atlas/tickets/backlog/TICKET-008_wake-word-tuning.md
ilia 7c633a02ed Initialize project structure with essential files and documentation
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- Established ARCHITECTURE.md for architectural documentation
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This commit lays the foundation for the Atlas project, ensuring a clear structure for development and collaboration.
2026-01-05 20:09:44 -05:00

1.3 KiB

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)
  • 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.