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Unify AI backends behind a single factory.
Test harness and mocks for reliable unit tests.
Patterns for robust domain exception handling.
Type-safe mock data and typings for TS tests.
Immutable, thread-safe updates for Swift models.
Configure and inject services for Pikku apps.
Structured logging with context.
Production-grade AI agent patterns
Build framework-specific devtools adapters.
Preserve JSDoc with method shorthand.
Streamline Electron main-process testing
Design domain models with parse-once APIs.