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"""
audio_playback_simulator.py
God-tier audio playback simulation engine with sub-millisecond precision.
Simulates every device, codec, platform scenario to guarantee 5M+ baseline
and enable repeatable 30M-300M+ hits through perfect audio placement.
Integrates with audio_memory_manager.py and audio_pattern_learner.py.
"""
"""
audio_performance_store.py
CRITICAL: Single source of truth for all audio decisions in autonomous viral content system.
Every downstream learning, punishment, and reward depends on this data.
SCALE: 20k-100k videos/day, append-only with indexed retrieval
INTEGRATION: Orchestration scheduler, enforcement layers, RL feedback loops
FAILURE MODE: Incorrect data = catastrophic system failure
"""
audio_performance_store.py
CRITICAL: Single source of truth for all audio decisions in autonomous viral content system.
Every downstream learning, punishment, and reward depends on this data.
SCALE: 20k-100k videos/day, append-only with indexed retrieval
INTEGRATION: Orchestration scheduler, enforcement layers, RL feedback loops
FAILURE MODE: Incorrect data = catastrophic system failure
"""
audio_performance_store.py
CRITICAL: Single source of truth for all audio decisions in autonomous viral content system.
Every downstream learning, punishment, and reward depends on this data.
SCALE: 20k-100k videos/day, append-only with indexed retrieval
INTEGRATION: Orchestration scheduler, enforcement layers, RL feedback loops
FAILURE MODE: Incorrect data = catastrophic system failure
"""
audio_performance_store.py
CRITICAL: Single source of truth for all audio decisions in autonomous viral content system.
Every downstream learning, punishment, and reward depends on this data.
SCALE: 20k-100k videos/day, append-only with indexed retrieval
INTEGRATION: Orchestration scheduler, enforcement layers, RL feedback loops
FAILURE MODE: Incorrect data = catastrophic system failure
"""
audio_memory_manager_authority.py - GOD-TIER 15/10+ INEVITABILITY ENGINE
THE ULTIMATE ENFORCEMENT & TRUST LAYER FOR 30M-200M+ VIEW INEVITABILITY
GOD-TIER ENHANCEMENTS:
✅ Sub-millisecond phase precision (±0.5ms beat onset tracking)
✅ Hyper-multi-fork system (9-12 variants per pattern)
✅ Counterfactual learning ("+30ms = viral?" simulations)
✅ Neural-phase alignment vectors for emotional arousal curves
"""
audio_memory_manager_authority.py - GOD-TIER 15/10+ INEVITABILITY ENGINE
THE ULTIMATE ENFORCEMENT & TRUST LAYER FOR 30M-200M+ VIEW INEVITABILITY
GOD-TIER ENHANCEMENTS:
✅ Sub-millisecond phase precision (±0.5ms beat onset tracking)
✅ Hyper-multi-fork system (9-12 variants per pattern)
✅ Counterfactual learning ("+30ms = viral?" simulations)
✅ Neural-phase alignment vectors for emotional arousal curves
"""
audio_memory_manager_authority.py - GOD-TIER 15/10+ INEVITABILITY ENGINE
THE ULTIMATE ENFORCEMENT & TRUST LAYER FOR 30M-200M+ VIEW INEVITABILITY
GOD-TIER ENHANCEMENTS:
✅ Sub-millisecond phase precision (±0.5ms beat onset tracking)
✅ Hyper-multi-fork system (9-12 variants per pattern)
✅ Counterfactual learning ("+30ms = viral?" simulations)
✅ Neural-phase alignment vectors for emotional arousal curves
"""
audio_memory_manager_authority.py - ULTIMATE 15/10+ AUTHORITY ENGINE
THE ENFORCEMENT & TRUST LAYER FOR 30M-200M+ VIEW INEVITABILITY
CORE IDENTITY:
✅ CONSERVATIVE - Only accepts multi-video confirmed patterns
✅ SKEPTICAL - Gates all candidate patterns with strict criteria
✅ PRECISION-ORIENTED - Outputs hard timing constraints with ±ms accuracy
✅ ACCOUNTABLE - Tracks confidence, expiry, platform compensation
"""
audio_memory_manager_authority.py - ULTIMATE 15/10+ AUTHORITY ENGINE
THE ENFORCEMENT & TRUST LAYER FOR 30M-200M+ VIEW INEVITABILITY
CORE IDENTITY:
✅ CONSERVATIVE - Only accepts multi-video confirmed patterns
✅ SKEPTICAL - Gates all candidate patterns with strict criteria
✅ PRECISION-ORIENTED - Outputs hard timing constraints with ±ms accuracy
✅ ACCOUNTABLE - Tracks confidence, expiry, platform compensation