🧠 @ruvector/sona

SONA provides runtime-adaptive learning with minimal overhead:

typescript
import { SONA } from '@ruvector/sona';

const sona = new SONA({
  enableLoRA: true,       // Low-rank adaptation
  enableEWC: true,        // Elastic Weight Consolidation
  learningRate: 0.001
});

// Start learning trajectory
const trajectory = sona.startTrajectory('task-123');

// Record steps during execution
trajectory.recordStep({
  type: 'observation',
  content: 'Found authentication bug'
});
trajectory.recordStep({
  type: 'action',
  content: 'Applied JWT validation fix'
});

// Complete trajectory with verdict
await trajectory.complete('success');

// EWC++ consolidation (prevents forgetting)
await sona.consolidate();

Features:

• LoRA: Low-rank adaptation for efficient fine-tuning
• EWC++: Prevents catastrophic forgetting
• ReasoningBank: Pattern storage with similarity search
• Sub-millisecond: sub-millisecond pattern matching overhead