Advanced on AI Knowledge Base

Symphony Service Specification

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

Complete technical specification for implementing Symphony: six architectural layers, orchestration state machine, workspace management, agent runner protocol, polling and scheduling, retry semantics, and observability.

Elixir Reference Implementation

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

Setup and usage guide for Symphony’s experimental Elixir/BEAM reference implementation, leveraging OTP supervision trees for fault-tolerant agent orchestration.

Google Cloud ML Engineer Learning Path

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

Google Cloud’s professional ML certification path — the most technically rigorous cloud AI certification available. Covers ML model development, MLOps, deployment, and monitoring on Google Cloud. Includes hands-on labs with Vertex AI, BigQuery ML, and TensorFlow. The learning path is free; certification exam is $200. Requires significant ML experience — this is not a beginner credential.

MCP: Advanced Topics

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

Advanced MCP patterns including complex tool implementations, resource management, transport configuration, authentication, and production deployment. This is the second course in Anthropic’s unique MCP sequence — no other provider offers this depth of MCP training. Pairs with the Building MCP Servers learning path for a complete MCP education: the course provides guided exercises, the path provides documentation deep-dives.

Reinforcement Learning Course

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

The most accessible free reinforcement learning course available — covers Q-learning, deep Q-networks, policy gradient methods, PPO, and RLHF (reinforcement learning from human feedback). RLHF is the technique that makes ChatGPT and Claude behave helpfully — understanding it gives you insight into how modern LLMs are trained and aligned. Unique coverage that no other free platform provides at this depth.

Deep Learning Specialization

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

Andrew Ng’s legendary 5-course deep learning specialization — the gold standard for understanding neural networks from the ground up. Covers neural network foundations, hyperparameter tuning, CNNs, sequence models, and attention mechanisms. This is the theoretical foundation that makes everything else in this knowledge base make sense. Not a short commitment (60+ hours), but if you want to truly understand how LLMs work under the hood, this is the investment.

Orchestration State Machine

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

Symphony’s state machine for issue lifecycle: polling, dispatch, active run tracking, retry queuing with exponential backoff, and reconciliation of running issues against tracker state changes.

SDD: From Code to Contract in the Age of AI Coding Assistants

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

Academic paper examining formal specification approaches for AI-assisted software development, with empirical analysis of specification quality and implementation fidelity.

Agent SDK Deep Dive

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

Build custom AI agents with the Anthropic Agent SDK. Covers both TypeScript and Python SDKs, custom tools, MCP integration, sub-agents, streaming, and production deployment.

Prerequisites: Familiarity with the Claude API (complete Claude API Essentials first).

Multi-Agent Systems

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

Explore how to build systems with multiple cooperating AI agents. Compare approaches across eight frameworks: Anthropic Agent SDK, OpenAI Agents SDK, CrewAI, LangGraph, Google ADK, Microsoft Agent Framework, AutoGen, and OpenAI Symphony — plus the A2A protocol for cross-platform agent communication.

Each framework embodies a different orchestration paradigm: delegation, handoffs, crews, state machines, workflow agents, enterprise graphs, group chat, and autonomous work management. Understanding the design space helps you pick the right tool for your architecture.

Fine-Tuning Across Providers

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

Master fine-tuning across multiple providers — from data preparation to training to deployment. This advanced path covers OpenAI, Mistral, and Together AI’s fine-tuning workflows, with W&B for experiment tracking.

Fine-tuning is a powerful but expensive technique. This path emphasizes the decision framework (when to fine-tune vs alternatives), practical data preparation, and cross-provider comparison of capabilities, costs, and workflows. LoRA and reinforcement fine-tuning expand the toolkit beyond basic supervised fine-tuning.

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

Access BYOB using pre-signed URLs

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

Add custom authentication

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 setup

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

System requirements, platform-specific installation, version management, and uninstallation for Claude Code.

Advanced setup

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

Advanced Tool Features

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

Advanced Tool Use

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.

Agent Frameworks

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

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

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 Server API reference for LangSmith Deployment

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

App development in LangSmith Deployment

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

Architecture

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

Architecture

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

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

Asana Integration

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

Team task and project coordination with Asana integration for CrewAI.

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.

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.

Automations

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

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

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 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

Basic authentication with email and password

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

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 Integration

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

File storage and document management with Box integration for CrewAI.

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

Build a custom RAG agent with LangGraph

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

Build a custom SQL agent

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

Build Crew

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

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

Building AI Applications by Customizing DSPy Modules

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

Cancellation

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.

