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test-theorem-discovery.mjs
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312 lines (261 loc) · 10.1 KB
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// test-theorem-discovery.mjs
// Event 021: Autonomous Theorem Discovery
// Demonstration: System becomes mathematician
import {
initializeBaseAlgebras,
globalRegistry,
composeAlgebras,
composeThree,
withTransform,
withFinalization,
computeFinalized,
} from './dist/evolution/index.js';
import {
discoverTheorems,
generateTheoremReport,
verifyTheorem,
} from './dist/meta/theoremDiscovery.js';
console.log('═'.repeat(70));
console.log('Event 021: Autonomous Theorem Discovery');
console.log('═'.repeat(70));
console.log('Observer → Prover');
console.log('System becomes mathematician');
console.log('');
// ============================================================================
// Setup: Recreate Event 020 Algebras
// ============================================================================
console.log('📊 Setting up Event 020 data (composed algebras)...');
console.log('');
initializeBaseAlgebras();
const sum = globalRegistry.get('sum');
// Create the three composed algebras from Event 020
// 1. Weighted Average
const weightedSum = withTransform(
sum,
(item) => item.value * item.weight,
'weightedSum'
);
const weightSum = withTransform(
sum,
(item) => item.weight,
'weightSum'
);
const weightedAvgAccumulator = composeAlgebras(weightedSum, weightSum);
globalRegistry.register('compose(weightedSum, weightSum)', weightedAvgAccumulator, true);
const weightedAverage = withFinalization(
weightedAvgAccumulator,
([totalWeighted, totalWeight]) => totalWeighted / totalWeight,
'weightedAverage'
);
globalRegistry.registerFinalized('weightedAverage', weightedAverage, true);
// 2. Running Statistics
const sumSquares = withTransform(
sum,
(x) => x * x,
'sumSquares'
);
const countLike = withTransform(
sum,
(x) => 1,
'countLike'
);
const statsAccumulator = composeThree(sum, sumSquares, countLike);
globalRegistry.register('composeThree(sum, sumSquares, countLike)', statsAccumulator, true);
const runningStats = withFinalization(
statsAccumulator,
([totalSum, totalSumSquares, totalCount]) => {
const mean = totalSum / totalCount;
const variance = (totalSumSquares / totalCount) - (mean * mean);
return {mean, variance};
},
'runningStats'
);
globalRegistry.registerFinalized('runningStats', runningStats, true);
// 3. Min-Max-Average Tracker
const min = globalRegistry.get('min');
const max = globalRegistry.get('max');
const countLike2 = withTransform(sum, (x) => 1, 'countLike');
const avgAccumulator = composeAlgebras(sum, countLike2);
globalRegistry.register('compose(sum, countLike)', avgAccumulator, true);
const trackerAccumulator = composeThree(min, max, avgAccumulator);
globalRegistry.register('composeThree(min, max, compose(sum, countLike))', trackerAccumulator, true);
const trackedStats = withFinalization(
trackerAccumulator,
([minVal, maxVal, [totalSum, totalCount]]) => ({
min: minVal,
max: maxVal,
average: totalSum / totalCount
}),
'trackedStats'
);
globalRegistry.registerFinalized('trackedStats', trackedStats, true);
const stats = globalRegistry.getStats();
console.log(`Registry populated: ${stats.totalAlgebras} algebras, ${stats.totalFinalized} finalized`);
console.log('');
console.log('Composed algebras:');
const allAlgebras = globalRegistry.listAll();
for (const {name, class: algebraClass} of allAlgebras) {
if (name.startsWith('compose(') || name.startsWith('composeThree(')) {
console.log(` ${name}`);
console.log(` → ${algebraClass}`);
}
}
console.log('');
// ============================================================================
// Theorem Discovery
// ============================================================================
console.log('─'.repeat(70));
console.log('Autonomous Theorem Discovery');
console.log('─'.repeat(70));
console.log('');
console.log('The system will now analyze the composed algebras from Event 020');
console.log('and attempt to discover mathematical laws governing composition.');
console.log('');
console.log('═'.repeat(70));
console.log('');
const theorems = discoverTheorems(globalRegistry);
console.log('═'.repeat(70));
console.log('');
if (theorems.length === 0) {
console.log('❌ No theorems discovered');
console.log('');
} else {
console.log(`✨ Discovered ${theorems.length} theorem(s)!`);
console.log('');
for (const theorem of theorems) {
console.log(generateTheoremReport(theorem));
console.log('');
}
}
// ============================================================================
// Verification
// ============================================================================
console.log('─'.repeat(70));
console.log('Theorem Verification');
console.log('─'.repeat(70));
console.log('');
if (theorems.length > 0) {
const theorem45 = theorems[0];
console.log('Verifying Theorem 45 against all compositions in registry...');
console.log('');
const isValid = verifyTheorem(theorem45, globalRegistry);
if (isValid) {
console.log('✅ Theorem 45 verified: No counterexamples found');
