Ide on AI Knowledge Base

Claude Code Mastery

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

Master Claude Code from setup through advanced usage. Learn the configuration system, memory, hooks, MCP integration, and how to use it effectively for complex software engineering tasks.

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

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 vs MCP

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

Detailed comparison with Model Context Protocol

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

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

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 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.

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 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 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 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.

Agentic IDEs and CLIs

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

Use Pinecone with agentic IDEs and CLIs like Claude Code, Gemini CLI, Cursor, and more.

Agentic Memory

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

Persist agent context across runs for better performance and personalization.

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

Detailed guide on creating and managing agents within the CrewAI framework.

Agents SDK

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

Learn how to build agents with the OpenAI Agents SDK.

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 Evaluations UI

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

Guide to using the AI Evaluations UI for model assessment

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.

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

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.

Apply patch

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

Allow models to propose structured diffs that your integration applies.

Architecture

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

Learn how Pinecone’s architecture enables fast, relevant vector search at any scale.

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 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.

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

AutoGen

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

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

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 track function calls using Ops

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

Versioned functions that automatically log all calls in Weave

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 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.

Azure

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

Deploy Chroma on Azure using Terraform.

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.

Backups overview

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

Learn about backups of serverless indexes in Pinecone.

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

Batch API

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

Process large-scale async workloads

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.

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

Build an MCP App

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

Getting started guide for building interactive UI applications with MCP Apps

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 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 Crew

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

Step-by-step tutorial to create a collaborative AI team that works together to solve complex problems.

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 with AI

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

Use LLMs to process unstructured data in your applications.

Call schema reference

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

Reference for the Call object structure and properties

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.

Chat Prefix Completion

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.

Choose a pod type and size

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

Select the right pod configuration for your workload

Chroma and Cohere (Integration Guide)

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

This page describes how to integrate Cohere and Chroma.

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 and References

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

Citations and references enable models to ground responses with sources, ideal for RAG and agentic applications

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).

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 Code overview

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

Claude Code is an agentic coding tool that reads your codebase, edits files, runs commands, and integrates with your development tools. Available in your terminal, IDE, desktop app, and browser.

Client-side performance optimization

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

Optimize your client code for maximum performance with dedicated deployments

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

Allow models to write and run Python to solve problems.

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 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

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

Cohere and LangChain (Integration Guide)

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

Integrate Cohere with LangChain for advanced chat features, RAG, embeddings, and reranking; this guide includes code examples for each feature.

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 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 Tools on LangChain (Integration Guide)

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

Explore code examples for multi-step and single-step tool usage in chatbots, harnessing internet search and vector storage.

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.

Collect and track datasets

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

Organize, collect, track, and version examples for LLM application evaluation

Collect feedback and use annotations

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

Collect and analyze feedback for LLM applications through UI and SDK

Combined API docs

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

Single-file Markdown export of API guides and docs.

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 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.

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 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 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

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

Components Guide

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

Composio Tool

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

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

Concepts

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

Understand concepts in Pinecone and how they relate to each other.

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 customer-managed encryption keys

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

Use customer-managed encryption keys with AWS KMS.

Configure Private Endpoints for AWS PrivateLink

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

Secure Pinecone with private VPC endpoints.

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 Weave environment variables

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

Configure Weave’s behavior at runtime using environment variables

Connect an authentication provider

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.

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.

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 snippets overview

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

Retrieve context snippets from your assistant’s knowledge base.

Contribute

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

Learn how to contribute to Mistral AI through docs, code, community, and the Ambassador Program

Contribute to PEFT

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

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

Conversation state

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

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

Cookbooks

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

Explore a range of AI guides and get started with Cohere’s generative platform, ready-made and best-practice optimized.

Crafting Effective Agents

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

Learn best practices for designing powerful, specialized AI agents that collaborate effectively to solve complex problems.

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 an assistant

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

Create and deploy a Pinecone Assistant for your knowledge base.

