use std::time::Instant; // ============================================================================ // 1. SUBSTRATE PHYSICS ENGINE // ============================================================================ mod substrate { /// Logistic curve for resonance scoring pub fn resonance(similarity: u32) -> f32 { let x = similarity as f32; let k = 1.0; let mu = 4.0; 1.0 / (1.0 + (-k * (x - mu)).exp()) } /// Exponential decay for stability based on mutations pub fn stability(mutations: u32) -> f32 { let lambda = 0.1; (-lambda * mutations as f32).exp() } /// Measures structural smoothness vs chaotic noise pub fn coherence(data: &[u8]) -> f32 { if data.len() < 2 { return 1.0; } let mut total_diff = 0.0f32; for i in 1..data.len() { total_diff += (data[i] as f32 - data[i-1] as f32).abs(); } let avg_diff = total_diff / (data.len() - 1) as f32; let c = 1.0 - (avg_diff / 128.0); c.clamp(0.0, 1.0) } /// Sum of squared differences for neural energy pub fn neural_energy(a: &[u8], b: &[u8]) -> f32 { let len = a.len().min(b.len()); if len == 0 { return 0.0; } let mut sum = 0.0f32; for i in 0..len { let diff = a[i] as f32 - b[i] as f32; sum += diff * diff; } sum / len as f32 } } // ============================================================================ // 2. DECLARATIVE SUBSTRATE EVALUATOR (The Inference Engine) // ============================================================================ mod evaluator { use super::substrate; #[derive(Clone)] pub struct Node { pub id: usize, pub value: f32, pub coherence: f32, pub stability: f32, pub edges: Vec, } pub struct Graph { pub nodes: Vec, pub epoch: u32, } impl Graph { pub fn new() -> Self { Self { nodes: Vec::new(), epoch: 0 } } pub fn add_node(&mut self, val: f32) -> usize { let id = self.nodes.len(); self.nodes.push(Node { id, value: val, coherence: 1.0, stability: 1.0, edges: Vec::new() }); id } pub fn connect(&mut self, a: usize, b: usize) { self.nodes[a].edges.push(b); self.nodes[b].edges.push(a); } } /// The Convergence Loop: Replaces fetch-decode-execute with topological equilibrium. pub fn evaluate(graph: &mut Graph, max_epochs: u32) -> bool { let threshold = 0.01; for _ in 0..max_epochs { let mut max_delta = 0.0f32; // Phase 1: Propagate and Relax let mut new_values = vec![0.0; graph.nodes.len()]; for i in 0..graph.nodes.len() { let node = &graph.nodes[i]; if node.edges.is_empty() { new_values[i] = node.value; continue; } let mut sum = 0.0; let mut weight_total = 0.0; for &edge in &node.edges { let target = &graph.nodes[edge]; // Weighted by resonance of their values let sim = if (node.value - target.value).abs() < 10.0 { 5 } else { 0 }; let w = substrate::resonance(sim); sum += target.value * w; weight_total += w; } new_values[i] = if weight_total > 0.0 { sum / weight_total } else { node.value }; } // Phase 2: Apply and check convergence for i in 0..graph.nodes.len() { let delta = (new_values[i] - graph.nodes[i].value).abs(); if delta > max_delta { max_delta = delta; } graph.nodes[i].value = new_values[i]; // Decay stability if incoherent graph.nodes[i].stability *= 0.99; } graph.epoch += 1; if max_delta < threshold { return true; // Converged } } false // Max epochs reached } } // ============================================================================ // EXPERIMENT: THE $"0" SUBSTRATE COOLING PROTOCOL // ============================================================================ fn main() { println!(" ███████╗██╗ ██╗██████╗ ██████╗ ██╔════╝╚██╗ ██║██╔══██╗██╔═══██╗ █████╗ ╚██╗ ██║██████╔╝██║ ██║ ██╔══╝ ╚██╗ ██║██╔═══╝ ██║ ██║ ███████╗ ╚████╔╝ ██║ ╚██████╔╝ ╚══════╝ ╚═══╝ ╚═╝ ╚═════╝ [EXPERIMENT] $\"0\" TENSION RESOLUTION"); // ========================================================================= // PHASE 1: GENERATE HIGH-TENSION STATE (The Problem) // ========================================================================= println!