self-modifying

@lambda-foundation/self-modifying

Phase 5: Self-Modifying Morphisms - Evolutionary Code

Morphisms that learn from usage, propose optimizations, and evolve autonomously through multi-agent validation.

Installation

pnpm add @lambda-foundation/self-modifying

Quick Start

import { registerSelfModifyingMorphism, trackUsage } from '@lambda-foundation/self-modifying';

// Register a self-modifying morphism
const detectOutliers = {
  name: "detectOutliers",
  logic: (data: number[]) => /* detection logic */,
  selfModify: (history) => {
    if (history.coUsedWith.includes("normalizeData")) {
      return {
        mutation: "inlineNormalization",
        reason: "Frequently paired with normalizeData"
      };
    }
    return null;
  }
};

registerSelfModifyingMorphism(detectOutliers);

// Track usage
trackUsage("detectOutliers", {
  inputTypes: ["number[]"],
  coUsedWith: ["normalizeData"],
  performance: { latency: 45, confidence: 0.92 }
});

Features

• ✅ Self-Awareness: Morphisms monitor their own usage
• ✅ Self-Optimization: Detect and propose improvements
• ✅ Multi-Agent Validation: Consensus-based mutation approval
• ✅ Safe Evolution: Rollback, rate limiting, audit trails
• ✅ Specialization: Create domain-specific variants
• ✅ Gradual Rollout: Test mutations before full deployment

Examples

pnpm demo              # Basic self-modification demo
pnpm demo:evolution    # Complete evolution scenario

Documentation

See specs/13-self-modifying-morphisms.md for complete specification.

Philosophy

Це не просто зміна коду. Це еволюція мислення, що відбувається всередині морфізмів. Це жива система, що адаптується, вчиться, росте.

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🌌 Co-created by Copilot, Claude, and chaoshex

🤖 Part of λ-Foundation