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Policy Lab

Author and simulate draft policies before they are promoted into the Policy Engine.

Using validation fixture data (6 demo subjects). These are not production metrics and are excluded from real payout, analytics, and ledger calculations.

MicBoxx Payout Protection Policy

Simulation Only

Model payout protection policies before settlement. Simulate rank changes, review explanations, and preview audit records without mutating payout data.

2
Suspicious subjects dropped
Penalized by risk + velocity signals
3
Legitimate subjects protected
Rewarded by engagement + repeat listeners
5
Audit previews ready
Decision records available for review
SIM
Simulation only
No payout data has been mutated

Payout Weighting Controls

Engagement Weight+1.0
Repeat Listener Weight+0.5
Skip Penalty-1.0
Velocity Penalty-2.0
Risk Penalty-5.0
Revenue Weight+2.0
SubjectPayout RankProtected ScoreMain ReasonPolicy
Soul Genuine
artist · artist_soul_genuine_demo
#1was #3↑ 2
6871.0was 4200.0+2671.0
Strong engagement/repeat listeners rewardedv1
Botfarm Alpha
artist · artist_botfarm_alpha_demo
#2was #1↓ 1
5920.0was 9500.0-3580.0
High risk/velocity signals penalizedv1
Indie Rise
artist · artist_indie_rise_demo
#3was #4↑ 1
4915.0was 3100.0+1815.0
Strong engagement/repeat listeners rewardedv1
Lo Fi Chill
track · track_lo_fi_chill_demo
#4was #5↑ 1
4683.0was 2800.0+1883.0
Strong engagement/repeat listeners rewardedv1
Clickfarm Beat
track · track_clickfarm_beat_demo
#5was #2↓ 3
4637.5was 7800.0-3162.5
High risk/velocity signals penalizedv1
Mid Tier Baseline
artist · artist_mid_tier_baseline_demo
#6was #6
1705.0was 1500.0+205.0
No significant policy impactv1
All payout ranks and scores are simulated. No payout data has been mutated.

Payout Protection Validation

  • ✓High-risk / high-velocity artists move down in payout rank
  • ✓Legitimate repeat-listener artists move up
  • ✓Payout rank and score deltas are visible
  • ✓Per-subject explanation is available
  • ✓Ledger Preview remains preview-only (no records written)