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 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.

ClickUp Integration

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

Task and productivity management with ClickUp integration for CrewAI.

Client-side performance optimization

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

Optimize your client code for maximum performance with dedicated deployments

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 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.

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'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.

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.

Completion

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

Component architecture

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

Component architecture

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.

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.

Concurrency & Performance

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

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

Enable audit logging to Amazon S3 for compliance

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 IP allowlisting for Dedicated Cloud

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

Configure LangSmith for scale

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

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 SSO with Okta

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

Configure SAML SSO with Okta for enterprise.

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

Contact Support

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

Control plane API reference for LangSmith Deployment

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

Cookbook: DPO

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

Direct Preference Optimization with pairwise data using the cookbook recipe.

Cookbooks

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

Interactive Jupyter notebooks demonstrating advanced use cases and best practices with Fireworks AI

Core architecture

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

Understand how AG-UI connects front-end applications to AI agents

CORS Issues

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

Cost optimization

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

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

Create an Ingress for installations (Kubernetes)

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

Create and manage vectors with metadata

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

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.

Creating a fine-tuned LoRA

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

Learn how to create a fine-tuned LoRA to use with W&B Inference.

Crew Studio

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

Build new automations with AI assistance, a visual editor, and integrated testing.

CrewAI Documentation

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

Build collaborative AI agents, crews, and flows — production ready from day one.

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 middleware

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

Custom middleware

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

Custom Model Cost

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

Learn how to use custom model cost with W&B Weave

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 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 workflow

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

Custom workflow

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.

Customize user management

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

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 encryption in Dedicated Cloud

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

Data Preparation

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

Together Fine-tuning API accepts two data formats for training dataset files: text data and tokenized data (in the form of Parquet files). Below, you can learn about different types of those formats and the scenarios in which they can be most useful.

Data Security

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

How we secure and handle your data for inference and training

Debug model vs. Pinecone recall issues

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

Debugging

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

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

Debugging & Monitoring with Pydantic Logfire

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

Debugging & Observability

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

Dedicated Cloud

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

Deploy W&B Dedicated Cloud in production

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.

Delete your account

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

Delete your organization

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 to AMP

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

Deploy your Crew or Flow to CrewAI AMP

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.

Deployment

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

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 preference optimization

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

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

Direct Preference Optimization

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

Distributed Architecture

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

How Chroma scales out with independent services, object storage, SSD caches, and a shared system database.

Document API authentication in OpenAPI

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

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 Optimizer

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

DSPy Prompt Optimization

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

Learn how to use dspy prompt optimization with W&B Weave

Egress for billing and operational telemetry

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

Elicitation

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

Embedding values changed when upserted

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

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 LangSmith Deployment

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

Enable TTL and data retention

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

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

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.

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.

Export indexes

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

FAQs

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

Frequently asked questions about CrewAI AMP

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 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.

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

GEPA for Structured Information Extraction for Enterprise Tasks

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

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

GitHub Integration

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

Repository and issue management with GitHub integration for CrewAI.

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

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 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 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.

Hallucination Guardrail

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

Prevent and detect AI hallucinations in your CrewAI tasks

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 Does Cohere's Pricing Work?

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

This page details Cohere’s pricing model. Our models can be accessed directly through our API, allowing for the creation of scalable production workloads.

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 semantic search to your agent deployment

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

How to customize the Dockerfile

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 interact with a deployment using RemoteGraph

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 Qwen Code with Together AI for enhanced development workflow

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

Learn how to configure Qwen Code, a powerful AI-powered command-line workflow tool, with Together AI models to supercharge your coding workflow with advanced code understanding and automation.

How to work with Support

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

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

Implement a CI/CD pipeline using LangSmith Deployment and Evaluation

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

Index creation error - missing spec parameter

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

Interact with your self-hosted instance of LangSmith

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.

Keep customer data separate in Pinecone

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

Key Changes

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

Kickoff Crew

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

Kickoff a Crew on CrewAI AMP

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.

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 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 components

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

LangSmith Deployment SDK

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

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.

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.

Limitations of querying by ID

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

Linear Integration

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

Software project and bug tracking with Linear integration for CrewAI.

Logging

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

Login code issues

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

LoRA Fine-Tuning and Inference

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

Fine-tune and run inference for a model with LoRA adapters

Marketplace

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

Discover, install, and govern reusable assets for your enterprise crews.

