- Replace direct atomic updates with sampling to reduce contention
- Simplify metrics tracking by removing buffering and using direct updates
- Optimize logging by adding level checks and sampling
- Improve validation performance using cached config values
- Change Info logs to Debug for routine operations
- Standardize log message formatting to lowercase
- Improve error message clarity and consistency
- Add new metrics for device health and memory monitoring
- Simplify config constants documentation
refactor(audio): restructure metrics and supervisor components into base implementations
feat(audio): add validation for all audio configurations and frames
fix(audio): fix atomic alignment in metrics structures
refactor(audio): consolidate common functionality into base manager and supervisor
feat(audio): add output IPC manager and config validation
Alex P