#!/usr/bin/env python3 """ Unified Metaprobe Stack Collapse Collapses metaprobe functionality across all NES systems into one unified stack. Systems to integrate: 1. NES GCL Square Wave Compression 2. NES OISC GCL LUT Architecture (JTAG) 3. Unified Shader GCL Audio Stack 4. Unified Cartridge Controller Stack (1-Wire UART) 5. Topological NanoKernel UART Stack 6. NES Sound Line DSP Math Unified Metaprobe Protocol: - Single metaprobe engine that works across all systems - Lawful signal resonance checking - Structural coherence validation - Cross-system state tracking - Unified telemetry and audit The metaprobe stack collapses into a single substrate that: - Validates data across all channels (UART, JTAG, audio lines) - Checks resonance between cartridge CPU, nanokernel, and NES - Provides unified audit trail - Enables cross-system consensus """ import struct import hashlib import math from typing import List, Tuple, Dict, Optional from dataclasses import dataclass from enum import Enum # ═══════════════════════════════════════════════════════════════════════════ # Unified Metaprobe Engine # Single metaprobe that works across all NES systems # ═══════════════════════════════════════════════════════════════════════════ class MetaprobeChannel(Enum): """Metaprobe channels across all systems""" UART_1WIRE = 0 # 1-Wire UART (cartridge-NES) JTAG_CONTROLLER = 1 # JTAG bitbanging (controller port) AUDIO_DSP = 2 # DSP math (sound lines) GCL_COMPRESSION = 3 # GCL compressed data CARTRIDGE_CPU = 4 # Cartridge SUBLEQ CPU NANOKERNEL = 5 # Nanokernel admission gate @dataclass class MetaprobeState: """Metaprobe state for a channel""" channel: MetaprobeChannel resonance_score: float structural_coherence: float entropy: float lawful: bool timestamp: float def to_bytes(self) -> bytes: """Serialize to bytes""" return struct.pack(' float: """ Check Lawful signal resonance. Resonance measures how well the data aligns with expected patterns for the specific channel type. """ if not data: return 0.0 # Channel-specific resonance checks if channel == MetaprobeChannel.UART_1WIRE: # UART: check for valid frame structure # Expect periodic patterns (start+8+stop) score = self._check_uart_resonance(data) elif channel == MetaprobeChannel.JTAG_CONTROLLER: # JTAG: check for valid TAP state transitions score = self._check_jtag_resonance(data) elif channel == MetaprobeChannel.AUDIO_DSP: # Audio DSP: check for valid audio signal patterns score = self._check_audio_resonance(data) elif channel == MetaprobeChannel.GCL_COMPRESSION: # GCL: check for valid GCL markers and patterns score = self._check_gcl_resonance(data) elif channel == MetaprobeChannel.CARTRIDGE_CPU: # Cartridge CPU: check for valid SUBLEQ patterns score = self._check_subleq_resonance(data) elif channel == MetaprobeChannel.NANOKERNEL: # Nanokernel: check for valid admission patterns score = self._check_nanokernel_resonance(data) else: score = 0.5 # Default neutral score return score def _check_uart_resonance(self, data: bytes) -> float: """Check UART frame resonance""" if len(data) < 10: return 0.3 # Check for start bit (0) and stop bit (1) patterns start_bits = sum(1 for i in range(0, len(data), 10) if i < len(data) and data[i] & 0x01 == 0) stop_bits = sum(1 for i in range(9, len(data), 10) if i < len(data) and data[i] & 0x01 == 1) expected_frames = len(data) // 10 if expected_frames == 0: return 0.0 return (start_bits + stop_bits) / (2 * expected_frames) def _check_jtag_resonance(self, data: bytes) -> float: """Check JTAG TAP state resonance""" if len(data) < 6: return 0.3 # Check for valid address patterns (little-endian addresses) valid_addresses = 0 for i in range(0, len(data) - 5, 6): addr = data[i] | (data[i+1] << 8) if 0x0000 <= addr <= 0xFFFF: valid_addresses += 1 return valid_addresses / (len(data) // 6) if len(data) >= 6 else 0.0 def _check_audio_resonance(self, data: bytes) -> float: """Check audio DSP resonance""" if len(data) < 3: return 0.3 # Check for valid audio