- Created comprehensive documentation for local-first strategy
- Developed task routing system for intelligent provider selection
- Built dependency monitoring for local and external AI services
- Documented current external AI dependencies and risks
- Provided graceful degradation paths for service failures
- Created implementation roadmap and acceptance criteria
Key components:
✓ Task classification matrix (local vs external capability)
✓ TaskRouter class for intelligent routing based on priority
✓ DependencyMonitor for real-time service availability
✓ Graceful degradation paths (3 levels)
✓ Documentation and runbooks for failure scenarios
Addresses issue #483 recommendations:
✓ Documented which tasks require external AI vs. can run locally
✓ Ensured Ollama + llama.cpp + Hermes 4 can handle core tasks
✓ Built graceful degradation path if external agents become unavailable
✓ Created monitoring and alerting for dependency failures
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