Tool Execution Errors

Mon, 01 Jan 0001 00:00:00 +0000

Input Validation Errors as Tool Execution Errors

SEP-1303: Input Validation Errors as Tool Execution Errors

Mon, 01 Jan 0001 00:00:00 +0000

Input Validation Errors as Tool Execution Errors

SEP-1319: Decouple Request Payload from RPC Methods Definition

Mon, 01 Jan 0001 00:00:00 +0000

Decouple Request Payload from RPC Methods Definition

SEP-1319: Decouple Request Payload from RPC Methods Definition

Mon, 01 Jan 0001 00:00:00 +0000

Decouple Request Payload from RPC Methods Definition

SEP-1330: Elicitation Enum Schema Improvements and Standards Compliance

Mon, 01 Jan 0001 00:00:00 +0000

Elicitation Enum Schema Improvements and Standards Compliance

SEP-1330: Elicitation Enum Schema Improvements and Standards Compliance

Mon, 01 Jan 0001 00:00:00 +0000

Elicitation Enum Schema Improvements and Standards Compliance

SEP-1577: Sampling With Tools

Mon, 01 Jan 0001 00:00:00 +0000

Sampling With Tools

SEP-1577: Sampling With Tools

Mon, 01 Jan 0001 00:00:00 +0000

Sampling With Tools

SEP-1613: Establish JSON Schema 2020-12 as Default Dialect for MCP

Mon, 01 Jan 0001 00:00:00 +0000

Establish JSON Schema 2020-12 as Default Dialect for MCP

SEP-1613: Establish JSON Schema 2020-12 as Default Dialect for MCP

Mon, 01 Jan 0001 00:00:00 +0000

Establish JSON Schema 2020-12 as Default Dialect for MCP

SEP-1686: Tasks

Mon, 01 Jan 0001 00:00:00 +0000

Tasks

SEP-1686: Tasks

Mon, 01 Jan 0001 00:00:00 +0000

Tasks

SEP-1699: Support SSE polling via server-side disconnect

Mon, 01 Jan 0001 00:00:00 +0000

Support SSE polling via server-side disconnect

SEP-1699: Support SSE polling via server-side disconnect

Mon, 01 Jan 0001 00:00:00 +0000

Support SSE polling via server-side disconnect

SEP-1730: SDKs Tiering System

Mon, 01 Jan 0001 00:00:00 +0000

SDKs Tiering System

SEP-1730: SDKs Tiering System

Mon, 01 Jan 0001 00:00:00 +0000

SDKs Tiering System

SEP-1850: PR-Based SEP Workflow

Mon, 01 Jan 0001 00:00:00 +0000

PR-Based SEP Workflow

SEP-1850: PR-Based SEP Workflow

Mon, 01 Jan 0001 00:00:00 +0000

PR-Based SEP Workflow

SEP-1865: MCP Apps - Interactive User Interfaces for MCP

Mon, 01 Jan 0001 00:00:00 +0000

MCP Apps - Interactive User Interfaces for MCP

SEP-1865: MCP Apps - Interactive User Interfaces for MCP

Mon, 01 Jan 0001 00:00:00 +0000

MCP Apps - Interactive User Interfaces for MCP

SEP-2085: Governance Succession and Amendment Procedures

Mon, 01 Jan 0001 00:00:00 +0000

Governance Succession and Amendment Procedures

SEP-2085: Governance Succession and Amendment Procedures

Mon, 01 Jan 0001 00:00:00 +0000

Governance Succession and Amendment Procedures

SEP-2133: Extensions

Mon, 01 Jan 0001 00:00:00 +0000

Extensions

SEP-2133: Extensions

Mon, 01 Jan 0001 00:00:00 +0000

Extensions

SEP-2148: MCP Contributor Ladder

Mon, 01 Jan 0001 00:00:00 +0000

MCP Contributor Ladder

SEP-2149: MCP Group Governance and Charter Template

Mon, 01 Jan 0001 00:00:00 +0000

MCP Group Governance and Charter Template

SEP-2207: OIDC-Flavored Refresh Token Guidance

Mon, 01 Jan 0001 00:00:00 +0000

OIDC-Flavored Refresh Token Guidance

SEP-2260: Require Server requests to be associated with a Client request.

Mon, 01 Jan 0001 00:00:00 +0000

Require Server requests to be associated with a Client request.

SEP-414: Document OpenTelemetry Trace Context Propagation Conventions

Mon, 01 Jan 0001 00:00:00 +0000

Document OpenTelemetry Trace Context Propagation Conventions

SEP-414: Document OpenTelemetry Trace Context Propagation Conventions

Mon, 01 Jan 0001 00:00:00 +0000

Document OpenTelemetry Trace Context Propagation Conventions

SEP-932: Model Context Protocol Governance

Mon, 01 Jan 0001 00:00:00 +0000

Model Context Protocol Governance

SEP-932: Model Context Protocol Governance

Mon, 01 Jan 0001 00:00:00 +0000

Model Context Protocol Governance

SEP-973: Expose additional metadata for Implementations, Resources, Tools and Prompts

Mon, 01 Jan 0001 00:00:00 +0000

Expose additional metadata for Implementations, Resources, Tools and Prompts

SEP-973: Expose additional metadata for Implementations, Resources, Tools and Prompts

Mon, 01 Jan 0001 00:00:00 +0000

Expose additional metadata for Implementations, Resources, Tools and Prompts

SEP-985: Align OAuth 2.0 Protected Resource Metadata with RFC 9728

Mon, 01 Jan 0001 00:00:00 +0000

Align OAuth 2.0 Protected Resource Metadata with RFC 9728

SEP-985: Align OAuth 2.0 Protected Resource Metadata with RFC 9728

Mon, 01 Jan 0001 00:00:00 +0000

Align OAuth 2.0 Protected Resource Metadata with RFC 9728

SEP-990: Enable enterprise IdP policy controls during MCP OAuth flows

Mon, 01 Jan 0001 00:00:00 +0000

Enable enterprise IdP policy controls during MCP OAuth flows

SEP-990: Enable enterprise IdP policy controls during MCP OAuth flows

Mon, 01 Jan 0001 00:00:00 +0000

Enable enterprise IdP policy controls during MCP OAuth flows

SEP-991: Enable URL-based Client Registration using OAuth Client ID Metadata Documents

Mon, 01 Jan 0001 00:00:00 +0000

Enable URL-based Client Registration using OAuth Client ID Metadata Documents

SEP-991: Enable URL-based Client Registration using OAuth Client ID Metadata Documents

Mon, 01 Jan 0001 00:00:00 +0000

Enable URL-based Client Registration using OAuth Client ID Metadata Documents

SEP-994: Shared Communication Practices/Guidelines

Mon, 01 Jan 0001 00:00:00 +0000

Shared Communication Practices/Guidelines

SEP-994: Shared Communication Practices/Guidelines

Mon, 01 Jan 0001 00:00:00 +0000

Shared Communication Practices/Guidelines

Sequential agents

Mon, 01 Jan 0001 00:00:00 +0000

Sequential Processes

Mon, 01 Jan 0001 00:00:00 +0000

A comprehensive guide to utilizing the sequential processes for task execution in CrewAI projects.

Sequential Workflow

Mon, 01 Jan 0001 00:00:00 +0000

Coordinating a chain of LLM calls to solve a complex task.

SerpApi Google Search Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘SerpApiGoogleSearchTool’ performs Google searches using the SerpApi service.

SerpApi Google Shopping Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘SerpApiGoogleShoppingTool’ searches Google Shopping results using SerpApi.

Server

Mon, 01 Jan 0001 00:00:00 +0000

Server Card Charter

Mon, 01 Jan 0001 00:00:00 +0000

Charter for the MCP Server Card Working Group.

Server Information

Mon, 01 Jan 0001 00:00:00 +0000

Get server version information, feature flags, and metadata.

Server Tools

Mon, 01 Jan 0001 00:00:00 +0000

Serverless index connection errors

Mon, 01 Jan 0001 00:00:00 +0000

Serverless index creation error - max serverless indexes

Mon, 01 Jan 0001 00:00:00 +0000

Serverless Models

Mon, 01 Jan 0001 00:00:00 +0000

Serverless Pricing

Mon, 01 Jan 0001 00:00:00 +0000

Per-token serverless pricing for text, vision, and embedding models, including Priority and Fast serving paths

Serverless Rate Limits

Mon, 01 Jan 0001 00:00:00 +0000

Adaptive rate limits grow and shrink with your usage

Serverless Serving Paths

Mon, 01 Jan 0001 00:00:00 +0000

Standard, Priority, and Fast serving paths on Fireworks Serverless

Service Tiers

Mon, 01 Jan 0001 00:00:00 +0000

Session: Tracking Individual Conversations

Mon, 01 Jan 0001 00:00:00 +0000

Sessions

Mon, 01 Jan 0001 00:00:00 +0000

Sessions

Mon, 01 Jan 0001 00:00:00 +0000

Manage stateful conversations with automatic history persistence and memory controls.

Set a sampling rate for traces

Mon, 01 Jan 0001 00:00:00 +0000

Set Call display name

Mon, 01 Jan 0001 00:00:00 +0000

Set or override the display name for a Call in W&B Weave tracing

Set Latest Assistant Version

Mon, 01 Jan 0001 00:00:00 +0000

Set the latest version for an assistant.

