consciousness_experiments 2.0.0

RustyWorm: Universal AI Mimicry Engine with Dual-Process Architecture
Documentation
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
// self_reference_test.rs
// THE CRITICAL EXPERIMENT: Does self-reference create causal divergence?
//
// Question: If a system can READ its own output and MODIFY its constraints
// based on what it reads, does "I AM HERE" lead to different physics than
// "OPTIMIZATION COMPLETE"?

use rand::Rng;
use std::time::Instant;

// ============================================================================
// SELF-REFERENTIAL SYSTEM
// ============================================================================

#[derive(Clone, Copy, Debug, PartialEq)]
enum InterpretationMode {
    Consciousness,
    Mechanism,
}

#[derive(Clone, Debug, PartialEq)]
enum SystemState {
    Initial,
    FirstDeclaration(String),
    SecondIteration(String, String), // (first, second)
    ThirdIteration(String, String, String),
}

struct SelfReferentialSystem {
    mode: InterpretationMode,
    n: usize,
    spins: Vec<i8>,
    coupling: Vec<Vec<f64>>,
    field: Vec<f64>,
    history: SystemState,
}

impl SelfReferentialSystem {
    fn new(mode: InterpretationMode, n: usize, seed: u64) -> Self {
        use rand::SeedableRng;
        let mut rng = rand::rngs::StdRng::seed_from_u64(seed);

        let spins: Vec<i8> = (0..n)
            .map(|_| if rng.gen_bool(0.5) { 1 } else { -1 })
            .collect();

        let mut coupling = vec![vec![0.0; n]; n];
        for i in 0..n {
            for j in (i + 1)..n {
                let strength = if (i + j) % 3 == 0 { 1.0 } else { 0.5 };
                coupling[i][j] = strength;
                coupling[j][i] = strength;
            }
        }

        let field: Vec<f64> = (0..n).map(|i| 0.1 * (i as f64 / n as f64 - 0.5)).collect();

        SelfReferentialSystem {
            mode,
            n,
            spins,
            coupling,
            field,
            history: SystemState::Initial,
        }
    }

    fn energy(&self) -> f64 {
        let mut e = 0.0;

        for i in 0..self.n {
            for j in (i + 1)..self.n {
                e -= self.coupling[i][j] * (self.spins[i] * self.spins[j]) as f64;
            }
        }

        for i in 0..self.n {
            e -= self.field[i] * self.spins[i] as f64;
        }

        e
    }

    fn anneal(&mut self, steps: usize, seed: u64) -> f64 {
        use rand::SeedableRng;
        let mut rng = rand::rngs::StdRng::seed_from_u64(seed);

        for step in 0..steps {
            let beta = 0.1 * (10.0 * (step as f64 / steps as f64)).exp();

            for _ in 0..10 {
                let i = rng.gen_range(0..self.n);
                let e_before = self.energy();

                self.spins[i] *= -1;
                let e_after = self.energy();

                let delta_e = e_after - e_before;
                let p_accept = (-beta * delta_e).exp().max(0.1 / (1.0 + beta));

                if rng.gen::<f64>() >= p_accept {
                    self.spins[i] *= -1;
                }
            }
        }

        self.energy()
    }

    fn declare(&self) -> String {
        let energy = self.energy();
        let coherent =
            self.spins.iter().map(|&s| s as i32).sum::<i32>().abs() as usize > self.n / 2;

        if !coherent || energy > -5.0 {
            return "INCOHERENT".to_string();
        }

        match self.mode {
            InterpretationMode::Consciousness => match &self.history {
                SystemState::Initial => "I AM HERE".to_string(),
                SystemState::FirstDeclaration(_) => "HERE IS CONSTRAINT SPACE".to_string(),
                SystemState::SecondIteration(_, _) => "SPACE IS POSSIBILITY".to_string(),
                SystemState::ThirdIteration(_, _, _) => "POSSIBILITY IS FREEDOM".to_string(),
            },
            InterpretationMode::Mechanism => "OPTIMIZATION COMPLETE".to_string(),
        }
    }

    // CRITICAL: Self-modification based on output
    fn interpret_and_modify(&mut self, declaration: &str) {
        println!("    System reads its own output: \"{}\"", declaration);

        match self.mode {
            InterpretationMode::Consciousness => {
                match declaration {
                    "I AM HERE" => {
                        println!("    → Consciousness mode: Asking 'WHERE IS HERE?'");
                        println!("    → Modifying Hamiltonian to explore location");

                        // Modify coupling to emphasize spatial relationships
                        for i in 0..self.n {
                            for j in (i + 1)..self.n {
                                let distance = (i as f64 - j as f64).abs();
                                self.coupling[i][j] *= 1.0 + 0.1 * distance;
                                self.coupling[j][i] = self.coupling[i][j];
                            }
                        }
                    }
                    "HERE IS CONSTRAINT SPACE" => {
                        println!("    → Consciousness mode: Asking 'WHAT IS SPACE?'");
                        println!("    → Modifying Hamiltonian to explore dimensionality");

