@arcanea/guardian-evolution

Guardian Evolution — SONA learning, ReasoningBank, pattern extraction, and 7 RL algorithms for Guardian growth.

Install

npm install @arcanea/guardian-evolution

Usage

const { EvolutionEngine } = require('@arcanea/guardian-evolution');
const { PPO } = require('@arcanea/guardian-evolution/algorithms');
const { SONAMode } = require('@arcanea/guardian-evolution/modes');

const engine = new EvolutionEngine({
  algorithm: new PPO({ learningRate: 0.0003 }),
  mode: SONAMode.EXPLORATORY
});

// Extract patterns from Guardian activity
const patterns = await engine.extractPatterns(guardianHistory);

// Evolve the Guardian using reinforcement learning
const evolved = await engine.evolve(guardian, patterns);
console.log(evolved.fitnessScore);

API

| Export | Description | |---|---| | EvolutionEngine | Core engine driving Guardian growth cycles | | ReasoningBank | Persistent store for extracted reasoning patterns | | PatternExtractor | Extracts actionable patterns from Guardian logs |

Subpath Exports

• @arcanea/guardian-evolution/algorithms — 7 RL algorithms: PPO, DQN, A3C, SAC, TD3, REINFORCE, CMA_ES
• @arcanea/guardian-evolution/modes — SONA learning modes: SONAMode.EXPLORATORY, SONAMode.EXPLOITATIVE, SONAMode.BALANCED

License

MIT