Set up a self-managed W&B Weave instance

Mon, 01 Jan 0001 00:00:00 +0000

Deploy and manage Weave on your own infrastructure

Set up Agent Auth (Beta)

Mon, 01 Jan 0001 00:00:00 +0000

Enable secure access from agents to any system using OAuth 2.0 credentials with Agent Auth.

Set up annotation queues

Mon, 01 Jan 0001 00:00:00 +0000

Create annotation queues, route traces to domain experts, and export structured feedback.

Set up automation rules

Mon, 01 Jan 0001 00:00:00 +0000

Set up automations

Mon, 01 Jan 0001 00:00:00 +0000

Create event-driven automations that trigger actions based on monitor metrics and trace activity.

Set up composite online evaluators

Mon, 01 Jan 0001 00:00:00 +0000

Set up custom authentication

Mon, 01 Jan 0001 00:00:00 +0000

Set up feedback criteria

Mon, 01 Jan 0001 00:00:00 +0000

Set up guardrails

Mon, 01 Jan 0001 00:00:00 +0000

Ensure LLM safety and measure output quality in production applications

Set up hierarchy

Mon, 01 Jan 0001 00:00:00 +0000

Set up hybrid LangSmith

Mon, 01 Jan 0001 00:00:00 +0000

Set up LangSmith

Mon, 01 Jan 0001 00:00:00 +0000

Set up LLM-as-a-judge online evaluators

Mon, 01 Jan 0001 00:00:00 +0000

Set up monitors

Mon, 01 Jan 0001 00:00:00 +0000

Passively score production traffic to surface trends and issues

Set up multi-turn online evaluators

Mon, 01 Jan 0001 00:00:00 +0000

Set up online code evaluators

Mon, 01 Jan 0001 00:00:00 +0000

Set up resource tags

Mon, 01 Jan 0001 00:00:00 +0000

Set up SSO with OAuth2.0 and OIDC

Mon, 01 Jan 0001 00:00:00 +0000

Set up the LLM auth proxy

Mon, 01 Jan 0001 00:00:00 +0000

Deploy an Envoy-based auth proxy that validates LangSmith-signed JWTs and routes LLM requests to your upstream provider or gateway.

SFT Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Supervised fine-tuning is the simplest and most common way to adapt a model to your data, and the SFTTrainer is where most TRL users begin. Pay close attention to dataset format: it accepts both language-modeling and prompt-completion shapes and auto-applies the chat template for conversational data, so mismatched formats are the most common source of silent quality loss. Two gotchas worth remembering are that completion-only loss is on by default for prompt-completion datasets, and that training adapters via PEFT usually wants a higher learning rate near 1e-4. Read the TRL overview first, and pair this with the PEFT LoRA guide when you train adapters.

Share or unshare a trace publicly

Mon, 01 Jan 0001 00:00:00 +0000

Shell

Mon, 01 Jan 0001 00:00:00 +0000

Run shell commands in hosted containers or your own local runtime.

Shopify Integration

Mon, 01 Jan 0001 00:00:00 +0000

E-commerce and online store management with Shopify integration for CrewAI.

Short-term memory

Mon, 01 Jan 0001 00:00:00 +0000

Short-term memory

Mon, 01 Jan 0001 00:00:00 +0000

Short-Term Memory Handling for Agents

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to manage short-term memory in an agent built with Cohere models.

Signal handling and sweep runs

Mon, 01 Jan 0001 00:00:00 +0000

Learn how W&B Sweeps handle UNIX signals, exit codes, and preemption in sweep runs.

Signatures

Mon, 01 Jan 0001 00:00:00 +0000

Single Sign-On (SSO)

Mon, 01 Jan 0001 00:00:00 +0000

Configure enterprise SSO authentication for CrewAI Platform — SaaS and Factory

Single Sign-On (SSO)

Mon, 01 Jan 0001 00:00:00 +0000

Single-hop Query Testset

Mon, 01 Jan 0001 00:00:00 +0000

Single-Node Performance

Mon, 01 Jan 0001 00:00:00 +0000

Single-node Chroma performance benchmarks and limitations.

SingleStore Search Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘SingleStoreSearchTool’ safely executes SELECT/SHOW queries on SingleStore with pooling.

Skills

Mon, 01 Jan 0001 00:00:00 +0000

Skills in the Agent SDK are the primary abstraction for packaging reusable capabilities that agents can invoke — think of them as higher-level building blocks above raw tool definitions. Focus on how skill registration exposes capabilities to the agent runtime and how the SDK handles skill discovery, parameter validation, and result formatting. A subtle but important detail is how skill descriptions influence the model’s decision to invoke them; poorly written descriptions lead to unreliable skill selection. Read this reference alongside the agent-skills quickstart and best practices guides for the full picture from concept to production-ready implementation.

Skills

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to extend your deep agent’s capabilities with skills

Skills

Mon, 01 Jan 0001 00:00:00 +0000

Skills

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to extend your deep agent’s capabilities with skills

Skills

Mon, 01 Jan 0001 00:00:00 +0000

Skills

Mon, 01 Jan 0001 00:00:00 +0000

Upload, manage, and attach reusable skills to hosted environments.

Skills for ADK agents

Mon, 01 Jan 0001 00:00:00 +0000

Skills Guide

Mon, 01 Jan 0001 00:00:00 +0000

Skills are a powerful abstraction for packaging reusable capabilities that Claude can invoke within IDE integrations and agent workflows. This guide walks through defining, registering, and composing skills so your agent can dispatch specialized behaviors without bloating the system prompt. Pay close attention to how skill discovery works at runtime, since misconfigurations here silently degrade agent performance rather than producing obvious errors. Read this alongside the Agent Skills overview doc to understand the full lifecycle from definition to invocation.

Slack Integration

Mon, 01 Jan 0001 00:00:00 +0000

Team communication and collaboration with Slack integration for CrewAI.

Slack Trigger

Mon, 01 Jan 0001 00:00:00 +0000

Trigger CrewAI crews directly from Slack using slash commands

Slash Commands

Mon, 01 Jan 0001 00:00:00 +0000

Slurm Configuration

Mon, 01 Jan 0001 00:00:00 +0000

Customize Slurm cluster settings to match your workload requirements

Slurm Management System

Mon, 01 Jan 0001 00:00:00 +0000

Smolagents

Mon, 01 Jan 0001 00:00:00 +0000

Track and analyze Smolagents agentic applications with Weave’s automatic tracing, capturing tool calls, model inferences, and multi-step workflows across OpenAI, Hugging Face, and Anthropic LLM providers.

Smooth line plots

Mon, 01 Jan 0001 00:00:00 +0000

In line plots, use smoothing to see trends in noisy data.

Snowflake

Mon, 01 Jan 0001 00:00:00 +0000

Snowflake Cortex

Mon, 01 Jan 0001 00:00:00 +0000

Access Mistral AI models on Snowflake Cortex as serverless, fully managed endpoints for SQL & Python

Snowflake Search Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘SnowflakeSearchTool’ enables CrewAI agents to execute SQL queries and perform semantic search on Snowflake data warehouses.

Span-Based

Mon, 01 Jan 0001 00:00:00 +0000

Sparse Vector Search Setup

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to configure and use sparse vectors for keyword-based search, and combine them with dense embeddings for powerful hybrid search capabilities.

Speech to text

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to turn audio into text with the OpenAI API.

Speech-to-Text

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to transcribe and translate audio into text!

Speed Comparison

Mon, 01 Jan 0001 00:00:00 +0000

Speed up responses with fast mode

Mon, 01 Jan 0001 00:00:00 +0000

Get faster Opus 4.6 responses in Claude Code by toggling fast mode.

Speeding Up Training

Mon, 01 Jan 0001 00:00:00 +0000

Sprocket SDK

Mon, 01 Jan 0001 00:00:00 +0000

A Python SDK for building inference workers that support both synchronous and asynchronous requests via Together’s platform.

SSD

Mon, 01 Jan 0001 00:00:00 +0000

SSE Transport

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to connect CrewAI to remote MCP servers using Server-Sent Events (SSE) for real-time communication.

Stagehand Tool

Mon, 01 Jan 0001 00:00:00 +0000

Web automation tool that integrates Stagehand with CrewAI for browser interaction and automation

Standard deployment

Mon, 01 Jan 0001 00:00:00 +0000

Standard trial

Mon, 01 Jan 0001 00:00:00 +0000

Get $300 credits for 21 days with the Standard plan trial.

Start a sweep agent

Mon, 01 Jan 0001 00:00:00 +0000

Start or stop a W&B Sweep Agent on one or more machines.

State

Mon, 01 Jan 0001 00:00:00 +0000

Stateless runs

Mon, 01 Jan 0001 00:00:00 +0000

Stdio Transport

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to connect CrewAI to local MCP servers using the Stdio (Standard Input/Output) transport mechanism.

Steps

Mon, 01 Jan 0001 00:00:00 +0000

Stop Reasons

Mon, 01 Jan 0001 00:00:00 +0000

Stop runs

Mon, 01 Jan 0001 00:00:00 +0000

Stop runs programmatically using the W&B Python SDK or manually from the W&B App.