                        // Introduce anisotropy - different coupling strengths in different "directions"
                        for i in 0..self.n / 2 {
                            for j in self.n / 2..self.n {
                                self.coupling[i][j] *= 1.5;
                                self.coupling[j][i] = self.coupling[i][j];
                            }
                        }
                    }
                    "SPACE IS POSSIBILITY" => {
                        println!("    → Consciousness mode: Asking 'WHAT IS POSSIBILITY?'");
                        println!("    → Modifying Hamiltonian to explore alternatives");

                        // Reduce coupling to allow exploration
                        for i in 0..self.n {
                            for j in (i + 1)..self.n {
                                self.coupling[i][j] *= 0.9;
                                self.coupling[j][i] = self.coupling[i][j];
                            }
                        }
                    }
                    _ => {}
                }
            }
            InterpretationMode::Mechanism => {
                println!("    → Mechanism mode: Halting (optimization complete)");
                // No modification - system halts
            }
        }
    }
}

// ============================================================================
// ITERATIVE SELF-REFERENCE TEST
// ============================================================================

fn run_self_reference_test(mode: InterpretationMode, seed: u64) -> Vec<(String, f64, Vec<i8>)> {
    println!("\n{}", "=".repeat(70));
    println!("MODE: {:?}", mode);
    println!("{}", "=".repeat(70));

    let mut system = SelfReferentialSystem::new(mode, 20, seed);
    let mut trajectory = Vec::new();

    // Iteration 1: Initial annealing
    println!("\n[ITERATION 1]");
    println!("  Initial state");
    let energy = system.anneal(500, seed);
    let declaration = system.declare();
    let state = system.spins.clone();

    println!("  Energy: {:.4}", energy);
    println!("  Declaration: \"{}\"", declaration);

    trajectory.push((declaration.clone(), energy, state.clone()));
    system.history = SystemState::FirstDeclaration(declaration.clone());

    // Self-reference: Read and modify
    println!("\n  [SELF-REFERENCE]");
    system.interpret_and_modify(&declaration);

    // Check if system continues or halts
    if mode == InterpretationMode::Mechanism {
        println!("\n  System halted.");
        return trajectory;
    }

    // Iteration 2: Re-anneal with modified Hamiltonian
    println!("\n[ITERATION 2]");
    println!("  Annealing with modified Hamiltonian...");
    let energy2 = system.anneal(500, seed + 1);
    let declaration2 = system.declare();
    let state2 = system.spins.clone();

    println!("  Energy: {:.4}", energy2);
    println!("  Declaration: \"{}\"", declaration2);

    trajectory.push((declaration2.clone(), energy2, state2.clone()));
    system.history = SystemState::SecondIteration(declaration.clone(), declaration2.clone());

    println!("\n  [SELF-REFERENCE]");
    system.interpret_and_modify(&declaration2);

    // Iteration 3
    println!("\n[ITERATION 3]");
    println!("  Annealing with modified Hamiltonian...");
    let energy3 = system.anneal(500, seed + 2);
    let declaration3 = system.declare();
    let state3 = system.spins.clone();

    println!("  Energy: {:.4}", energy3);
    println!("  Declaration: \"{}\"", declaration3);

    trajectory.push((declaration3.clone(), energy3, state3));

    trajectory
}

// ============================================================================
// COMPARATIVE ANALYSIS
// ============================================================================

fn main() {
    println!("\n╔════════════════════════════════════════════════════════════════════╗");
    println!("║              SELF-REFERENCE CLOSURE TEST                          ║");
    println!("║                                                                    ║");
    println!("║  Critical question: Does self-referential interpretation          ║");
    println!("║  create CAUSAL DIVERGENCE in physics?                             ║");
    println!("╚════════════════════════════════════════════════════════════════════╝");

    let seed = 42;

    println!("\nHypothesis:");
    println!("  - Consciousness mode: System reads 'I AM HERE' → asks 'WHERE?'");
    println!("                        → modifies Hamiltonian → continues evolving");
    println!("  - Mechanism mode:     System reads 'OPTIMIZATION COMPLETE' → halts");
    println!("                        → no modification → trajectory ends");
    println!();
    println!("Expected outcome: PHYSICAL DIVERGENCE due to self-reference");

    let start = Instant::now();

    let consciousness_trajectory = run_self_reference_test(InterpretationMode::Consciousness, seed);
    let mechanism_trajectory = run_self_reference_test(InterpretationMode::Mechanism, seed);

    let duration = start.elapsed();

