rails-37-style-features-ai-llm-integration

What problem does it solve?

This Skill provides battle-tested patterns for integrating AI and LLM features into Rails applications, ensuring robust, scalable, and cost-effective solutions.

Core Features & Use Cases

• Command Pattern: Implement undoable commands using STI for structured AI interactions.
• Context Awareness: Enable commands to understand the user's current context (e.g., current page) for relevant actions.
• Cost Tracking: Precisely monitor LLM API expenses in microcents for budgeting.
• Tool Pattern: Define LLM-accessible tools for data retrieval and function calling.
• Confirmation Flows: Implement safe bulk operations with user confirmation prompts.
• Filter & Ordering: Safely parse LLM-driven filters and sort orders to prevent injection.
• Use Case: Building a feature like "Fizzy Ask" where users can chat with an LLM to query application data, ensuring the LLM's actions are safe, trackable, and contextually relevant.

Quick Start

Use the rails-37-style-features-ai-llm-integration skill to implement a command pattern for user actions.