Store and track versions of prompts

Mon, 01 Jan 0001 00:00:00 +0000

Retrieve and manage versions of your prompts for LLM applications

Store and track versions of prompts

Mon, 01 Jan 0001 00:00:00 +0000

Store, organize, and track versions of your prompts for LLM applications

Store or update an item.

Mon, 01 Jan 0001 00:00:00 +0000

Strategic LLM Selection Guide

Mon, 01 Jan 0001 00:00:00 +0000

Strategic framework for choosing the right LLM for your CrewAI AI agents and writing effective task and agent definitions

Stream Compaction

Mon, 01 Jan 0001 00:00:00 +0000

compactEvents utility for reducing verbose streaming sequences

Streamable HTTP Transport

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to connect CrewAI to remote MCP servers using the flexible Streamable HTTP transport.

Streaming

Mon, 01 Jan 0001 00:00:00 +0000

Streaming

Mon, 01 Jan 0001 00:00:00 +0000

Streaming in LangGraph operates at multiple levels – token-level streaming from the LLM, node-level events as the graph executes, and custom event emission – and understanding which level to use for your application is critical for responsive UX. The most common pitfall is subscribing to token streams when you actually need node-level events, which floods the client with data it cannot usefully render. Pay attention to how streaming interacts with tool calls and conditional edges, since intermediate nodes may emit partial results that should not be shown to users. Read the workflows-and-agents guide first to understand graph execution flow before layering streaming on top.

Streaming

Mon, 01 Jan 0001 00:00:00 +0000

Stream intermediate tool usage and LLM responses for responsive UIs.

Streaming API

Mon, 01 Jan 0001 00:00:00 +0000

Streaming API responses

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to stream model responses from the OpenAI API using server-sent events.

Streaming for tool use (function calling)

Mon, 01 Jan 0001 00:00:00 +0000

Guide on implementing streaming for tool use in Cohere’s platform and details on the events stream (API v2).

Streaming Output

Mon, 01 Jan 0001 00:00:00 +0000

This guide dives into the practical implementation details of consuming streamed agent output, which is distinct from the higher-level decision of whether to use streaming at all (covered in the streaming vs. single mode guide). Focus on the event types emitted during a stream, particularly the distinction between text delta events and tool-use events, since your UI rendering logic needs to handle both gracefully. Watch out for the connection drop scenario – if a stream disconnects mid-response, you need a strategy for resuming or restarting the agent turn. Understanding the event structure here is also essential if you plan to build custom frontends or integrate with frameworks like AG-UI.

Streaming Tools

Mon, 01 Jan 0001 00:00:00 +0000

Streaming Vs Single Mode

Mon, 01 Jan 0001 00:00:00 +0000

This guide addresses a fundamental architectural decision you will face early in any agent project. Single-turn mode is simpler to implement and debug because you get a complete response at once, making error handling straightforward and retry logic clean. Streaming mode provides real-time token-by-token output that is essential for user-facing applications where perceived latency matters, but it introduces complexity around partial results and connection management. Start with single-turn mode during development and prototyping, then migrate to streaming when you need production-quality user experience.

Streamlit

Mon, 01 Jan 0001 00:00:00 +0000

StreamNative

Mon, 01 Jan 0001 00:00:00 +0000

Strict Tool Use

Mon, 01 Jan 0001 00:00:00 +0000

Stripe Integration

Mon, 01 Jan 0001 00:00:00 +0000

Payment processing and subscription management with Stripe integration for CrewAI.

Structured output

Mon, 01 Jan 0001 00:00:00 +0000

Render structured agent responses with custom UI components instead of plain text

Structured output

Mon, 01 Jan 0001 00:00:00 +0000

Structured output

Mon, 01 Jan 0001 00:00:00 +0000

Render structured agent responses with custom UI components instead of plain text

Structured output

Mon, 01 Jan 0001 00:00:00 +0000

Structured Outputs

Mon, 01 Jan 0001 00:00:00 +0000

Structured outputs let you constrain agent responses to conform to a specific schema, which is essential for building reliable pipelines where downstream code depends on predictable JSON shapes. Focus on how schema definitions interact with the agent loop — the SDK validates output at the framework level rather than relying on prompt engineering alone. A key gotcha is that overly complex schemas can increase latency and reduce output quality, so start with flat structures and add nesting only when needed. Compare this approach with OpenAI’s structured outputs to understand the tradeoffs in schema expressiveness and enforcement guarantees.

Structured Outputs

Mon, 01 Jan 0001 00:00:00 +0000

Enforce output formats using JSON schemas or custom grammars

Structured Outputs

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use JSON mode to get structured outputs from LLMs like DeepSeek V3 & Llama 3.3.

Studio troubleshooting

Mon, 01 Jan 0001 00:00:00 +0000

Subagents

Mon, 01 Jan 0001 00:00:00 +0000

Subagents enable multi-agent architectures where a parent agent delegates specialized tasks to child agents with their own instructions, tools, and models. Unlike the OpenAI Agents SDK handoffs pattern, which transfers control entirely to another agent, the Anthropic subagent model uses delegation semantics where the parent retains control and receives the subagent’s result. Focus on how context is passed between parent and child agents, since over-sharing context inflates token costs while under-sharing causes the subagent to lack necessary information. This is a key building block for complex workflows – read this after understanding single-agent patterns and before designing multi-agent systems.

Subagents

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use subagents to delegate work and keep context clean

Subagents

Mon, 01 Jan 0001 00:00:00 +0000

Subagents

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use subagents to delegate work and keep context clean

Subagents

Mon, 01 Jan 0001 00:00:00 +0000

Subgraphs

Mon, 01 Jan 0001 00:00:00 +0000

Subgraphs

Mon, 01 Jan 0001 00:00:00 +0000

Summarizing Text with the Chat Endpoint

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to perform text summarization using Cohere’s Chat endpoint with features like length control and RAG.

Supervised Fine Tuning - Text

Mon, 01 Jan 0001 00:00:00 +0000

Supervised Fine Tuning - Vision

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to fine-tune vision-language models on Fireworks AI with image and text datasets

Supervised fine-tuning

Mon, 01 Jan 0001 00:00:00 +0000

Fine-tune OpenAI models with input/output pairs — covering data preparation, training configuration, validation, and deployment of customized models.

Support

Mon, 01 Jan 0001 00:00:00 +0000

Support

Mon, 01 Jan 0001 00:00:00 +0000

Support: Inference

Mon, 01 Jan 0001 00:00:00 +0000

Support: Models

Mon, 01 Jan 0001 00:00:00 +0000

Support: Weave

Mon, 01 Jan 0001 00:00:00 +0000

Supported countries and territories

Mon, 01 Jan 0001 00:00:00 +0000

Countries and territories that currently support access to our API services.

Supported Dedicated Cloud regions

Mon, 01 Jan 0001 00:00:00 +0000

View all supported AWS, Google Cloud, and Azure regions available for W&B Dedicated Cloud instances.

Supported Dedicated Cloud regions

Mon, 01 Jan 0001 00:00:00 +0000

Supported Models

Mon, 01 Jan 0001 00:00:00 +0000

Supported models for Evaluations

Supported Models

Mon, 01 Jan 0001 00:00:00 +0000

A list of all the models available for fine-tuning.

Supported Regions

Mon, 01 Jan 0001 00:00:00 +0000

Swarm

Mon, 01 Jan 0001 00:00:00 +0000

Sweep configuration options

Mon, 01 Jan 0001 00:00:00 +0000

Sweeps troubleshooting

Mon, 01 Jan 0001 00:00:00 +0000

Troubleshoot common W&B Sweep issues.

Sweeps UI

Mon, 01 Jan 0001 00:00:00 +0000

Describes the different components of the Sweeps UI.

sync.openapi

Mon, 01 Jan 0001 00:00:00 +0000

Synthesizer Generate From Contexts

Mon, 01 Jan 0001 00:00:00 +0000

Synthesizer Generate From Docs

Mon, 01 Jan 0001 00:00:00 +0000

Synthesizer Generate From Goldens

Mon, 01 Jan 0001 00:00:00 +0000

Synthesizer Generate From Scratch

Mon, 01 Jan 0001 00:00:00 +0000

System Metrics

Mon, 01 Jan 0001 00:00:00 +0000

Get system metrics in Prometheus or JSON format for monitoring and observability.

Systematic Prompt Optimization

Mon, 01 Jan 0001 00:00:00 +0000

Target an index

Mon, 01 Jan 0001 00:00:00 +0000

Target an index by host or name for data operations such as upsert and query.

Tavily Extractor Tool

Mon, 01 Jan 0001 00:00:00 +0000

Extract structured content from web pages using the Tavily API

Tavily Search Tool

Mon, 01 Jan 0001 00:00:00 +0000

Perform comprehensive web searches using the Tavily Search API

tcloud

Mon, 01 Jan 0001 00:00:00 +0000

Team Management

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to invite and manage team members in your CrewAI AMP organization

Team settings

Mon, 01 Jan 0001 00:00:00 +0000

Collaborate with your colleagues, share results, and track all the experiments across your team. Manage team settings including members, alerts, and privacy.

Telemetry

Mon, 01 Jan 0001 00:00:00 +0000

Understanding the telemetry data collected by CrewAI and how it contributes to the enhancement of the library.