Create an index

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

Create dense or sparse indexes for semantic and lexical search.

Create and manage saved views

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

Customize how you interact with traced function calls and evaluations

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.

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.

CrewAI

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

Integrate CrewAI with Weave for monitoring and tracing multi-agent applications

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 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

Customize Agents

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

A comprehensive guide to tailoring agents for specific roles, tasks, and advanced customizations within the CrewAI framework.

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.

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.

Data deletion on Pinecone

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

Understand Pinecone’s secure data deletion process.

Data ingestion overview

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

Learn about the different ways to ingest data into Pinecone.

Data modeling

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

Learn how to structure records for efficient data retrieval and management in Pinecone.

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

Debugging

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

A comprehensive guide to debugging Agent User Interaction Protocol (AG-UI) integrations

Debugging

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

A comprehensive guide to debugging Model Context Protocol (MCP) integrations

Decrease latency

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

Learn techniques to decrease latency for search and upsert operations.

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.

Define and log attributes

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

Use attributes to add meta data to your traces and evaluations.

Delete records

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

Delete records by ID or metadata filter from indexes

Delete source

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

Deletes a source with the provided ID.

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 to AMP

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

Deploy your Crew or Flow to CrewAI AMP

Deploying Dedicated Endpoints

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

Guide to creating dedicated endpoints via the web UI.

Deployments

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

Configure and manage on-demand deployments on dedicated GPUs

DeploymentSampler

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

Client-side tokenized sampling from inference deployments for training and evaluation.

Design Principles

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

The core design principles that guide the development of the Model Context Protocol.

Direct preference optimization

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

Fine-tune models for subjective decision-making by comparing model outputs.

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 tracing

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

Learn options to disable or conditionally turn off W&B Weave tracing

Distributed/Cloud Performance

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

How to think about performance in distributed Chroma deployments.

Docker

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

Run Chroma in a Docker Container

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 the validation and reformat script

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

Download the reformat_data.py script to validate and reformat datasets for Mistral API fine-tuning

DSPy

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

Use Weave to automatically track and log calls made using DSPy modules and functions

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.

Embeddings & Reranking

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

Generate embeddings and rerank results for semantic search

Enable Crew Studio

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

Enabling Crew Studio on CrewAI AMP

End-to-end example of RAG with Chat, Embed, and Rerank

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

Guide on using Cohere’s Retrieval Augmented Generation (RAG) capabilities covering the Chat, Embed, and Rerank endpoints (API v2).

Enterprise-Managed Authorization

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

Centralized access control for MCP in enterprise environments via identity providers

Error codes

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

An overview of error codes from the OpenAI API and Python library, including solutions and guidance.

Error handling

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

Handle errors with retry logic and best practices.

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

Evaluation

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

Guide to evaluating LLMs for specific tasks with metrics, human, and LLM-based methods

Evaluation overview

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

Learn about evaluating the correctness and completeness of assistant responses.

Evaluations overview

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

Evaluation-driven LLM application development to systematically improve applications

Export evaluation data

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

Programmatically export evaluation results using the Evaluation REST API.

Fetch records

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

Retrieve complete records by ID or metadata filter.

File inputs

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

Learn how to use files as file inputs in the OpenAI API.

Files

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

Pass images, PDFs, audio, video, and text files to your agents for multimodal processing.

Files in Pinecone Assistant

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

Understand supported file types and metadata in Pinecone Assistant.

Filter by metadata

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

Narrow search results with metadata filtering.

Fim Completion

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

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.

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 Guide

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

Learn the basics and best practices of fine-tuning large language models.

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.

Fireworks Agent: Supervised Fine-Tuning

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

Run end-to-end SFT with Fireworks Agent — dataset inspection, hyperparameter sweep, evaluator-guided selection, and a deployed winner.

Flex processing

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

Learn how to optimize costs for asynchronous tasks with flex processing.

from_provider

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

Frontend prompt instructions

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

Example prompt instructions for frontend work, written for GPT-5.5.

