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triage-calibration

Daily triage accuracy calibration — use during scheduled calibration runs to verify triage classification accuracy against few-shot examples and adjust confidence thresholds

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WingedGuardian/GENesis-AGI
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Triage Calibration

Purpose

Review recent triage decisions against actual outcomes. Adjust signal weights and depth thresholds to improve classification accuracy over time.

When to Use

  • Scheduled daily (end of day or low-activity period).
  • After a significant misclassification is identified.
  • After a new signal collector is added or modified.

Workflow

  1. Collect recent triage results — Pull the last 24h of awareness ticks with their depth classifications and signal readings.
  2. Match against outcomes — For each tick, determine what actually happened:
    • Did the classified depth match the actual work required?
    • Were any signals misleadingly high or low?
  3. Compute accuracy metrics —
    • Classification accuracy (correct depth / total ticks)
    • Over-triage rate (classified higher than needed)
    • Under-triage rate (classified lower than needed)
  4. Identify systematic errors — Are certain signal types consistently miscalibrated? Are certain time periods problematic?
  5. Propose adjustments — Suggest weight or threshold changes. Do NOT auto-apply in V3 (fixed weights). Log recommendations for user review.
  6. Write calibration report.

Output Format

date: <YYYY-MM-DD>
period: <start> to <end>
total_ticks: <n>
accuracy: <percentage>
over_triage_rate: <percentage>
under_triage_rate: <percentage>
systematic_errors:
  - signal: <signal name>
    bias: over | under
    magnitude: <how far off>
recommendations:
  - <proposed adjustment>

References

  • src/genesis/learning/triage/ — Triage pipeline
  • src/genesis/awareness/ — Awareness loop and depth classification
  • src/genesis/learning/signals/ — Signal collectors

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