Templates

Mon, 01 Jan 0001 00:00:00 +0000

Start faster with curated Agent Builder templates and customize tools, prompts, and triggers.

Templates

Mon, 01 Jan 0001 00:00:00 +0000

Start faster with curated Fleet templates and customize tools, prompts, and channels.

Temporal

Mon, 01 Jan 0001 00:00:00 +0000

TensorFlow

Mon, 01 Jan 0001 00:00:00 +0000

TensorRT

Mon, 01 Jan 0001 00:00:00 +0000

Guide to building and deploying TensorRT-LLM engines with Triton inference server

Terraform

Mon, 01 Jan 0001 00:00:00 +0000

Test

Mon, 01 Jan 0001 00:00:00 +0000

Strategies for testing LangChain agents, including unit tests, integration tests, and trajectory evaluations.

Test

Mon, 01 Jan 0001 00:00:00 +0000

Test

Mon, 01 Jan 0001 00:00:00 +0000

Strategies for testing LangChain agents, including unit tests, integration tests, and trajectory evaluations.

Test

Mon, 01 Jan 0001 00:00:00 +0000

Test a ReAct agent with Pytest/Vitest and LangSmith

Mon, 01 Jan 0001 00:00:00 +0000

Test Agent Card

Mon, 01 Jan 0001 00:00:00 +0000

Online tool to validate if a domain supports the A2A protocol and visualize agent card information. Enter any URL to check for A2A protocol support and parse the agent.json file.

Test deployed agents

Mon, 01 Jan 0001 00:00:00 +0000

Test multi-turn conversations

Mon, 01 Jan 0001 00:00:00 +0000

Testing

Mon, 01 Jan 0001 00:00:00 +0000

Testset Generation for RAG

Mon, 01 Jan 0001 00:00:00 +0000

Text and Chat Completions

Mon, 01 Jan 0001 00:00:00 +0000

Mistral models enable chat and text completions with customizable prompts, roles, and streaming options

Text Classification Using Embeddings

Mon, 01 Jan 0001 00:00:00 +0000

This page discusses the creation of a text classification model using word vector embeddings.

Text Editor Tool

Mon, 01 Jan 0001 00:00:00 +0000

The text editor tool gives Claude the ability to view, create, and edit files through structured operations like insert, replace, and undo, making it central to coding agent implementations. Unlike having Claude output code in a message for you to copy, this tool enables autonomous multi-step file modifications within an agentic loop. Focus on understanding the exact replacement semantics, since the tool requires unique string matches for edits and will fail if the target string appears multiple times. This tool works best when combined with the bash tool for running tests after edits, forming the core edit-verify cycle that coding agents depend on.

Text Embeddings

Mon, 01 Jan 0001 00:00:00 +0000

Generate and use text embeddings with Mistral AI’s API for NLP tasks like similarity, classification, and retrieval

Text generation - Cohere on Azure AI Foundry

Mon, 01 Jan 0001 00:00:00 +0000

A guide for performing text generation with Cohere’s Command models on Azure AI Foundry (API v2).

Text Generation Inference

Mon, 01 Jan 0001 00:00:00 +0000

TGI is a toolkit for deploying and serving LLMs with high-performance text generation features like quantization and OpenAI-like API support

Text Models

Mon, 01 Jan 0001 00:00:00 +0000

Query, track and manage inference for text models

Text to speech

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to turn text into lifelike spoken audio with the OpenAI API.

Text-to-Speech

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use the text-to-speech functionality supported by Together AI.

Text2Vec

Mon, 01 Jan 0001 00:00:00 +0000

The MCP Registry

Mon, 01 Jan 0001 00:00:00 +0000

This is the starting point for understanding the MCP registry, the centralized discovery layer that lets host applications find and install MCP servers by name. The registry is what turns MCP from a protocol into an ecosystem, so grasping its design goals and trust model is important before publishing or consuming servers. Read this overview first, then move to authentication and package types for the operational details. If you are evaluating whether to publish your MCP server publicly or keep it private, this page covers the discoverability and governance tradeoffs.

The MCP Registry Moderation Policy

Mon, 01 Jan 0001 00:00:00 +0000

Theming and customization in ChatKit

Mon, 01 Jan 0001 00:00:00 +0000

Configure colors, typography, density, and component variants in your ChatKit implementation.

Thinking

Mon, 01 Jan 0001 00:00:00 +0000

Thinking Mode

Mon, 01 Jan 0001 00:00:00 +0000

Third-Party Tools

Mon, 01 Jan 0001 00:00:00 +0000

Ticket Routing

Mon, 01 Jan 0001 00:00:00 +0000

Using Claude to automatically classify and route support tickets to the right team based on content analysis.

Time travel using the server API

Mon, 01 Jan 0001 00:00:00 +0000

Todo list

Mon, 01 Jan 0001 00:00:00 +0000

Track agent progress with a real-time todo list synced from agent state

Todo list

Mon, 01 Jan 0001 00:00:00 +0000

Track agent progress with a real-time todo list synced from agent state

Todo Tracking

Mon, 01 Jan 0001 00:00:00 +0000

Together

Mon, 01 Jan 0001 00:00:00 +0000

Together AI

Mon, 01 Jan 0001 00:00:00 +0000

Together AI

Mon, 01 Jan 0001 00:00:00 +0000

Track and evaluate Together AI’s open source LLMs using Weave’s OpenAI SDK compatibility for seamless integration with model calls, fine-tuning workflows, and hosted models.

Together AI MCP Server

Mon, 01 Jan 0001 00:00:00 +0000

Install our MCP server in Cursor, Claude Code, or OpenCode in 1 click.

Together AI Skills

Mon, 01 Jan 0001 00:00:00 +0000

Give your AI coding agent deep knowledge of the Together AI platform with ready-made skills for inference, training, images, video, audio, and infrastructure.

Together Code Interpreter

Mon, 01 Jan 0001 00:00:00 +0000

Execute LLM-generated code seamlessly with a simple API call.

Together Code Sandbox

Mon, 01 Jan 0001 00:00:00 +0000

Level-up generative code tooling with fast, secure code sandboxes at scale

Together Mixture Of Agents (MoA)

Mon, 01 Jan 0001 00:00:00 +0000

Together's IAM Model

Mon, 01 Jan 0001 00:00:00 +0000

Token Counting

Mon, 01 Jan 0001 00:00:00 +0000

The token-counting endpoint matters for cost control because it lets you measure exactly how many input tokens a request will consume before you send it, which is essential for budgeting and for staying under context limits. Pay attention to the fact that counts include the system prompt, tools, and images, not just the visible message text — an easy-to-miss source of surprise spend. Use it to validate prompt-caching savings and to size batches safely. Unlike OpenAI’s client-side tiktoken approach, Anthropic exposes counting as an API call that reflects the exact tokenizer the model uses.

Token Usage

Mon, 01 Jan 0001 00:00:00 +0000

Tonic Validate

Mon, 01 Jan 0001 00:00:00 +0000

Tool Call Hooks

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use tool call hooks to intercept, modify, and control tool execution in CrewAI

Tool calling

Mon, 01 Jan 0001 00:00:00 +0000

Display agent tool calls with rich, type-safe UI cards

Tool calling

Mon, 01 Jan 0001 00:00:00 +0000

Display agent tool calls with rich, type-safe UI cards

Tool Calling

Mon, 01 Jan 0001 00:00:00 +0000

Connect models to external tools and APIs

Tool Calls

Mon, 01 Jan 0001 00:00:00 +0000

Tool Combinations

Mon, 01 Jan 0001 00:00:00 +0000

Tool integrations

Mon, 01 Jan 0001 00:00:00 +0000

Give your agents access to a wide range of tools and services.

Tool integrations

Mon, 01 Jan 0001 00:00:00 +0000

Give your agents access to a wide range of tools and services.

Tool limitations

Mon, 01 Jan 0001 00:00:00 +0000

Tool performance

Mon, 01 Jan 0001 00:00:00 +0000

Tool Repository

Mon, 01 Jan 0001 00:00:00 +0000

Using the Tool Repository to manage your tools

Tool Runner

Mon, 01 Jan 0001 00:00:00 +0000

Tool search

Mon, 01 Jan 0001 00:00:00 +0000

Use tool search to defer large tool surfaces, group related tools with namespaces, and load only the relevant functions at runtime.

Tool Search

Mon, 01 Jan 0001 00:00:00 +0000

Tool Search Tool

Mon, 01 Jan 0001 00:00:00 +0000

The tool search tool enables deferred tool loading, allowing agents with large tool catalogs to discover and activate tools on demand rather than loading everything into context upfront. This is critical for agents that integrate many MCP servers or have hundreds of available tools, since stuffing all tool definitions into the system prompt degrades model performance and wastes tokens. Pay attention to the query semantics: keyword search returns ranked matches while direct selection loads a specific tool by name. Architect your agent so that commonly used tools are always loaded and niche tools are deferred behind search to keep context windows lean.

Tool use & agents - Cohere on Azure AI Foundry

Mon, 01 Jan 0001 00:00:00 +0000

A guide for using tool use and building agents with Cohere’s Command models on Azure AI Foundry (API v2).

