🧠 @ruvector/sona
/ecosystem--integrations/ruvectorsona
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