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

Keyword-based search over text documents using BM25, phrase matching, and Lucene query syntax.

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.

GCP

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

Deploy Chroma on Google Cloud Platform using Terraform.

General

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

How to improve Chroma performance across single-node and distributed deployments.

Generate dense embeddings

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

Generate dense vector embeddings for the given texts using the specified model. Provide either ‘instructions’ or both ’task’ and ’target’ alongside ’texts’.

Generate sparse embeddings

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

Generate sparse vector embeddings for the given texts using the specified model. Provide either ‘instructions’ or both ’task’ and ’target’ alongside ’texts’. Set ‘fetch_labels’ to true to include token labels in the response.

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 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 invocation

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

Returns details of an invocation with the provided ID.

Get source

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

Returns details of a source with the provided ID.

Get Started

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

DSPy overview and quick start guide

Getting Started

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

Quick start guide

Gmail Trigger

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

Trigger automations when Gmail events occur (e.g., new emails, labels).

Google

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

Use Weave to trace and log Google GenAI model calls

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 Trigger

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

Kick off crews when Google Calendar events are created, updated, or cancelled

Google Drive Trigger

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

Respond to Google Drive file events with automated crews

Google Slides Integration

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

Presentation creation and management with Google Slides integration for CrewAI.

Graders

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

Learn about graders used for evals and fine-tuning.

Groq

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

Track and monitor Groq’s ultra-fast LPU™ inference with Weave, capturing model calls, performance metrics, and function chains for high-speed LLM applications using Groq’s specialized hardware acceleration.

Guardrails

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

Define validators that run alongside the agent loop to enforce business and safety rules.

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 Homepage

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

Quickstarts and step-by-step guides for building with Together AI.

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

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.

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

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 upload experiments run outside of LangSmith with the REST API

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

HubSpot Trigger

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

Trigger CrewAI crews directly from HubSpot Workflows

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

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).

IA3

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

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, 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 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 records

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

Import large datasets efficiently from S3, GCS, or Azure into Pinecone indexes.

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.

Indexing overview

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

Understand key concepts related to indexing data in Pinecone.

Inference Error Codes

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

Common error codes, their meanings, and resolutions for inference requests

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.

Installation

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

A guide for installing the Cohere SDK, supported in 4 different languages – Python, TypeScript, Java, and Go.

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 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

Integrations

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

Pinecone integrations enable you to build and deploy AI applications faster and more efficiently. Integrate Pinecone with your favorite frameworks, data sources, and infrastructure providers.

Intro to Retrieval

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

Ground LLMs in your own data using retrieval-augmented generation.

IP egress ranges

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

Find the published IP egress ranges used by OpenAI products.

JetBrains IDEs

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

Use Claude Code with JetBrains IDEs including IntelliJ, PyCharm, WebStorm, and more

Json Mode

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

Kickoff Crew

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

Kickoff a Crew on CrewAI AMP

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.

Kv Cache

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 v1 migration guide

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

LangChain v1 migration guide

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

Latency optimization

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

Improve latency across a wide variety of LLM-related use cases.

Learn

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

Tutorials, conceptual guides, and resources to help you get started.

Learn

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

Tutorials, conceptual guides, and resources to help you get started.

Lexical search

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

Perform keyword-based search on sparse indexes

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

List record IDs

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

List the IDS of records in an index namespace.

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.

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.

LLM gateway configuration

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

Learn how to configure Claude Code to work with LLM gateway solutions. Covers gateway requirements, authentication configuration, model selection, and provider-specific endpoint setup.

LLMs

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

A comprehensive guide to configuring and using Large Language Models (LLMs) in your CrewAI projects

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 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 media

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

Log media returned in your traces, such as images and videos.

Look at Your Data

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

Design your collection schema and chunking strategy based on your data.

LoRA methods

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 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 assistants

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

View, update, and delete, and check the status of assistants.

Manage cost

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

Learn strategies for managing cost in Pinecone.