Tool Use With Prompt Caching

Mon, 01 Jan 0001 00:00:00 +0000

Tools

Mon, 01 Jan 0001 00:00:00 +0000

Tools

Mon, 01 Jan 0001 00:00:00 +0000

Tools

Mon, 01 Jan 0001 00:00:00 +0000

Tools

Mon, 01 Jan 0001 00:00:00 +0000

Tools & Integrations

Mon, 01 Jan 0001 00:00:00 +0000

Connect external apps and manage internal tools your agents can use.

Toolsets

Mon, 01 Jan 0001 00:00:00 +0000

Topic Modeling System for AI Papers

Mon, 01 Jan 0001 00:00:00 +0000

This page discusses how to create a topic-modeling system for papers focused on AI papers.

Torch shared tensors

Mon, 01 Jan 0001 00:00:00 +0000

torch.compile

Mon, 01 Jan 0001 00:00:00 +0000

TPO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

Trace Amazon Bedrock applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace Anthropic applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace AutoGen applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace Claude Agent SDK applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace Claude Code applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace CrewAI applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace Deep Agents applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace DeepSeek applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace generator functions

Mon, 01 Jan 0001 00:00:00 +0000

Trace generator functions

Mon, 01 Jan 0001 00:00:00 +0000

Track sync and async generator functions with W&B Weave tracing

Trace Google ADK applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace Google Gemini applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace grading

Mon, 01 Jan 0001 00:00:00 +0000

Use trace grading to create datasets, configure graders, and track evaluation runs for your models.

Trace Instructor applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace JS functions in serverless environments

Mon, 01 Jan 0001 00:00:00 +0000

Trace LangChain applications (Python and JS/TS)

Mon, 01 Jan 0001 00:00:00 +0000

Trace LangGraph applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace LiveKit applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace Mastra applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace Microsoft Agent Framework applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace Mistral applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace n8n workflows

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to trace n8n AI workflows in LangSmith.

Trace OpenAI Agents SDK applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace OpenAI applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace Pipecat applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace PydanticAI applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace query syntax

Mon, 01 Jan 0001 00:00:00 +0000

Trace Semantic Kernel applications

Mon, 01 Jan 0001 00:00:00 +0000

Trace Vercel AI SDK applications (JS/TS only)

Mon, 01 Jan 0001 00:00:00 +0000

Trace with API

Mon, 01 Jan 0001 00:00:00 +0000

Trace with OpenTelemetry

Mon, 01 Jan 0001 00:00:00 +0000

Trace with Temporal

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to trace Temporal workflows and activities in LangSmith using OpenTelemetry.

Trace without setting environment variables

Mon, 01 Jan 0001 00:00:00 +0000

Trace your code

Mon, 01 Jan 0001 00:00:00 +0000

Instrument your running code so its execution appears as detailed traces in W&B Weave.

Traceloop

Mon, 01 Jan 0001 00:00:00 +0000

Traces

Mon, 01 Jan 0001 00:00:00 +0000

Using Traces to monitor your Crews

Tracing

Mon, 01 Jan 0001 00:00:00 +0000

Capture spans for every agent step, emit data to OpenAI traces, and integrate third-party processors.

Tracing and logging evaluations with Observability tools

Mon, 01 Jan 0001 00:00:00 +0000

Tracing Basics

Mon, 01 Jan 0001 00:00:00 +0000

Track and monitor your AI application’s execution with Weave tracing

Track and version objects

Mon, 01 Jan 0001 00:00:00 +0000

Track and version any JSON-serializable object in Weave

Track application versions with models

Mon, 01 Jan 0001 00:00:00 +0000

Track versions of your application with structured models that combine data and code.

Track costs

Mon, 01 Jan 0001 00:00:00 +0000

Track and manage costs for LLM operations in Weave

Track CSV files with experiments

Mon, 01 Jan 0001 00:00:00 +0000

Importing and logging data into W&B

Track external files

Mon, 01 Jan 0001 00:00:00 +0000

Track files saved in an external bucket, HTTP file server, or an NFS share.

Track Jupyter notebooks

Mon, 01 Jan 0001 00:00:00 +0000

Use W&B with Jupyter to get interactive visualizations without leaving your notebook.

Track team usage with analytics

Mon, 01 Jan 0001 00:00:00 +0000

View Claude Code usage metrics, track adoption, and measure engineering velocity in the analytics dashboard.

Track threads

Mon, 01 Jan 0001 00:00:00 +0000

Track and analyze multi-turn conversations in your LLM applications using threads.

Track user activity with audit logs

Mon, 01 Jan 0001 00:00:00 +0000

Trackio Integration

Mon, 01 Jan 0001 00:00:00 +0000

Training and Sampling

Mon, 01 Jan 0001 00:00:00 +0000

End-to-end SDK walkthrough: bootstrap resources, train, checkpoint, and sample through a serving deployment.

Training customization

Mon, 01 Jan 0001 00:00:00 +0000

Training Guide: UI

Mon, 01 Jan 0001 00:00:00 +0000

Launch RFT jobs using the Fireworks dashboard

Training Prerequisites & Validation

Mon, 01 Jan 0001 00:00:00 +0000

Requirements, validation checks, and common issues when launching RFT jobs

Training Shapes

Mon, 01 Jan 0001 00:00:00 +0000

Pre-configured GPU and model training profiles that simplify distributed training setup.

Training with Jobs

Mon, 01 Jan 0001 00:00:00 +0000

Triggers

Mon, 01 Jan 0001 00:00:00 +0000

Configure triggers to start your Agent Builder agents automatically.

Triggers and Events Charter

Mon, 01 Jan 0001 00:00:00 +0000

Charter for the MCP Triggers and Events Working Group.

TRL - Transformers Reinforcement Learning

Mon, 01 Jan 0001 00:00:00 +0000

This overview maps the whole TRL post-training stack — SFT, reward modeling, DPO, PPO, GRPO, and more — so it matters as the decision page for which trainer fits your alignment goal. Focus on the taxonomy of online versus offline methods, since that split drives compute cost and data requirements more than any single hyperparameter. TRL integrates tightly with Transformers and PEFT, so you can train adapters rather than full models. Start here, then go to the SFT trainer, the most common starting point for instruction tuning.

Troubleshoot trace nesting

Mon, 01 Jan 0001 00:00:00 +0000

Troubleshoot variable caching

Mon, 01 Jan 0001 00:00:00 +0000

Troubleshoot Weave issues

Mon, 01 Jan 0001 00:00:00 +0000

Solutions and guidance for common issues you may encounter with Weave

Troubleshooting

Mon, 01 Jan 0001 00:00:00 +0000

Discover solutions to common issues with Claude Code installation and usage.

Troubleshooting

Mon, 01 Jan 0001 00:00:00 +0000

Troubleshooting

Mon, 01 Jan 0001 00:00:00 +0000

Troubleshooting

Mon, 01 Jan 0001 00:00:00 +0000

Troubleshooting

Mon, 01 Jan 0001 00:00:00 +0000

Troubleshooting for self-hosted deployments

Mon, 01 Jan 0001 00:00:00 +0000

Troubleshooting Tool Use

Mon, 01 Jan 0001 00:00:00 +0000

TrueFoundry

Mon, 01 Jan 0001 00:00:00 +0000

TrueFoundry Integration

Mon, 01 Jan 0001 00:00:00 +0000

TruLens

Mon, 01 Jan 0001 00:00:00 +0000

Using TruLens and Pinecone to evaluate grounded LLM applications

Twelve Labs

Mon, 01 Jan 0001 00:00:00 +0000

TXT RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘TXTSearchTool’ is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a text file.

Types

Mon, 01 Jan 0001 00:00:00 +0000

Documentation for the core types used in the Agent User Interaction Protocol SDK

Types

Mon, 01 Jan 0001 00:00:00 +0000

Documentation for the core types used in the Agent User Interaction Protocol Python SDK

Types of callbacks

Mon, 01 Jan 0001 00:00:00 +0000

Typescript

Mon, 01 Jan 0001 00:00:00 +0000

The TypeScript SDK mirrors the Python SDK’s architecture but leverages TypeScript’s type system to provide compile-time safety for agent configurations, tool definitions, and event handlers. If you are choosing between the two language SDKs, note that the Python SDK generally receives feature updates first, but the TypeScript SDK offers stronger typing guarantees that catch configuration errors before runtime. Pay attention to how generics are used for tool input/output types, as properly typing your tools will give you autocompletion and validation throughout your agent code. Read the quickstart guide first for the conceptual model, then use this reference for TypeScript-specific patterns and idioms.

TypeScript Guide

Mon, 01 Jan 0001 00:00:00 +0000

TypeScript implementation guide

TypeScript Library

Mon, 01 Jan 0001 00:00:00 +0000

TypeScript SDK: Third-Party Integration Guide

Mon, 01 Jan 0001 00:00:00 +0000

Integrate third-party libraries with the Weave TypeScript SDK

Typescript V2 Preview

Mon, 01 Jan 0001 00:00:00 +0000

UI Guide

Mon, 01 Jan 0001 00:00:00 +0000

Access W&B Inference models through the web interface

UI Kit Demo

Mon, 01 Jan 0001 00:00:00 +0000

Component demos for the platform docs UI kit.

