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feat: Implement routing pattern with native framework implementations#2

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lkronecker13 merged 2 commits into
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feat/routing
Sep 10, 2025
Merged

feat: Implement routing pattern with native framework implementations#2
lkronecker13 merged 2 commits into
mainfrom
feat/routing

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@lkronecker13

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Summary

Implement comprehensive routing pattern demonstrations across three major AI frameworks (LangChain, LlamaIndex, Google ADK) with proper framework-native architectures and extensive documentation.

Key Features

  • LangChain Routing: Uses RunnableBranch for conditional execution with complex data flow
  • LlamaIndex Routing: Native RouterQueryEngine with CustomQueryEngine classes and PydanticSingleSelector
  • Google ADK Routing: Sub-agent architecture with Auto-Flow delegation patterns
  • Comprehensive Documentation: 200+ line README explaining routing theory, mechanisms, and applications
  • LLM-Based Intelligence: All implementations use intelligent LLM-driven routing decisions rather than hardcoded logic

Technical Implementation

LangChain (langchain_routing.py)

  • Uses RunnableBranch for conditional routing logic
  • Demonstrates complex data passing between routing and execution phases
  • Framework-integrated approach with proper LangChain patterns

LlamaIndex (llamaindex_routing.py)

  • Native RouterQueryEngine with PydanticSingleSelector for intelligent routing
  • Custom Query Engines: BookingQueryEngine, InfoQueryEngine, UnclearQueryEngine extending CustomQueryEngine
  • QueryEngineTool abstractions with detailed descriptions for optimal routing decisions
  • Refactored from manual routing to proper framework architecture

Google ADK (google_adk_routing.py)

  • Enterprise-grade sub-agent delegation pattern
  • Built-in Auto-Flow routing with coordinator-sub-agent architecture
  • Function tool integration for specialized handlers

Routing Scenarios Tested

All implementations handle three test scenarios:

  1. Booking Request: "Book me a flight to London" → Booking handler
  2. Information Query: "What is the capital of Italy?" → Info handler
  3. Complex/Unclear: "Tell me about quantum physics" → Unclear handler

Quality Assurance

  • Type Safety: Full MyPy compliance across all implementations
  • Code Quality: Ruff formatting and linting passed
  • Test Coverage: 96% coverage maintained, all 21 tests passing
  • Documentation: Comprehensive README with theory, examples, and best practices
  • Make Targets: Proper integration with project build system

Architecture Improvements

  • Framework-Native Patterns: Each implementation uses its framework's intended routing architecture
  • Intelligent Decision Making: LLM-based routing provides contextual awareness over hardcoded logic
  • Extensible Design: Easy to add new routing categories or handlers
  • Production Ready: Proper error handling, type safety, and documentation

Test Plan

  • All three routing implementations execute successfully
  • LLM routing decisions are contextually appropriate
  • Debug output shows proper handler delegation
  • Type checking passes with no errors
  • All unit tests continue to pass
  • Make targets work correctly for all routing examples
  • Documentation accurately reflects implementations

🤖 Generated with Claude Code

lkronecker13 and others added 2 commits September 10, 2025 14:37
- Added routing pattern implementation across three frameworks
- LangChain routing using RunnableBranch with Google Gemini LLM
- LlamaIndex routing with simple manual LLM-based classification
- Google ADK routing using sub-agent delegation with Auto-Flow
- Created comprehensive routing pattern README with theory and examples
- Added three new make targets for running routing examples
- Fixed LangChain chaining filename to avoid circular imports
- Updated dependencies for Google ADK and Gemini integration
- All implementations use LLM-based routing (not hardcoded if/else)
- Full type safety compliance with strict MyPy checking

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>
Replace manual LLM-based routing with LlamaIndex's native RouterQueryEngine
architecture for more robust and framework-compliant implementation.

Changes:
- Use RouterQueryEngine with PydanticSingleSelector for intelligent routing
- Create custom BookingQueryEngine, InfoQueryEngine, UnclearQueryEngine classes
- Implement QueryEngineTool abstractions with detailed descriptions
- Maintain same functional behavior with improved architecture
- Update README.md to reflect native LlamaIndex routing capabilities
- Add proper Routing section organization in Makefile

🤖 Generated with [Claude Code](https://claude.ai/code)

Co-Authored-By: Claude <noreply@anthropic.com>
@lkronecker13 lkronecker13 changed the title Implement routing pattern with native framework implementations feat: Implement routing pattern with native framework implementations Sep 10, 2025
@lkronecker13 lkronecker13 merged commit 633ca94 into main Sep 10, 2025
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