Manage files

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

List, check status, and delete files from your assistant.

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 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 integrations

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

Update and manage cloud storage integrations.

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.

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.

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.

MCP Apps

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

Interactive UI applications that render inside MCP hosts like Claude Desktop

MCP Inspector

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

In-depth guide to using the MCP Inspector for testing and debugging Model Context Protocol servers

MCP Security Considerations

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

Learn about important security best practices when integrating MCP servers with your CrewAI agents.

Microsoft Azure

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

Integrate Weave with Microsoft Azure OpenAI services

Microsoft Foundry

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

Deploy frontier open models inside your Azure subscription, billed through Azure.

Microsoft Teams Trigger

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

Kick off crews from Microsoft Teams chat activity

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 to the Responses API

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

Migration

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

Migration guides for Chroma version upgrades and schema changes.

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 Guide

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

Milvus and Cohere (Integration Guide)

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

This page describes integrating Cohere with the Milvus vector database.

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.

Mixed adapter types

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

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 Gallery

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

Pinecone integrations enable you to build and deploy AI applications faster and more efficiently. Integrate Pinecone with your favorite frameworks, data sources, and infrastructure providers.

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

Guide to selecting Mistral models based on performance, cost, and use case complexity.’ (99 characters)

Model Vault

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

This document provides a guide for using Cohere’s new Model Vault functionality.

Model weights

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

Open-source pre-trained and instruction-tuned models with various licenses, download links, and usage guidelines

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.

Monitor performance

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

Monitor performance metrics in the Pinecone console or with Prometheus or Datadog.

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.

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-modal Messages

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

Support for multimodal input messages including text, images, audio, video, and documents

Multimodal context for assistants

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

Process images and charts in PDFs with multimodal assistants.

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.

Node reference

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

Explore all available nodes for composing workflows in Agent Builder.

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

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

OneDrive Trigger

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

Automate responses to OneDrive file activity

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 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

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 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.

OpenRouter

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

Use OpenRouter’s unified interface for many LLMs with automatic Weave integration

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.

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.

Organizations overview

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

Understand organization structure, projects, and billing.

Orthogonal Finetuning (OFT and BOFT)

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

Other resources

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

Explore Mistral AI Cookbook for code examples, community contributions, and third-party tool integrations

Outlook Trigger

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

Launch automations from Outlook emails and calendar updates

Overview

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

Draft changes being considered for the AG-UI protocol

Overview

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

Learn how to build, customize, and optimize your CrewAI applications with comprehensive guides and tutorials

Parameter types for tool use (function calling)

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

Guide on using structured outputs with tool parameters in the Cohere Chat API. Includes guide on supported parameter types and usage examples (API v2).

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

PEFT checkpoint format

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

Performance

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

Single-node Chroma performance benchmarks and limitations.

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 Assistant

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

Pinecone Assistant is a service that allow you to build production-grade chat and agent-based applications quickly.

Pinecone Assistant: n8n quickstart

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

Create an n8n workflow to chat with documents using Pinecone Assistant and OpenAI.

Pinecone Assistant: SDK quickstart

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

Use a Pinecone SDK to create an assistant, upload documents, and chat with the assistant.

Pinecone documentation

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

Pinecone is the leading vector database for building accurate and performant AI applications at scale in production.

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.

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.

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

Pricing and limits

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

Understand Pinecone Assistant pricing and service limits.

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 Overview

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

This page provides an overview of private deployments of Cohere’s models.

Private Package Registries

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

Install private Python packages from authenticated PyPI registries in CrewAI AMP

Processes

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

Detailed guide on workflow management through processes in CrewAI, with updated implementation details.

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.

Projects overview

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

Learn about projects, roles, and collaboration.

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

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 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

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.

PydanticAI

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

Trace PydanticAI agent and tool calls in Weave using OpenTelemetry

Python Guide

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

Python implementation guide

Python v2 SDK Migration Guide

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

Migrate from Together Python v1 to v2 - the new Together AI Python SDK with improved type safety and modern architecture.