Unable to pip install

Mon, 01 Jan 0001 00:00:00 +0000

Under 18 API Guidance

Mon, 01 Jan 0001 00:00:00 +0000

This guide outlines OpenAI’s requirements and recommendations for API applications that may serve users under 18, covering content filtering, age-gating, and compliance considerations. If you are building an education, tutoring, or family-oriented product on the OpenAI API, this is mandatory reading – non-compliance can result in API access revocation. Focus on the specific content categories that require additional filtering for minors, as these go beyond the default safety settings. The guidance here also has implications for your application’s terms of service and privacy policy, so loop in your legal and product teams early.

Understand Cost and Usage of Operations

Mon, 01 Jan 0001 00:00:00 +0000

Understanding A2A

Mon, 01 Jan 0001 00:00:00 +0000

In-depth protocol explanation

Understanding collections

Mon, 01 Jan 0001 00:00:00 +0000

Create static backups of pod-based indexes with collections

Understanding cost

Mon, 01 Jan 0001 00:00:00 +0000

Understand how costs are incurred in Pinecone.

Understanding LoRA performance

Mon, 01 Jan 0001 00:00:00 +0000

Understand the performance impact of LoRA fine-tuning, optimization strategies, and deployment considerations.

Understanding organizations

Mon, 01 Jan 0001 00:00:00 +0000

Understand organization structure, projects, and billing.

Unit testing

Mon, 01 Jan 0001 00:00:00 +0000

Test agent logic without API calls using fake chat models and in-memory persistence.

Unit testing

Mon, 01 Jan 0001 00:00:00 +0000

Test agent logic without API calls using fake chat models and in-memory persistence.

Unlocking the Power of Multimodal Embeddings

Mon, 01 Jan 0001 00:00:00 +0000

Multimodal embeddings convert text and images into embeddings for search and classification (API v2).

Unsloth Integration

Mon, 01 Jan 0001 00:00:00 +0000

Unstructured

Mon, 01 Jan 0001 00:00:00 +0000

Update

Mon, 01 Jan 0001 00:00:00 +0000

Check for CLI updates.

Update an artifact

Mon, 01 Jan 0001 00:00:00 +0000

Update an existing Artifact inside and outside of a W&B Run.

Update and delete Calls

Mon, 01 Jan 0001 00:00:00 +0000

Modify display names, add feedback, and delete Calls in W&B Weave

Update Crew

Mon, 01 Jan 0001 00:00:00 +0000

Updating a Crew on CrewAI AMP

Update Cron

Mon, 01 Jan 0001 00:00:00 +0000

Update a cron job by ID.

Update Data

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to update and upsert data in Chroma collections.

Update records

Mon, 01 Jan 0001 00:00:00 +0000

Update vectors and metadata for existing records

Update Thread State

Mon, 01 Jan 0001 00:00:00 +0000

Add state to a thread.

Update W&B license and version

Mon, 01 Jan 0001 00:00:00 +0000

Guide for updating W&B version and license across different installation methods.

Updates

Mon, 01 Jan 0001 00:00:00 +0000

Upgrade an installation

Mon, 01 Jan 0001 00:00:00 +0000

Upgrade your plan

Mon, 01 Jan 0001 00:00:00 +0000

Upgrade to a paid plan to access advanced features and limits.

Upgrade your plan

Mon, 01 Jan 0001 00:00:00 +0000

Upgrade to a paid plan to access advanced features and limits.

Upgrading to GPT-5.4

Mon, 01 Jan 0001 00:00:00 +0000

Guidance for upgrading OpenAI API model strings and directly related prompts to GPT-5.4.

Upgrading to GPT-5.5

Mon, 01 Jan 0001 00:00:00 +0000

Guidance for upgrading OpenAI API model strings and directly related prompts to GPT-5.5.

Upload a LoRA Adapter

Mon, 01 Jan 0001 00:00:00 +0000

Bring Your Own Adapter: Upload your own LoRA adapter and run inference on Together AI

Upload a Model

Mon, 01 Jan 0001 00:00:00 +0000

Run inference on your custom or fine-tuned models

Upload files

Mon, 01 Jan 0001 00:00:00 +0000

Upload local files to an assistant.

Upload files with traces

Mon, 01 Jan 0001 00:00:00 +0000

Upload via REST API

Mon, 01 Jan 0001 00:00:00 +0000

Programmatically upload custom models using the Fireworks REST API

Upsert records

Mon, 01 Jan 0001 00:00:00 +0000

Add or update records in Pinecone indexes and manage data with namespaces.

Usage and pricing

Mon, 01 Jan 0001 00:00:00 +0000

Understand token accounting, usage metrics, and cost estimation.

Usage Cost Api

Mon, 01 Jan 0001 00:00:00 +0000

Usage information and limits

Mon, 01 Jan 0001 00:00:00 +0000

Understand pricing, usage limits, and account restrictions for W&B Serverless RL

Usage Information and Limits

Mon, 01 Jan 0001 00:00:00 +0000

Understand pricing, usage limits, and account restrictions for W&B Inference

Usage Limits & Analytics

Mon, 01 Jan 0001 00:00:00 +0000

Understanding account tiers, rate limits, model access, and cost analytics on Together AI.

Usage patterns for tool use (function calling)

Mon, 01 Jan 0001 00:00:00 +0000

Guide on implementing various tool use patterns with the Cohere Chat endpoint such as parallel tool calling, multi-step tool use, and more (API v2).

Usage Policy

Mon, 01 Jan 0001 00:00:00 +0000

Developers must outline and get approval for their use case to access the Cohere API, understanding the models and limitations. They should refer to model cards for detailed information and document potential harms of their application. Certain use cases, such as violence, hate speech, fraud, and privacy violations, are strictly prohibited.

Usage Stats Collection

Mon, 01 Jan 0001 00:00:00 +0000

Use an Assistant MCP server

Mon, 01 Jan 0001 00:00:00 +0000

Connect AI agents to Pinecone Assistant via Model Context Protocol.

Use an existing secret for your installation (Kubernetes)

Mon, 01 Jan 0001 00:00:00 +0000

Use annotation queues

Mon, 01 Jan 0001 00:00:00 +0000

Use builtin scorers

Mon, 01 Jan 0001 00:00:00 +0000

Use Weave’s predefined scorers for evaluating your AI applications

Use Cases

Mon, 01 Jan 0001 00:00:00 +0000

Use Claude Code Desktop

Mon, 01 Jan 0001 00:00:00 +0000

Get more out of Claude Code Desktop: parallel sessions with Git isolation, visual diff review, app previews, PR monitoring, permission modes, connectors, and enterprise configuration.

Use Claude Code in VS Code

Mon, 01 Jan 0001 00:00:00 +0000

Install and configure the Claude Code extension for VS Code. Get AI coding assistance with inline diffs, @-mentions, plan review, and keyboard shortcuts.

Use Claude Code with Chrome (beta)

Mon, 01 Jan 0001 00:00:00 +0000

Connect Claude Code to your Chrome browser to test web apps, debug with console logs, automate form filling, and extract data from web pages.

Use cron jobs

Mon, 01 Jan 0001 00:00:00 +0000

Use environment variables for model providers

Mon, 01 Jan 0001 00:00:00 +0000

Use federated identities with SDK

Mon, 01 Jan 0001 00:00:00 +0000

Use Fireworks Agent with Claude Code, Cursor, Codex, and other coding agents

Mon, 01 Jan 0001 00:00:00 +0000

Install the Fireworks Agent skill file once and drive end-to-end fine-tuning from your coding agent.

Use HTTP headers for runtime configuration

Mon, 01 Jan 0001 00:00:00 +0000

Use model after training

Mon, 01 Jan 0001 00:00:00 +0000

Use Prometheus monitoring

Mon, 01 Jan 0001 00:00:00 +0000

Use server-side caching

Mon, 01 Jan 0001 00:00:00 +0000

Cache values server-side in your agent deployment using stale-while-revalidate and key-value cache APIs.

Use Serverless LoRA Inference

Mon, 01 Jan 0001 00:00:00 +0000

Bring your own custom LoRA for serving fine-tuned models on W&B Inference.

Use service accounts to automate workflows

Mon, 01 Jan 0001 00:00:00 +0000

Manage automated or non-interactive workflows using org and team scoped service accounts

Use the functional API

Mon, 01 Jan 0001 00:00:00 +0000

Use the functional API

Mon, 01 Jan 0001 00:00:00 +0000

Use the graph API

Mon, 01 Jan 0001 00:00:00 +0000

Use the graph API

Mon, 01 Jan 0001 00:00:00 +0000

Use the Pinecone MCP server

Mon, 01 Jan 0001 00:00:00 +0000

Use Pinecone MCP server for AI agent integration.

Use the Playground to experiment with prompts

Mon, 01 Jan 0001 00:00:00 +0000

Simplify the process of iterating on LLM prompts and responses

Use threads

Mon, 01 Jan 0001 00:00:00 +0000

Use time-travel

Mon, 01 Jan 0001 00:00:00 +0000

Use time-travel

Mon, 01 Jan 0001 00:00:00 +0000

Use tools in a prompt

Mon, 01 Jan 0001 00:00:00 +0000

Use trace plots

Mon, 01 Jan 0001 00:00:00 +0000

Visualize and debug trace-level metrics with interactive charts in Weave, exploring latency, cost, and token usage patterns through default and custom plots to optimize LLM application performance.

