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Version: 0.5.0 (Latest)

Use Cases

Kamiwaza enables a wide variety of AI applications and workflows. This section provides practical guidance for implementing common use cases, complete with step-by-step instructions, best practices, and example code.

What You'll Find Here​

Each use case guide includes:

  • Overview - What the use case accomplishes and when to use it
  • Prerequisites - Required models, services, and setup steps
  • Implementation - Step-by-step instructions with code examples
  • Best Practices - Tips for optimization and production deployment
  • Troubleshooting - Common issues and solutions

📖 Building a RAG Pipeline​

Learn how to create a Retrieval-Augmented Generation (RAG) system that combines your documents with large language models to provide accurate, context-aware responses.

What you'll build:

  • Document ingestion and preprocessing
  • Vector embeddings for semantic search
  • Retrieval system for relevant context
  • LLM integration for response generation

Perfect for: Customer support, internal knowledge bases, document Q&A systems

Coming Soon​

We're working on additional use case guides including:

🤖 Multi-Agent Systems​

Build sophisticated AI agents that can collaborate to solve complex tasks, with coordination, memory, and tool usage capabilities.

🎯 Custom Model Fine-tuning​

Deploy and serve your own fine-tuned models, including setup for training workflows and model versioning.

🔄 Real-time Data Processing​

Stream processing pipelines that combine AI models with live data feeds for real-time insights and actions.

📊 Analytics and Monitoring​

Comprehensive monitoring setups for AI applications, including performance tracking, model drift detection, and usage analytics.

🌐 Multi-modal Applications​

Applications that work with text, images, and other data types using Kamiwaza's flexible model serving capabilities.

🔗 API Integration Patterns​

Common patterns for integrating Kamiwaza with existing systems, including webhooks, batch processing, and microservice architectures.

Getting Started​

  1. Review the Prerequisites - Make sure you have Kamiwaza installed and running
  2. Choose Your Use Case - Pick the guide that matches your needs
  3. Follow Along - Each guide includes working code and examples
  4. Adapt and Extend - Use the patterns as a foundation for your specific requirements

Need Help?​

If you're looking for a specific use case that isn't covered yet:

Have a use case you'd like to see documented? Let us know on our Discord community or contact us!