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.

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.

Quickstart

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

Quickstart guide for setting up a Mistral AI account, configuring billing, and using the API for models and embeddings

Quickstart

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

Get started with Pinecone manually, with AI assistance, or with no-code tools.

Quickstart: How to do OCR

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

A step by step guide on how to do OCR with Together AI’s vision models with structured outputs

Quickstart: Using Hugging Face Inference With Together

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

This guide will walk you through how to use Together models with Hugging Face Inference.

Quickstart: Using Mastra with Together AI

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

This guide will walk you through how to use Together models with Mastra.

Quickstart: Using Vercel AI SDK With Together AI

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

This guide will walk you through how to use Together models with the Vercel AI SDK.

Quickstart: Wan 2.7 T2V

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

Generate videos from text prompts with optional audio input using the Wan 2.7 T2V model.

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 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).

Rate limits

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

Rate limits are restrictions that our API imposes on the number of times a user or client can access our services within a specified period of time.

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 Capabilities

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

Reasoning models excel at tool use, agentic workflows, and complex problem-solving. This page provides a general overview of Cohere’s reasoning capalities.

Reasoning models

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

Explore the capabilities of OpenAI’s o1 series for complex reasoning and problem-solving. Learn about their features and how they compare to GPT-4o models.

Reasoning Models Guide

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

How reasoning models like DeepSeek-R1 work.

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.

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.

Repository on GitHub

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

Source code, issues, and contribution guidelines for the SDK.

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).

Reranking - quickstart

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

A quickstart guide for performing reranking with Cohere’s Reranking models (v2 API).

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.

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).

Retrieval augmented generation (RAG) - quickstart

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

A quickstart guide for performing retrieval augmented generation (RAG) with Cohere’s Command models (v2 API).

Retrieve context snippets

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

Access relevant context and citations from Pinecone Assistant.

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.

Running Chroma in Client-Server Mode

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

Salesforce Trigger

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

Trigger CrewAI crews from Salesforce workflows for CRM automation

Sample Methods

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

Comprehensive examples

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

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.

Scale pod-based indexes

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

Scale indexes vertically or horizontally as needed

Scoring Overview

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

Evaluate AI outputs and return evaluation metrics with Weave Scorers

Search

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

Reference guide for Search dictionary syntax used in Chroma.

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 overview

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

Explore semantic, lexical, and hybrid search options.

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.

Security Best Practices

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

Security considerations, attack vectors, and best practices for MCP implementations

Security overview

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

Understand Pinecone’s security features, including authentication, encryption, and audit logs.

Security overview

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

Understand Pinecone’s security features, including authentication, encryption, and audit logs.

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).

Semantic search - quickstart

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

A quickstart guide for performing text semantic search with Cohere’s Embed models (v2 API).

Send OpenTelemetry Traces to Weave

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

Ingest OpenTelemetry compatible trace data through a dedicated endpoint

SEP Guidelines

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

Specification Enhancement Proposal (SEP) guidelines for proposing changes to the Model Context Protocol

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-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 Processes

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

A comprehensive guide to utilizing the sequential processes for task execution in CrewAI projects.

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 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 annotation queues

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

Create annotation queues, route traces to domain experts, and export structured feedback.

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 guardrails

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

Ensure LLM safety and measure output quality in production applications

Set up monitors

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

Passively score production traffic to surface trends and issues

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.

Shell

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

Run shell commands in hosted containers or your own local runtime.

Single-Node Performance

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

Single-node Chroma performance benchmarks and limitations.

Skills

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

Upload, manage, and attach reusable skills to hosted environments.

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 Trigger

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

Trigger CrewAI crews directly from Slack using slash commands

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.

Soft prompts

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

Speech to text

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

Learn how to turn audio into text with the OpenAI API.

Spider Scraper

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

The ‘SpiderTool’ is designed to extract and read the content of a specified website using Spider.