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 Excel Integration

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

Workbook and data management with Microsoft Excel integration for CrewAI.

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.

Migrate a pod-based index to serverless

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

Migrate existing pod indexes to cost-effective serverless

Migrate to the Responses API

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

Migrating away from create_csv_agent in langchain-cohere

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

This page contains a tutorial on how to build a CSV agent without the deprecated create_csv_agent abstraction in langchain-cohere v0.3.5 and beyond.

Migrating From API v1 to API v2

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

The document serves as a reference for developers looking to update their existing Cohere API v1 implementations to the new v2 standard.

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 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

Minimize latencies

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

Mirror images for your LangSmith installation

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

Mode Migration

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.

Monitor performance

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

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

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-tenant Cloud

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

Deploy Multi-tenant Cloud in production

Node.js Troubleshooting

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

NotDiamond Custom Routing

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

Learn how to use notdiamond custom routing with W&B Weave

Notion Integration

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

User management and commenting with Notion integration for CrewAI.

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 Telemetry Logs

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

Understand how to capture telemetry logs from your CrewAI AMP deployments

OpenAI Fine-Tuning

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

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

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.

Outlook Trigger

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

Launch automations from Outlook emails and calendar updates

Pagination

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

Parallel queries

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

Performance

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

Single-node Chroma performance benchmarks and limitations.

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

Pinecone Assistant architecture

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

Pinecone Support SLAs

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

PineconeAttribute errors with LangChain

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

Ping

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

Preference Fine-Tuning

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

Learn how to use preference fine-tuning on Together Fine-Tuning Platform

Prepare for Deployment

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

Ensure your Crew or Flow is ready for deployment to CrewAI AMP

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.

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

Production Architecture

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

Best practices for building production-ready AI applications with CrewAI

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.

Progress

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

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.

Python AttributeError: module pinecone has no attribute init

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

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.

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 guide

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

Deep dive into session lifecycle, event formats, and concurrency patterns.

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.

Reference Architecture

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

W&B Reference Architecture

Reference architectures

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.

Release notes

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

Track SDK changes, migration notes, and deprecations.

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.

Remove a metadata field from a record

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

Restrictions on index names

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

Return all vectors in an index

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.

Roots

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.

Safety and Security for AI Agents

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

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.

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

Schema Reference

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

Security

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

Learn about Claude Code’s security safeguards and best practices for safe usage.

Security Best Practices

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

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

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 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

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-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

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

Set up custom authentication

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 monitors

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

Passively score production traffic to surface trends and issues

Set up SSO with OAuth2.0 and OIDC

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

Shopify Integration

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

E-commerce and online store management with Shopify integration for CrewAI.

Single Sign-On (SSO)

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

Configure enterprise SSO authentication for CrewAI Platform — SaaS and Factory

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

Specification

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

Complete A2A protocol specifications

Specification

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.

Studio troubleshooting

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

Supported Models

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

A list of all the models available for fine-tuning.

Sweeps troubleshooting

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

Troubleshoot common W&B Sweep issues.

Systematic Prompt Optimization

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

Tasks

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

Text & Vision Fine-tuning

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

Fine-tune Mistral’s text and vision models with custom datasets in JSONL format for domain-specific or conversational improvements

Tool Repository

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

Using the Tool Repository to manage your tools

Tools & Integrations

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

Connect external apps and manage internal tools your agents can use.

Traces

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

Using Traces to monitor your Crews

Tracking DSPy Optimizers

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

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 for self-hosted deployments

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

Tutorial: Use custom charts

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

Tutorial of using the custom charts feature in the W&B UI

Unable to pip install

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

Understanding Authorization in MCP

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

Learn how to implement secure authorization for MCP servers using OAuth 2.1 to protect sensitive resources and operations

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 pod-based indexes

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

Learn about pod-based index architecture and types

Update Crew

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

Updating a Crew on CrewAI AMP

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.

Upload a Model

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

Run inference on your custom or fine-tuned models

Use an existing secret for your installation (Kubernetes)

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 environment variables for model providers

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

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.

Versioning

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

View trace counts across your organization

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

Vision fine-tuning

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

Fine-tune models for better image understanding.

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.

W&B Platform Security

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

Wait for index creation to be complete

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

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

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.

Zero data retention

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

Learn about Zero Data Retention (ZDR) for Claude Code on Claude for Enterprise, including scope, disabled features, and how to request enablement.

Zero Data Retention

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

Data retention policies at Fireworks