signal parameters # Frequency should be in reasonable range, amplitude 0-1 valid_params = 0 for i in range(0, len(data) - 2, 3): freq = data[i] | (data[i+1] << 8) amp = data[i+2] / 255.0 if 100 <= freq <= 20000 and 0.0 <= amp <= 1.0: valid_params += 1 return valid_params / (len(data) // 3) if len(data) >= 3 else 0.0 def _check_gcl_resonance(self, data: bytes) -> float: """Check GCL compression resonance""" if not data: return 0.0 # Check for valid GCL markers valid_markers = sum(1 for b in data if b in [ord('D'), ord('F'), ord('P')]) # Check for reasonable entropy entropy = self._calculate_entropy(data) entropy_score = 1.0 if 0.1 < entropy < 0.9 else 0.5 return (valid_markers / len(data) + entropy_score) / 2 def _check_subleq_resonance(self, data: bytes) -> float: """Check SUBLEQ instruction resonance""" if len(data) < 6: return 0.3 # Check for valid SUBLEQ instruction patterns valid_instructions = 0 for i in range(0, len(data) - 5, 6): a = data[i] | (data[i+1] << 8) b = data[i+2] | (data[i+3] << 8) c = data[i+4] | (data[i+5] << 8) # Valid addresses and jump targets if 0x0000 <= a <= 0xFFFF and 0x0000 <= b <= 0xFFFF and 0x0000 <= c <= 0xFFFF: valid_instructions += 1 return valid_instructions / (len(data) // 6) if len(data) >= 6 else 0.0 def _check_nanokernel_resonance(self, data: bytes) -> float: """Check nanokernel admission resonance""" if not data: return 0.0 # Check for valid nanokernel patterns # Should have reasonable entropy and structural coherence entropy = self._calculate_entropy(data) coherence = self._calculate_coherence(data) return (entropy + coherence) / 2 def _calculate_entropy(self, data: bytes) -> float: """Calculate Shannon entropy""" if not data: return 0.0 byte_counts = [0] * 256 for byte in data: byte_counts[byte] += 1 entropy = 0.0 for count in byte_counts: if count > 0: p = count / len(data) entropy -= p * math.log2(p) if p > 0 else 0.0 return entropy / 8.0 def _calculate_coherence(self, data: bytes) -> float: """Calculate structural coherence""" if len(data) < 2: return 0.0 # Check for smooth transitions (small deltas) deltas = 0 smooth_transitions = 0 for i in range(len(data) - 1): delta = abs(data[i] - data[i+1]) deltas += delta if delta < 32: smooth_transitions += 1 if len(data) == 1: return 0.0 return smooth_transitions / (len(data) - 1) def audit_channel(self, data: bytes, channel: MetaprobeChannel) -> MetaprobeState: """Audit a channel and return metaprobe state""" resonance = self.check_resonance(data, channel) coherence = self._calculate_coherence(data) entropy = self._calculate_entropy(data) lawful = resonance >= self.threshold and coherence >= self.threshold state = MetaprobeState( channel=channel, resonance_score=resonance, structural_coherence=coherence, entropy=entropy, lawful=lawful, timestamp=0.0 # Would be real timestamp ) # Store state self.states[channel].append(state) # Log audit self.audit_log.append(f"[{channel.name}] resonance={resonance:.3f} lawful={lawful}") return state def get_unified_audit(self) -> Dict[str, float]: """Get unified audit across all channels""" audit = {} for channel, states in self.states.items(): if states: avg_resonance = sum(s.resonance_score for s in states) / len(states) avg_coherence = sum(s.structural_coherence for s in states) / len(states) lawful_count = sum(1 for s in states if s.lawful) audit[channel.name] = { 'resonance': avg_resonance, 'coherence': avg_coherence, 'lawful_rate': lawful_count / len(states) } return audit # ═══════════════════════════════════════════════════════════════════════════ # Cross-System Metaprobe Collapse # Integrate metaprobe across all NES systems # ═══════════════════════════════════════════════════════════════════════════ class CrossSystemMetaprobeCollapse: """Collapses metaprobe across all NES systems""" def __init__(self): self.metaprobe = UnifiedMetaprobe() self.system_states: Dict[str, Dict] = {} def audit_system(self, system_name: str, data: bytes, channel: MetaprobeChannel): """Audit a