Standard trial

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

Get $300 credits for 21 days with the Standard plan trial.

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

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

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).

Structured model outputs

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

Understand how to ensure model responses follow specific JSON Schema you define.

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.

Tasks

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

Detailed guide on managing and creating tasks within the CrewAI framework.

Team Management

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

Learn how to invite and manage team members in your CrewAI AMP organization

TensorRT

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

Guide to building and deploying TensorRT-LLM engines with Triton inference server

Test Pinecone at scale

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

Test Pinecone with a real-world dataset and semantic search workload.

Text generation

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

Learn how to use the OpenAI API to generate text from a prompt. Learn about message types and available text formats like JSON and Structured Outputs.

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 - quickstart

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

A quickstart guide for performing text generation with Cohere’s Command models (v2 API).

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.

The Cohere Datasets API (and How to Use It)

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

Learn about the Dataset API, including its file size limits, data retention, creation, validation, metadata, and more, with provided code snippets.

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 Mode

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

Thinking Mode Api Example Non Streaming

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

Thinking Mode Api Example Streaming

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 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's IAM Model

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

Tokenization

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

Learn about Mistral AI’s tokenization process, including subword tokenization, control tokens, and Python implementation for LLMs

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 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 Repository

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

Using the Tool Repository to manage your tools

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 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 & agents - quickstart

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

A quickstart guide for using tool use and building agents with Cohere’s Command models (v2 API).

torch.compile

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 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 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.

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 threads

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

Track and analyze multi-turn conversations in your LLM applications using threads.

Training Guide: UI

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

Launch RFT jobs using the Fireworks dashboard

Triggers Overview

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

Understand how CrewAI AMP triggers work, how to manage them, and where to find integration-specific playbooks

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

TypeScript Guide

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

TypeScript implementation guide

TypeScript SDK: Third-Party Integration Guide

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

Integrate third-party libraries with the Weave TypeScript SDK

UI Guide

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

Access W&B Inference models through the web interface

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.

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.

Understanding pod-based indexes

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

Learn about pod-based index architecture and types

Understanding projects

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

Learn about projects, environments, and member roles.

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 records

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

Update vectors and metadata for existing records

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.

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 files

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

Upload local files to an assistant.

Upsert records

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

Add or update records in Pinecone indexes and manage data with namespaces.

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).

Use an Assistant MCP server

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

Connect AI agents to Pinecone Assistant via Model Context Protocol.

Use builtin scorers

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

Use Weave’s predefined scorers for evaluating your AI applications

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 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 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 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 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 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.

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 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 GPT-5.2

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

Learn about how to use and migrate to GPT-5.2 and the GPT-5 model family, the latest models in the OpenAI API.

Using predicted outputs

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

Use Predicted Outputs to boost output generation speeds for editing / rewriting use cases

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.

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.

Vespa and Cohere (Integration Guide)

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

This page describes how to integrate Cohere with the Vespa database.

Video & Audio Inputs

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

Query multimodal models to process video and audio content directly

Video Generation

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

Generate high-quality videos from text and image prompts.

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 and customize trace display

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

View calls in the UI and customize how trace data is displayed

Vision fine-tuning

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

Fine-tune models for better image understanding.

Vision Models

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

Query vision-language models to analyze images and visual content

Voice activity detection (VAD)

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

Learn about automatic voice activity detection in the Realtime API.

Voice agents

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

Learn how to build agents that can work with audio and speech.

Weaviate and Cohere (Integration Guide)

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

This page describes how to integrate Cohere with the Weaviate database.

Webhook Automation

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

Automate CrewAI AMP workflows using webhooks with platforms like ActivePieces, Zapier, and Make.com

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.

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 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.

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.

Where Filters

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

Reference guide for where filter JSON syntax used in Chroma queries and searches.

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

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 Trigger

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

Trigger CrewAI crews from Zapier workflows to automate cross-app workflows

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.