(" --- PHASE 1: HIGH-TENSION STATE DETECTED ---"); let mut graph = evaluator::Graph::new(); // Two highly conflicting symbolic concepts (Extreme Tension) let node_a = graph.add_node(100.0); // Concept A (Extreme Positive) let node_b = graph.add_node(-100.0); // Concept B (Extreme Negative) // They are forced to interact, creating massive Neural Energy (Tension) graph.connect(node_a, node_b); let initial_tension = substrate::neural_energy( &[graph.nodes[node_a].value as u8], &[graph.nodes[node_b].value as u8] ); println!("Node A (Volatile) : {:.2}", graph.nodes[node_a].value); println!("Node B (Volatile) : {:.2}", graph.nodes[node_b].value); println!("System Tension : {:.2} (CRITICAL: Dissonance High)", initial_tension); println!("System Stability : DECAYING (Mutation Sickness)"); // ========================================================================= // PHASE 2: INJECT $"0" (The Null-Glyph Anchor) // ========================================================================= println!(" --- PHASE 2: INJECTING $\"0\" (NULL-GLYPH ANCHOR) ---"); // The $"0" Anchor: Value 0.0, Immutable Stability, Universal Traits let anchor_zero = graph.add_node(0.0); graph.nodes[anchor_zero].stability = 1.0; // Immune to decay graph.nodes[anchor_zero].coherence = 1.0; // Absolute structural integrity // Entangle the volatile nodes with the $"0" Anchor. graph.connect(node_a, anchor_zero); graph.connect(node_b, anchor_zero); // FIX: Escaped quotes for Rust string literal println!("> $\"0\" Anchor spawned at Node {}", anchor_zero); println!("> Entanglement bonds established. Initiating cooling loop..."); // ========================================================================= // PHASE 3: SUBSTRATE CONVERGENCE (The Resolution) // ========================================================================= println!(" --- PHASE 3: SUBSTRATE CONVERGENCE ---"); let start = Instant::now(); let converged = evaluator::evaluate(&mut graph, 50); let duration = start.elapsed(); let final_tension = substrate::neural_energy( &[graph.nodes[node_a].value as u8], &[graph.nodes[node_b].value as u8] ); println!("Status : {}", if converged { "EQUILIBRIUM REACHED" } else { "COOLING INCOMPLETE" }); println!("Epochs Run : {}", graph.epoch); println!("Time Elapsed : {:?}", duration); println!(" --- FINAL STATE (POST-$\"0\" INJECTION) ---"); println!("Node A (Cooled) : {:.2}", graph.nodes[node_a].value); println!("Node B (Cooled) : {:.2}", graph.nodes[node_b].value); println!("$\"0\" Anchor : {:.2} (Unchanged, Absolute)", graph.nodes[anchor_zero].value); println!("System Tension : {:.2} (RESOLVED: Energy dissipated into $\"0\")", final_tension); // ========================================================================= // PHASE 4: IMPERATIVE STABILITY LOCK (VM Memory) // ========================================================================= println!(" --- PHASE 4: IMPERATIVE STABILITY LOCK (VM) ---"); let mut chaotic_memory = vec![255, 12, 200, 45, 99, 10, 250]; // High noise, low coherence let initial_coherence = substrate::coherence(&chaotic_memory); println!("Initial Memory : {:?} (Chaotic)", chaotic_memory); println!("Initial Coherence : {:.4} (Low)", initial_coherence); // THE $"0" PROTOCOL: Fill with constant 0 and SEAL the region. for byte in chaotic_memory.iter_mut() { *byte = 0; } let final_coherence = substrate::coherence(&chaotic_memory); println!("Post-$\"0\" Memory : {:?} (Grounded)", chaotic_memory); println!("Final Coherence : {:.4} (Absolute)", final_coherence); println!("Stability Status : LOCKED (Mutations halted, decay prevented)"); println!(" [SYSTEM] $\"0\" Protocol Complete. Tension resolved. Stability secured."); }