specific system""" state = self.metaprobe.audit_channel(data, channel) if system_name not in self.system_states: self.system_states[system_name] = {} self.system_states[system_name][channel.name] = { 'resonance': state.resonance_score, 'coherence': state.structural_coherence, 'entropy': state.entropy, 'lawful': state.lawful } def collapse_to_unified_state(self) -> Dict: """Collapse all systems into unified metaprobe state""" unified = { 'total_channels': len(MetaprobeChannel), 'unified_audit': self.metaprobe.get_unified_audit(), 'system_states': self.system_states, 'overall_lawful_rate': 0.0, 'overall_resonance': 0.0 } # Calculate overall metrics total_states = sum(len(states) for states in self.metaprobe.states.values()) if total_states > 0: lawful_count = sum(1 for states in self.metaprobe.states.values() for s in states if s.lawful) unified['overall_lawful_rate'] = lawful_count / total_states avg_resonance = sum(s.resonance_score for states in self.metaprobe.states.values() for s in states) / total_states unified['overall_resonance'] = avg_resonance return unified # ═══════════════════════════════════════════════════════════════════════════ # Test / Demo # ═══════════════════════════════════════════════════════════════════════════ def run_test(): """Run unified metaprobe collapse test""" print("=" * 70) print("UNIFIED METAPROBE STACK COLLAPSE") print("=" * 70) print("\n[*] Collapsing metaprobe across all NES systems:") print(" - NES GCL Square Wave Compression") print(" - NES OISC GCL LUT Architecture (JTAG)") print(" - Unified Shader GCL Audio Stack") print(" - Unified Cartridge Controller Stack (1-Wire UART)") print(" - Topological NanoKernel UART Stack") print(" - NES Sound Line DSP Math") collapse = CrossSystemMetaprobeCollapse() # Audit each system print("\n[*] Auditing systems...") # UART data uart_data = bytes([0x00, 0x10, 0x0F, 0x10, 0x20, 0x0E, 0x20, 0x30, 0x0D, 0x30]) collapse.audit_system("UART_1WIRE", uart_data, MetaprobeChannel.UART_1WIRE) print(" UART_1WIRE: audited") # JTAG data jtag_data = bytes([0x00, 0x03, 0x00, 0x04, 0x00, 0x05, 0x00, 0x06, 0x00, 0x07, 0x00, 0x08]) collapse.audit_system("JTAG_CONTROLLER", jtag_data, MetaprobeChannel.JTAG_CONTROLLER) print(" JTAG_CONTROLLER: audited") # Audio DSP data audio_data = bytes([0x00, 0x10, 0x0F, 0x10, 0x20, 0x0E, 0x20, 0x30, 0x0D]) collapse.audit_system("AUDIO_DSP", audio_data, MetaprobeChannel.AUDIO_DSP) print(" AUDIO_DSP: audited") # GCL data gcl_data = bytes([ord('D'), 0x01, 0x02, 0x01, 0x00, ord('F'), 0x00, 0x10, 0x0F, 0x00]) collapse.audit_system("GCL_COMPRESSION", gcl_data, MetaprobeChannel.GCL_COMPRESSION) print(" GCL_COMPRESSION: audited") # SUBLEQ data subleq_data = bytes([0x00, 0x00, 0x00, 0x10, 0x00, 0x00, 0x00, 0x20, 0x00, 0x00, 0x00, 0x30]) collapse.audit_system("CARTRIDGE_CPU", subleq_data, MetaprobeChannel.CARTRIDGE_CPU) print(" CARTRIDGE_CPU: audited") # Nanokernel data nk_data = bytes([0x69, 0x33, 0x06, 0xd9, 0xcb, 0x68, 0x7e, 0x87]) collapse.audit_system("NANOKERNEL", nk_data, MetaprobeChannel.NANOKERNEL) print(" NANOKERNEL: audited") # Collapse to unified state print("\n[*] Collapsing to unified state...") unified = collapse.collapse_to_unified_state() print("\n[*] Unified Audit:") for channel, metrics in unified['unified_audit'].items(): print(f" {channel}:") print(f" Resonance: {metrics['resonance']:.3f}") print(f" Coherence: {metrics['coherence']:.3f}") print(f" Lawful Rate: {metrics['lawful_rate']:.3f}") print(f"\n[*] Overall Metrics:") print(f" Total Channels: {unified['total_channels']}") print(f" Overall Lawful Rate: {unified['overall_lawful_rate']:.3f}") print(f" Overall Resonance: {unified['overall_resonance']:.3f}") print("\n" + "=" * 70) print("METAPROBE COLLAPSE COMPLETE") print("=" * 70) print("\n[*] Single metaprobe engine across all NES systems") print("[*] Unified resonance checking and structural coherence") print("[*] Cross-system state tracking and audit trail") if __name__ == "__main__": run_test()