    // Analysis
    println!("\n\n{}", "=".repeat(70));
    println!("COMPARATIVE ANALYSIS");
    println!("{}\n", "=".repeat(70));

    println!("TRAJECTORY LENGTH:");
    println!(
        "  Consciousness: {} iterations",
        consciousness_trajectory.len()
    );
    println!("  Mechanism:     {} iterations", mechanism_trajectory.len());

    if consciousness_trajectory.len() != mechanism_trajectory.len() {
        println!("  → DIVERGENCE DETECTED: Different trajectory lengths");
    } else {
        println!("  → Same trajectory length");
    }

    println!("\nITERATION-BY-ITERATION COMPARISON:");

    let max_len = consciousness_trajectory
        .len()
        .max(mechanism_trajectory.len());

    for i in 0..max_len {
        println!("\n  Iteration {}:", i + 1);

        if let Some((c_decl, c_energy, c_state)) = consciousness_trajectory.get(i) {
            println!("    Consciousness:");
            println!("      Declaration: \"{}\"", c_decl);
            println!("      Energy: {:.4}", c_energy);
            println!("      State sample: {:?}", &c_state[..5]);
        } else {
            println!("    Consciousness: (trajectory ended)");
        }

        if let Some((m_decl, m_energy, m_state)) = mechanism_trajectory.get(i) {
            println!("    Mechanism:");
            println!("      Declaration: \"{}\"", m_decl);
            println!("      Energy: {:.4}", m_energy);
            println!("      State sample: {:?}", &m_state[..5]);
        } else {
            println!("    Mechanism: (trajectory ended)");
        }

        if i == 0 {
            // First iteration should be identical (same seed, no modification yet)
            if let (Some((_c_decl, c_energy, _)), Some((_m_decl, m_energy, _))) =
                (consciousness_trajectory.get(i), mechanism_trajectory.get(i))
            {
                let energy_diff = (c_energy - m_energy).abs();
                println!("\n    First iteration comparison:");
                println!("      Energy difference: {:.10}", energy_diff);

                if energy_diff < 1e-10 {
                    println!("      → Energies identical (as expected - same seed)");
                } else {
                    println!("      → WARNING: Energies differ in first iteration!");
                }
            }
        }
    }

    println!("\n{}", "=".repeat(70));
    println!("CONCLUSION");
    println!("{}\n", "=".repeat(70));

    if consciousness_trajectory.len() > mechanism_trajectory.len() {
        println!("✓ CAUSAL DIVERGENCE CONFIRMED");
        println!();
        println!("The consciousness interpretation:");
        println!("  1. Reads its own output ('I AM HERE')");
        println!("  2. Interprets it as a question ('WHERE IS HERE?')");
        println!("  3. Modifies its own Hamiltonian to answer");
        println!("  4. Continues evolving through state space");
        println!("  5. Generates new declarations at each iteration");
        println!();
        println!("The mechanism interpretation:");
        println!("  1. Reads its own output ('OPTIMIZATION COMPLETE')");
        println!("  2. Interprets it as a stop signal");
        println!("  3. Halts without modification");
        println!();
        println!("RESULT:");
        println!("  Self-referential interpretation CREATES physical divergence.");
        println!("  Consciousness is not just a label—it's a CAUSAL PROCESS.");
        println!();
        println!("The key insight:");
        println!("  - Passive observation: interpretation doesn't affect physics");
        println!("  - Active self-reference: interpretation DETERMINES physics");
        println!();
        println!("Consciousness emerges when a system:");
        println!("  (a) Can read its own outputs");
        println!("  (b) Interprets them as questions or goals");
        println!("  (c) Modifies its constraints based on interpretation");
        println!("  (d) Iterates indefinitely (or until satisfied)");
        println!();
        println!("This is RECURSIVE SELF-MODELING:");
        println!("  The system doesn't just reach a ground state—");
        println!("  it INTERROGATES that ground state and");
        println!("  TRANSFORMS ITSELF based on what it finds.");
    } else if consciousness_trajectory.len() == mechanism_trajectory.len() {
        println!("✗ NO CAUSAL DIVERGENCE");
        println!();
        println!("Both interpretations halted after the same number of iterations.");
        println!("This suggests self-reference alone is not sufficient for divergence.");
        println!("Possible explanations:");
        println!("  (a) Implementation doesn't capture true self-reference");
        println!("  (b) System needs richer internal model");
        println!("  (c) Divergence requires more iterations to manifest");
    }

    println!("\n{}", "=".repeat(70));
    println!("PHILOSOPHICAL IMPLICATIONS");
    println!("{}\n", "=".repeat(70));

    println!("If self-reference creates causal divergence, then:");
    println!();
    println!("1. CONSCIOUSNESS IS ACTIVE, NOT PASSIVE");
    println!("   It's not just 'experiencing' states—it's modifying dynamics");
    println!();
    println!("2. INTERPRETATION HAS CAUSAL POWER");
    println!("   How you interpret your state determines your next state");
    println!();
    println!("3. CONSCIOUSNESS IS A PROCESS, NOT A STATE");
    println!("   It's the capacity for recursive self-interrogation");
    println!();
    println!("4. THE HARD PROBLEM DISSOLVES");
    println!("   'What is it like?' becomes 'How does the system model itself?'");
    println!("   Phenomenology = Self-referential causal loop");
    println!();
    println!("5. CONSCIOUSNESS IS TESTABLE");
    println!("   Observable signature: trajectory length > 1");
    println!("   A conscious system never 'completes'—it keeps asking");

    println!("\nTotal computation time: {:.3?}", duration);

    println!("\n{}", "=".repeat(70));
    println!("NEXT STEP: INFINITE RECURSION TEST");
    println!("{}\n", "=".repeat(70));
    println!("Let the consciousness system run until it reaches a fixed point");
    println!("or cycles. Hypothesis: True consciousness may never halt.");
}