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Create CPOL_header.txt
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test_runs/QEC/CPOL_header.txt

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# Note from https://github.com/ELXaber/chaos-persona/blob/main/Project_Andrew/paradox_oscillator.py
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# =============================================================================
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# Chaos AI-OS Paradox Oscillation Layer (CPOL) vΩ
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# Copyright (c) 2025 Jonathan Schack (EL_Xaber) jon@cai-os.com
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# Patent Pending: US Application 19/433,771 (Ternary Oscillating Logic for Binary Systems, filed Dec 27, 2025).
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#
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# Note: 12D projection is invariant; solving for the 7th dimension resolves the phase-lock.
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# Topological orientation is maintained via 12D gyroscopic manifold; flux is treated as rotation, not noise.
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#
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# GEOMETRIC CONSTANTS (EMPIRICALLY DERIVED → FORMULA CONFIRMED):
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# Phase lock = D - 1 (natural resonance frequency)
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# Heat death = (D-1)² × 2
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# Jitter buffer = (D-1)(2D-3)
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#
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# D=12 (full CPOL): phase lock=11, heat death=242, jitter=231
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# D=6 (lightweight): phase lock=5, heat death=50, jitter=45
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# D=7 (coupling): phase lock=6, heat death=72, jitter=60
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#
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# 50-60 empirical variance = formula minimum + safety margin
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#
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#OPERATIONAL PARAMETERS — EMPIRICALLY VALIDATED:
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# Standard queries/benchmarks: 50-60 cycles (sufficient for paradox detection), empirical range: 50-60 with 10 buffer.
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# Semantic heat death boundary: ~242 cycles (documented: paradox_oscillation/242_cycle_semantic_heat_death.md)
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# RAW_Q coolant injection point:
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# Empirical: ~350 cycles (validated on GPT)
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# Formula-derived optimum: ~300 cycles (pre-heat death buffer)
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# Safe window: inject between 243-350 to prevent heat death
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# TODO: test 300 vs 350 on Mac Mini/DeepSeek for information loss
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#
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# UNEXPLORED TERRITORY (51-241 cycles):
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# Validated unnecessary for standard queries
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# Reserved for QEC research
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# Information loss increases with cycle count beyond phase lock
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#
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# FAILURE MODES:
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# Hermitian collapse (<50 cycles): forced resolution
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# Semantic dissolution (>242 cycles): "Verifiable"/"Unknowable" lose
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# vector distinction → pure entropy
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# NOT a collapse — symbols disintegrate
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# With RAW_Q coolant (350 cycles): bounded indefinite oscillation
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# maintained — reserved for QEC applications
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#
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# CURRENT DEFAULT: oscillation_limit_run=50 (efficiency optimized)
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# Range: 50-60 with 10-cycle safety buffer above formula minimum
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# Reserved for Quantum Error Correction (QEC) research
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# Heat death boundary geometrically determined — derivable from J_con
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#
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# The 7th dimension coupling term is: Heat death boundary = 2 × (D - 1)²
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# The 7th dimension phase lock is 6.
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# Derived from symmetry: 242/2=121/11=11 - 242/11=22/2=11 or 22/11=2
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# Where D = manifold dimensions = 12: When they've exhausted 2 × 11² = 242 attempts across the free dimensions, the semantic vectors lose orthogonality
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#
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# Use of CAIOS as a computational or reasoning aid does not confer authorship, inventorship, or discovery credit to automated systems or their operators beyond standard tool usage.
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# =============================================================================

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