# Ticket: Wake-Word False Positive/Negative Tuning

## Ticket Information

- **ID**: TICKET-008
- **Title**: Wake-Word False Positive/Negative Tuning
- **Type**: Enhancement
- **Priority**: Medium
- **Status**: Backlog
- **Track**: Voice I/O
- **Milestone**: Milestone 2 - Voice Chat MVP
- **Created**: 2024-01-XX

## Description

Tune wake-word detection for production use:
- Adjust sensitivity and thresholds
- Log all detection events (true and false)
- Test in noisy home environment
- Optimize balance between false positives and false negatives
- Document optimal settings

## Acceptance Criteria

- [ ] Sensitivity/threshold parameters configurable
- [ ] Event logging implemented
- [ ] Tested in various home noise conditions
- [ ] False positive rate acceptable (< 1 per hour)
- [ ] False negative rate acceptable (< 5%)
- [ ] Optimal settings documented

## Technical Details

Tuning approach:
- Parameterize sensitivity settings
- Log all events with timestamps and audio snippets
- A/B test different threshold values
- Monitor over extended period in real environment

## Dependencies

- TICKET-006 (prototype node)
- TICKET-007 (custom wake-word)

## Related Files

- `home-voice-agent/wake-word/config/` (to be created)

## Notes

This is an iterative process that may continue after MVP. Initial tuning should achieve reasonable performance.