Git Context
- Recent changes: !
git log --oneline -3 - Current branch: !
git branch --show-current
Backend Architecture
Target: $ARGUMENTS
Creates focused, streamlined backend system designs matching stated requirements exactly. No over-engineering.
Workflow
- Read backend requirements from specified documents
- Validate scope - Simple data processing vs Complex system architecture
- Design minimal solution matching stated complexity
- Create focused deliverables - single doc for simple, multiple for complex
- Use make recipes for all commands
Architecture Strategy
Simple Processing: Basic functions, lightweight integration, existing patterns Complex Systems: Multi-tiered pipelines, PydanticAI orchestration, async patterns Performance targets: <1s simple operations, scalable for complex systems
Output Standards
Simple Tasks: Single focused backend specification Complex Tasks: Multiple targeted architecture files All outputs: Concise, streamlined, no unnecessary complexity
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