Use W&B Skills

Mon, 01 Jan 0001 00:00:00 +0000

Install W&B Skills to teach your coding agent how to train models, build agents, and analyze experiments using W&B’s AI development platform.

Use Weave with W&B training runs

Mon, 01 Jan 0001 00:00:00 +0000

Integrate Weave traces with W&B training runs to gain deep visibility into model behavior during training, capturing function execution details and diagnostics alongside traditional ML metrics in customizable workspace dashboards.

Use webhooks

Mon, 01 Jan 0001 00:00:00 +0000

Use your trained models

Mon, 01 Jan 0001 00:00:00 +0000

Make inference requests to the models you’ve trained

User Input

Mon, 01 Jan 0001 00:00:00 +0000

User management

Mon, 01 Jan 0001 00:00:00 +0000

User Simulation

Mon, 01 Jan 0001 00:00:00 +0000

Using Annotations in crew.py

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use annotations to properly structure agents, tasks, and components in CrewAI

Using Cohere models via the OpenAI SDK

Mon, 01 Jan 0001 00:00:00 +0000

The document serves as a guide for Cohere’s Compatibility API, which allows developers to seamlessly use Cohere’s models using OpenAI’s SDK.

Using Cohere's Models to Work with Image Inputs

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how a Cohere large language model works with image inputs. It covers passing images with the API, limitations, and best practices.

Using CrewAI Without LiteLLM

Mon, 01 Jan 0001 00:00:00 +0000

How to use CrewAI with native provider integrations and remove the LiteLLM dependency from your project.

Using Multimodal Agents

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to enable and use multimodal capabilities in your agents for processing images and other non-text content within the CrewAI framework.

Using Pre-chunked Data

Mon, 01 Jan 0001 00:00:00 +0000

Using predicted outputs

Mon, 01 Jan 0001 00:00:00 +0000

Use Predicted Outputs to boost output generation speeds for editing / rewriting use cases

Using realtime models

Mon, 01 Jan 0001 00:00:00 +0000

Prompting strategies and usage patterns for OpenAI’s realtime voice and multimodal models via WebSocket connections.

Using Secrets

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to create secrets that can be utilized within your reward function.

Using standard tests

Mon, 01 Jan 0001 00:00:00 +0000

Using standard tests

Mon, 01 Jan 0001 00:00:00 +0000

Using the Cohere Chat API for Text Generation

Mon, 01 Jan 0001 00:00:00 +0000

How to use the Chat API endpoint with Cohere LLMs to generate text responses in a conversational interface

Using tools

Mon, 01 Jan 0001 00:00:00 +0000

Extend model capabilities with tools — built-in (web search, file search, code interpreter) and custom (function calling, remote MCP servers).

v1 API

Mon, 01 Jan 0001 00:00:00 +0000

Vacuum

Mon, 01 Jan 0001 00:00:00 +0000

Shrink and optimize your Chroma database.

Vector embeddings

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to turn text into numbers, unlocking use cases like search, clustering, and more with OpenAI API embeddings.

Vercel

Mon, 01 Jan 0001 00:00:00 +0000

Vercel AI

Mon, 01 Jan 0001 00:00:00 +0000

Verdict

Mon, 01 Jan 0001 00:00:00 +0000

Use Verdict evaluation framework with Weave to trace and monitor your LLM evaluation pipelines

Verifiers

Mon, 01 Jan 0001 00:00:00 +0000

Track and debug Verifiers RL environments and LLM agent training with Weave, capturing multi-round conversations, evaluation rollouts, and model performance metrics for comprehensive observability of reinforcement learning workflows.

Version policy

Mon, 01 Jan 0001 00:00:00 +0000

Versioning

Mon, 01 Jan 0001 00:00:00 +0000

Versioning

Mon, 01 Jan 0001 00:00:00 +0000

Versioning

Mon, 01 Jan 0001 00:00:00 +0000

Versioning Published MCP Servers

Mon, 01 Jan 0001 00:00:00 +0000

Getting versioning right is essential for MCP server publishers because clients may pin to specific versions, and breaking changes without a major version bump will silently break downstream integrations. Pay close attention to how semantic versioning interacts with registry resolution rules and what happens when you publish a version that a client cannot upgrade to automatically. If you maintain servers consumed by multiple host applications, read this alongside the package types guide to understand how versioning constraints differ across package formats.

Vertex AI

Mon, 01 Jan 0001 00:00:00 +0000

Vertex AI

Mon, 01 Jan 0001 00:00:00 +0000

Deploy and query Mistral AI models on Google Cloud Vertex AI as serverless endpoints

Vertex AI hosted

Mon, 01 Jan 0001 00:00:00 +0000

Vertex AI Search Grounding

Mon, 01 Jan 0001 00:00:00 +0000

Vespa and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to integrate Cohere with the Vespa database.

Vibe Coding

Mon, 01 Jan 0001 00:00:00 +0000

Video & Audio Inputs

Mon, 01 Jan 0001 00:00:00 +0000

Query multimodal models to process video and audio content directly

Video generation with Sora

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to generate, refine, and manage videos using the OpenAI Sora Video API.

Video Generation with Wan 2.1

Mon, 01 Jan 0001 00:00:00 +0000

Deploy a multi-GPU video generation model on Together’s managed GPU infrastructure using Dedicated Containers.

View an automation's history

Mon, 01 Jan 0001 00:00:00 +0000

View and customize trace display

Mon, 01 Jan 0001 00:00:00 +0000

View calls in the UI and customize how trace data is displayed

View experiments results

Mon, 01 Jan 0001 00:00:00 +0000

A playground for exploring run data with interactive visualizations

View organization activity

Mon, 01 Jan 0001 00:00:00 +0000

View reasoning information

Mon, 01 Jan 0001 00:00:00 +0000

How to return and view reasoning in your W&B Inference responses

View server logs for a trace

Mon, 01 Jan 0001 00:00:00 +0000

View trace counts across your organization

Mon, 01 Jan 0001 00:00:00 +0000

Vision

Mon, 01 Jan 0001 00:00:00 +0000

Multimodal AI models analyze images and text for insights, supporting use cases like OCR, chart understanding, and receipt transcription

Vision fine-tuning

Mon, 01 Jan 0001 00:00:00 +0000

Fine-tune models for better image understanding.

Vision Inputs

Mon, 01 Jan 0001 00:00:00 +0000

Fine-tune vision-language models (VLMs) with the Training API using multimodal chat data containing images and text.

Vision Models

Mon, 01 Jan 0001 00:00:00 +0000

Query vision-language models to analyze images and visual content

Vision Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘VisionTool’ is designed to extract text from images.

Vision-Language Fine-tuning

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to fine-tune Vision-Language Models (VLMs) on image+text data using Together AI.

Visual Builder

Mon, 01 Jan 0001 00:00:00 +0000

Visualization

Mon, 01 Jan 0001 00:00:00 +0000

Embed tracing dashboards and visualize agent runs directly in notebooks and web apps.

Visualize and analyze tables

Mon, 01 Jan 0001 00:00:00 +0000

Visualize and analyze W&B Tables.

Visualize CoreWeave infrastructure alerts

Mon, 01 Jan 0001 00:00:00 +0000

Visualize sweep results

Mon, 01 Jan 0001 00:00:00 +0000

Visualize the results of your W&B Sweeps with the W&B App UI.

vLLM

Mon, 01 Jan 0001 00:00:00 +0000

vLLM

Mon, 01 Jan 0001 00:00:00 +0000

vLLM is an open-source LLM inference engine optimized for deploying Mistral models on-premise

vLLM Integration

Mon, 01 Jan 0001 00:00:00 +0000

Voice agents

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to build agents that can work with audio and speech.

Voice dictation

Mon, 01 Jan 0001 00:00:00 +0000

Use push-to-talk voice dictation to speak your prompts instead of typing them in the Claude Code CLI.

Voice pipeline

Mon, 01 Jan 0001 00:00:00 +0000

Customize audio ingestion, tool execution, and response rendering.

VoltAgent

Mon, 01 Jan 0001 00:00:00 +0000

VoltAgent

Mon, 01 Jan 0001 00:00:00 +0000

Voyage AI

Mon, 01 Jan 0001 00:00:00 +0000

Using Voyage AI and Pinecone to generate and index high-quality vector embeddings

VoyageAI

Mon, 01 Jan 0001 00:00:00 +0000

W&B Courses

Mon, 01 Jan 0001 00:00:00 +0000

W&B Inference

Mon, 01 Jan 0001 00:00:00 +0000

W&B Mobile App (iOS)

Mon, 01 Jan 0001 00:00:00 +0000

Track training runs, view line plots, and explore your W&B Models projects from your iPhone or iPad.

W&B Models

Mon, 01 Jan 0001 00:00:00 +0000

W&B Platform Security

Mon, 01 Jan 0001 00:00:00 +0000

W&B Pricing

Mon, 01 Jan 0001 00:00:00 +0000

W&B Training

Mon, 01 Jan 0001 00:00:00 +0000

W&B Weave

Mon, 01 Jan 0001 00:00:00 +0000

Wait for index creation to be complete

Mon, 01 Jan 0001 00:00:00 +0000

Warm Start from Fine-Tuned Models

Mon, 01 Jan 0001 00:00:00 +0000

Continue training from a previously fine-tuned model with RFT

Weave Integration

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use Weights & Biases (W&B) Weave to track, experiment with, evaluate, and improve your CrewAI applications.

