Cookbook on AI Knowledge Base

Agent User Interaction (AG-UI)

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Assistant examples

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Audio With Weave

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Learn how to use audio with weave with W&B Weave

Bank support

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Chain Of Density

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Learn how to use chain of density with W&B Weave

Chat App with FastAPI

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Checkpoints and Resume

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Save training progress, resume from failures, and promote checkpoints to deployable models — driven by the recipe.

Code Samples

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Implementation examples in various languages

Codegen

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Learn how to use codegen with W&B Weave

Cohere and LangChain (Integration Guide)

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

Cohere Cookbooks: Build AI Agents and Solutions

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Get started with Cohere’s cookbooks to build agents, QA bots, perform searches, and more, all organized by category.

Cohere Tools on LangChain (Integration Guide)

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

Collect and track datasets

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

Cookbook: Distillation

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Single-teacher OPD and routed multi-teacher policy distillation with cookbook recipes.

Cookbook: Reinforcement Learning

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Async RL on Fireworks — write a rollout function, the recipe owns the loop (gate, advantage, weight sync, KL/TIS, PPO, checkpoints). Runs async or fully synchronous.

Cookbook: SFT

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Supervised fine-tuning via the cookbook’s sft_loop recipe.

Cookbooks

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

Cookbooks

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

Courses

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Standalone end-to-end examples showing how to use Fireworks to solve real-world use cases

CrewAI Examples

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Explore curated examples organized by Crews, Flows, Integrations, and Notebooks.

Custom Model Cost

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

Data Analyst

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download the validation and reformat script

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

DSPy Prompt Optimization

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

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

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

Example Clients

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A list of applications that support MCP integrations

Example data format

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Example Gallery

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Task-oriented examples that demonstrate agent loops, tool usage, guardrails, and integration patterns.

Example reports

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Reports gallery

Example Servers

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A list of example servers and implementations

Example tables

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Examples of W&B Tables

Examples

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Examples & Patterns

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Complete end-to-end examples demonstrating real-world use cases of the Search API.

Feedback Prod

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Learn how to use feedback prod with W&B Weave

Finetuning on Cohere's Platform

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An example of finetuning using Cohere’s platform and a financial dataset.

Flight booking

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Frontend prompt instructions

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

How to improve your evaluator with few-shot examples

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HuggingFace Dataset Evaluations

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Learn how to use huggingface dataset evaluations with W&B Weave

Implement a CI/CD pipeline using LangSmith Deployment and Evaluation

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Import From Csv

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Learn how to use import from csv with W&B Weave

Introduction to Evaluations

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Learn how to use introduction to evaluations with W&B Weave

Introduction to Traces

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Learn how to use introduction to traces with W&B Weave

Library

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Anthropic’s prompt library is one of the fastest ways to internalize effective prompting patterns for Claude. Rather than reading it cover-to-cover, focus on prompts in your domain and study the structural techniques they use – XML tags for delineation, role-setting in the system prompt, and explicit output format instructions. Pay attention to how each example balances specificity with flexibility; overly rigid prompts tend to break when inputs vary. These curated examples also serve as a useful baseline when benchmarking your own prompts against known-good patterns.

Multi Agent Structured Output

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Learn how to use multi agent structured output with W&B Weave

NotDiamond Custom Routing

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

Notebooks

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Online Monitoring

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Learn how to use online monitoring with W&B Weave

Other resources

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

Parameter types for tool use (function calling)

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

Parameter Types in Structured Outputs (JSON)

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This page shows usage examples of the JSON Schema parameter types supported in Structured Outputs (JSON).

PII Data Handling

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Learn how to use pii data handling with W&B Weave

Prompt Library

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Pydantic Model

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Question Graph

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RAG

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Sample apps

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Sample Methods

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Comprehensive examples of protocol methods and responses

Sample Methods

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Comprehensive examples

Scorers As Guardrails

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Learn how to use scorers as guardrails with W&B Weave

Semantic Search with Embeddings

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Examples on how to use the Embed endpoint to perform semantic search (API v2).

Setup

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Simple Validation

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Slack Lead Qualifier with Modal

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SQL Generation

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Stream markdown

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Stream whales

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The Cookbook

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Ready-to-run training recipes for GRPO, DPO, SFT, and distillation built on top of the Training API.

Thinking Mode Api Example Non Streaming

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Thinking Mode Api Example Streaming

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Together Cookbooks & Example Apps

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Explore our vast library of open-source cookbooks & example apps

Trace and Evaluate a Computer Vision Pipeline with Weave

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Learn how to use trace and evaluate a computer vision pipeline with weave with W&B Weave

Usage Examples

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Learn how to use W&B Inference with practical code examples

Use the Weave Service API to trace

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Learn how to use Weave tracing via service api with W&B Weave

Use Weave with W&B Models

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Learn how to use use weave with w&b models with W&B Weave

Weather agent

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Weight sync

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How a trainer’s updated weights reach the serving deployment during RL training.