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Risks and Technical Debt

This section outlines potential architectural risks and the identified technical debt within Framework M.

11.1 Architectural Risks

RiskImpactMitigation Strategy
Dependency Injection OverloadComplexity in debugging and increased cognitive load for new developers.Strict container patterns and clear create_container orchestration.
Protocol FragilityBreaking the core Protocols (interfaces) will ripple across all adapters.Semantic versioning and strict TDD for the framework-m-core package.
Performance OverheadMetadata resolution and DI may add latency to high-frequency requests.Compiled Pydantic Core (v2) and registry caching for metadata lookups.

11.2 Identified Technical Debt

Based on the ongoing refactoring from legacy patterns, all previously identified major architectural debt items (including Mutation Idempotency) have been successfully resolved.

11.3 Debt Management

Technical debt is tracked via the anti-patterns.md registry. Every new feature implementation must pass an 11-point checklist (paginated queries, timezone-awareness, secret redaction, etc.) to prevent the accumulation of fresh architectural debt.