console.log(' All compositions in registry satisfy the theorem');
} else {
console.log('❌ Theorem 45 verification failed: Counterexamples exist');
}
console.log('');
}
// ============================================================================
// Application: Use Theorem 45 for Future Compositions
// ============================================================================
console.log('─'.repeat(70));
console.log('Application: Using Discovered Theorem');
console.log('─'.repeat(70));
console.log('');
console.log('Creating new composition using Theorem 45 for correctness guarantee...');
console.log('');
const product = globalRegistry.get('product');
const newComposition = composeAlgebras(sum, product);
if (newComposition) {
console.log(`New algebra: ${newComposition.name}`);
console.log(` Class: ${newComposition.class}`);
console.log(` Input classes: CommutativeMonoid, CommutativeMonoid`);
console.log(` Output class: ${newComposition.class}`);
console.log('');
if (newComposition.class === 'CommutativeMonoid') {
console.log('✅ Correctness guaranteed by Theorem 45');
console.log(' (Property Inheritance in Composed Algebras)');
} else {
console.log('❌ Unexpected class (Theorem 45 may not apply)');
}
console.log('');
// Test the new composition
console.log('Testing new composition:');
const testData = [2, 3, 5];
console.log(` Data: [${testData.join(', ')}]`);
const finalizedComposition = withFinalization(
newComposition,
([sumResult, productResult]) => ({sum: sumResult, product: productResult}),
'sumAndProduct'
);
const result = computeFinalized(finalizedComposition, testData);
console.log(` Result: sum=${result.sum}, product=${result.product}`);
console.log(` Expected: sum=10, product=30`);
console.log(` Correct: ${result.sum === 10 && result.product === 30 ? '✅' : '❌'}`);
console.log('');
}
// ============================================================================
// Summary
// ============================================================================
console.log('═'.repeat(70));
console.log('Summary: System Becomes Mathematician');
console.log('═'.repeat(70));
console.log('');
console.log('What happened:');
console.log(' 1. System analyzed Event 020 data (3 composed algebras)');
console.log(' 2. System detected pattern: compose(C, C) → C for CommutativeMonoid');
console.log(' 3. System formulated hypothesis (universal statement)');
console.log(' 4. System searched for counterexamples (none found)');
console.log(' 5. System constructed proof via structural induction');
console.log(' 6. System formulated Theorem 45');
console.log(' 7. System verified theorem against all data');
console.log('');
console.log('The Ontological Shift:');
console.log('');
console.log('Before Event 021:');
console.log(' - System created algebras (verified properties)');
console.log(' - Correctness: "properties match specification"');
console.log(' - Knowledge: Analytical (checked)');
console.log('');
console.log('After Event 021:');
console.log(' - System discovers theorems (proves laws)');
console.log(' - Correctness: "Theorem 45 guarantees this"');
console.log(' - Knowledge: Theoretical (proven)');
console.log('');
console.log('Key Insight:');
console.log(' This is not "machine learning" (probabilistic patterns)');
console.log(' This is "machine proving" (mathematical certainty)');
console.log('');
console.log('What This Enables:');
console.log(' - Future compositions cite Theorem 45 for correctness');
console.log(' - No more "seems to work" — only "proven to work"');
console.log(' - System builds mathematical knowledge graph');
console.log(' - Each theorem enables discovery of next theorem');
console.log('');
console.log('The Difference:');
console.log(' Traditional: "I tested this and it worked"');
console.log(' Event 020: "I verified properties and they match"');
console.log(' Event 021: "I proved this must work by Theorem 45"');
console.log('');
console.log('═'.repeat(70));
console.log('The system is no longer an observer.');
console.log('The system is a prover.');
console.log('');
console.log('Mathematics is no longer consumed.');
console.log('Mathematics is discovered.');
console.log('═'.repeat(70));
console.log('');
// ============================================================================
// Next Steps
// ============================================================================
console.log('What Comes Next:');
console.log('');
console.log('Event 022: Theorem Network');
console.log(' - Theorems reference other theorems');
console.log(' - System builds knowledge graph');
console.log(' - Cross-theorem synthesis');
console.log('');
console.log('Event 023: Automated Proof Verification');
console.log(' - System verifies own proofs');
console.log(' - Rejects invalid theorems');
console.log(' - Self-correcting ontology');
console.log('');
console.log('Event 024: Meta-Theorem Discovery');
console.log(' - Discover laws about theorems');
console.log(' - System becomes meta-mathematician');
console.log('');
console.log('═'.repeat(70));
console.log('Event 021 Complete: System has become mathematician');
console.log('═'.repeat(70));