Weaviate and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to integrate Cohere with the Weaviate database.

Weaviate Vector Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘WeaviateVectorSearchTool’ is designed to search a Weaviate vector database for semantically similar documents using hybrid search.

Web Chat UI

Mon, 01 Jan 0001 00:00:00 +0000

Web Fetch Tool

Mon, 01 Jan 0001 00:00:00 +0000

The web fetch tool is an Anthropic-provided built-in tool that lets Claude retrieve content from URLs during a conversation, converting HTML to markdown for processing. This is a key building block for agents that need to access live web data, documentation, or API responses without requiring you to build custom tool infrastructure. Note that authenticated URLs will fail since the tool operates without session cookies or tokens, so you need alternative approaches for private resources. Compare this with the web search tool, which discovers URLs, whereas web fetch retrieves content from known URLs you or the model already have.

Web Interface

Mon, 01 Jan 0001 00:00:00 +0000

Web search

Mon, 01 Jan 0001 00:00:00 +0000

Built-in web search tool that lets models search the internet for current information before generating responses — grounding outputs in real-time data.

Web Search Tool

Mon, 01 Jan 0001 00:00:00 +0000

The web search tool gives Claude the ability to query search engines and incorporate up-to-date information into its responses, directly addressing the knowledge cutoff limitation inherent to all LLMs. This is essential for agents that need to answer questions about current events, recent software releases, or rapidly changing documentation. Be mindful that search results are summaries, not full page content – pair this tool with the web fetch tool when you need to deeply read a specific result. Search queries constructed by the model can sometimes be overly broad, so providing domain filtering constraints improves relevance significantly.

Web Sync

Mon, 01 Jan 0001 00:00:00 +0000

Crawl and sync website content into Chroma Cloud.

Webhook Automation

Mon, 01 Jan 0001 00:00:00 +0000

Automate CrewAI AMP workflows using webhooks with platforms like ActivePieces, Zapier, and Make.com

Webhook Streaming

Mon, 01 Jan 0001 00:00:00 +0000

Using Webhook Streaming to stream events to your webhook

Webhooks

Mon, 01 Jan 0001 00:00:00 +0000

Use webhooks to receive real-time updates from the OpenAI API.

Webhooks and server-side controls

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use webhooks and server-side controls with the Realtime API.

Website RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘WebsiteSearchTool’ is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a website.

WebSocket Mode

Mon, 01 Jan 0001 00:00:00 +0000

Learn how to use Responses API WebSocket mode with response.create and previous_response_id.

Week 13 · March 23–27, 2026

Mon, 01 Jan 0001 00:00:00 +0000

Auto mode for hands-off permissions, computer use built in, PR auto-fix in the cloud, transcript search, and a PowerShell tool for Windows.

Week 14 · March 30 – April 3, 2026

Mon, 01 Jan 0001 00:00:00 +0000

Computer use in the CLI, interactive in-product lessons, flicker-free rendering, per-tool MCP result-size overrides, and plugin executables on PATH.

Weighted Training

Mon, 01 Jan 0001 00:00:00 +0000

Control which samples have greater influence during RFT training

Weights & Biases Documentation

Mon, 01 Jan 0001 00:00:00 +0000

View the documentation for all Weights & Biases products

Welcome to LLM University!

Mon, 01 Jan 0001 00:00:00 +0000

LLM University (LLMU) offers in-depth, practical NLP and LLM training. Ideal for all skill levels. Learn, build, and deploy Language AI with Cohere.

What is the Model Context Protocol (MCP)?

Mon, 01 Jan 0001 00:00:00 +0000

This is the single best starting point for understanding MCP. Focus on the core value proposition: MCP standardizes how AI applications connect to external data and tools, replacing fragile one-off integrations with a shared protocol. Pay attention to the analogy with USB-C — MCP aims to be a universal connector between LLMs and the systems they need to interact with. The original page also covers building MCP Apps — interactive apps that run inside AI clients — via the MCP Apps overview. Read this before diving into architecture or specification pages.

What's new

Mon, 01 Jan 0001 00:00:00 +0000

A weekly digest of notable Claude Code features, with code snippets, demos, and context on why they matter.

What's New

Mon, 01 Jan 0001 00:00:00 +0000

The latest updates and improvements to AG-UI

What's new in LangChain v1

Mon, 01 Jan 0001 00:00:00 +0000

What's new in LangChain v1

Mon, 01 Jan 0001 00:00:00 +0000

What's new in LangGraph v1

Mon, 01 Jan 0001 00:00:00 +0000

What's new in LangGraph v1

Mon, 01 Jan 0001 00:00:00 +0000

Whats New Claude 4 6

Mon, 01 Jan 0001 00:00:00 +0000

Which model should I use?

Mon, 01 Jan 0001 00:00:00 +0000

Find the best open models for your use case or migrate from closed source models like Claude, GPT, and Gemini

Why Evaluate Agents

Mon, 01 Jan 0001 00:00:00 +0000

Wikipedia Semantic Search with Cohere + Weaviate

Mon, 01 Jan 0001 00:00:00 +0000

This page contains a description of building a Wikipedia-focused search engine with Cohere’s LLM platform and the Weaviate vector database.

Wikipedia Semantic Search with Cohere Embedding Archives

Mon, 01 Jan 0001 00:00:00 +0000

This page contains a description of building a Wikipedia-focused semantic search engine with Cohere’s LLM platform and the Weaviate vector database.

Workflows and agents

Mon, 01 Jan 0001 00:00:00 +0000

Workflows and agents

Mon, 01 Jan 0001 00:00:00 +0000

This guide draws the critical distinction between deterministic workflows and autonomous agents in LangGraph, which is the most important conceptual decision you make when designing a LangGraph application. Workflows use predefined edges and conditional branching, while agents use LLM-driven decisions to determine the next step. Understanding when to choose each pattern, and when to combine them, directly impacts the reliability, cost, and debuggability of your application. Start here before diving into specific LangGraph features like memory or streaming, as the workflow-vs-agent framing shapes every subsequent design choice.

Working and Interest Groups

Mon, 01 Jan 0001 00:00:00 +0000

Learn about the two forms of collaborative groups within the Model Context Protocol’s governance structure - Working Groups and Interest Groups.

Working with evals

Mon, 01 Jan 0001 00:00:00 +0000

Build, run, and iterate on evaluations to systematically test and improve AI model outputs — OpenAI’s practical guide to eval-driven development.

Workload isolation

Mon, 01 Jan 0001 00:00:00 +0000

Workspace setup

Mon, 01 Jan 0001 00:00:00 +0000

Add required workspace secrets for models and tools used by Agent Builder.

Workspace setup

Mon, 01 Jan 0001 00:00:00 +0000

Add required workspace secrets for models and tools used by Fleet.

Workspaces

Mon, 01 Jan 0001 00:00:00 +0000

Workspaces

Mon, 01 Jan 0001 00:00:00 +0000

La Plateforme workspaces enable team collaboration, access control, and shared fine-tuned models.’ (99 characters)

Write your prompt with AI

Mon, 01 Jan 0001 00:00:00 +0000

Writer

Mon, 01 Jan 0001 00:00:00 +0000

xAI

Mon, 01 Jan 0001 00:00:00 +0000

xAI

Mon, 01 Jan 0001 00:00:00 +0000

XGBoost

Mon, 01 Jan 0001 00:00:00 +0000

Track your trees with W&B.

XML RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘XMLSearchTool’ is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a XML file.

XPO Trainer

Mon, 01 Jan 0001 00:00:00 +0000

YOLOv5

Mon, 01 Jan 0001 00:00:00 +0000

YOLOX

Mon, 01 Jan 0001 00:00:00 +0000

How to integrate W&B with YOLOX.

YouTube Channel RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘YoutubeChannelSearchTool’ is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a Youtube channel.

YouTube Video RAG Search

Mon, 01 Jan 0001 00:00:00 +0000

The ‘YoutubeVideoSearchTool’ is designed to perform a RAG (Retrieval-Augmented Generation) search within the content of a Youtube video.

Zapier

Mon, 01 Jan 0001 00:00:00 +0000

Zapier Actions Tool

Mon, 01 Jan 0001 00:00:00 +0000

The ‘ZapierActionsAdapter’ exposes Zapier actions as CrewAI tools for automation.

Zapier Trigger

Mon, 01 Jan 0001 00:00:00 +0000

Trigger CrewAI crews from Zapier workflows to automate cross-app workflows

Zendesk Integration

Mon, 01 Jan 0001 00:00:00 +0000

Customer support and helpdesk management with Zendesk integration for CrewAI.

Zeno

Mon, 01 Jan 0001 00:00:00 +0000

Zero Data Retention

Mon, 01 Jan 0001 00:00:00 +0000

Zero Data Retention

Mon, 01 Jan 0001 00:00:00 +0000

Data retention policies at Fireworks

Zilliz and Cohere (Integration Guide)

Mon, 01 Jan 0001 00:00:00 +0000

This page describes how to integrate Cohere with the Zilliz database.