Before writing any new code it requires a DRY check against core/services and core/interfaces. See principles.md for the 5 SOLID principles and patterns.md for directory layout, testing, and typing conventions.

SOLID Python - Modular Architecture

Agent Workflow (MANDATORY)

Before ANY implementation, spawn 3 agents in parallel, one Agent call each with a name:

1. fuse-ai-pilot:explore-codebase - Analyze existing architecture
2. fuse-ai-pilot:research-expert - Verify Python docs via Context7
3. fuse-ai-pilot:sniper - Post-implementation validation

DRY - Reuse Before Creating (MANDATORY)