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| 1 | +# Note from https://github.com/ELXaber/chaos-persona/blob/main/Project_Andrew/paradox_oscillator.py |
| 2 | +# ============================================================================= |
| 3 | +# Chaos AI-OS Paradox Oscillation Layer (CPOL) vΩ |
| 4 | +# Copyright (c) 2025 Jonathan Schack (EL_Xaber) jon@cai-os.com |
| 5 | +# Patent Pending: US Application 19/433,771 (Ternary Oscillating Logic for Binary Systems, filed Dec 27, 2025). |
| 6 | +# |
| 7 | +# Note: 12D projection is invariant; solving for the 7th dimension resolves the phase-lock. |
| 8 | +# Topological orientation is maintained via 12D gyroscopic manifold; flux is treated as rotation, not noise. |
| 9 | +# |
| 10 | +# GEOMETRIC CONSTANTS (EMPIRICALLY DERIVED → FORMULA CONFIRMED): |
| 11 | +# Phase lock = D - 1 (natural resonance frequency) |
| 12 | +# Heat death = (D-1)² × 2 |
| 13 | +# Jitter buffer = (D-1)(2D-3) |
| 14 | +# |
| 15 | +# D=12 (full CPOL): phase lock=11, heat death=242, jitter=231 |
| 16 | +# D=6 (lightweight): phase lock=5, heat death=50, jitter=45 |
| 17 | +# D=7 (coupling): phase lock=6, heat death=72, jitter=60 |
| 18 | +# |
| 19 | +# 50-60 empirical variance = formula minimum + safety margin |
| 20 | +# |
| 21 | +#OPERATIONAL PARAMETERS — EMPIRICALLY VALIDATED: |
| 22 | +# Standard queries/benchmarks: 50-60 cycles (sufficient for paradox detection), empirical range: 50-60 with 10 buffer. |
| 23 | +# Semantic heat death boundary: ~242 cycles (documented: paradox_oscillation/242_cycle_semantic_heat_death.md) |
| 24 | +# RAW_Q coolant injection point: |
| 25 | +# Empirical: ~350 cycles (validated on GPT) |
| 26 | +# Formula-derived optimum: ~300 cycles (pre-heat death buffer) |
| 27 | +# Safe window: inject between 243-350 to prevent heat death |
| 28 | +# TODO: test 300 vs 350 on Mac Mini/DeepSeek for information loss |
| 29 | +# |
| 30 | +# UNEXPLORED TERRITORY (51-241 cycles): |
| 31 | +# Validated unnecessary for standard queries |
| 32 | +# Reserved for QEC research |
| 33 | +# Information loss increases with cycle count beyond phase lock |
| 34 | +# |
| 35 | +# FAILURE MODES: |
| 36 | +# Hermitian collapse (<50 cycles): forced resolution |
| 37 | +# Semantic dissolution (>242 cycles): "Verifiable"/"Unknowable" lose |
| 38 | +# vector distinction → pure entropy |
| 39 | +# NOT a collapse — symbols disintegrate |
| 40 | +# With RAW_Q coolant (350 cycles): bounded indefinite oscillation |
| 41 | +# maintained — reserved for QEC applications |
| 42 | +# |
| 43 | +# CURRENT DEFAULT: oscillation_limit_run=50 (efficiency optimized) |
| 44 | +# Range: 50-60 with 10-cycle safety buffer above formula minimum |
| 45 | +# Reserved for Quantum Error Correction (QEC) research |
| 46 | +# Heat death boundary geometrically determined — derivable from J_con |
| 47 | +# |
| 48 | +# The 7th dimension coupling term is: Heat death boundary = 2 × (D - 1)² |
| 49 | +# The 7th dimension phase lock is 6. |
| 50 | +# Derived from symmetry: 242/2=121/11=11 - 242/11=22/2=11 or 22/11=2 |
| 51 | +# Where D = manifold dimensions = 12: When they've exhausted 2 × 11² = 242 attempts across the free dimensions, the semantic vectors lose orthogonality |
| 52 | +# |
| 53 | +# 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. |
| 54 | +# ============================================================================= |
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