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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.