ruflo

๐Ÿ“ Expanded Architecture

/docs/getting-into-the-flow/expanded-architecture

RuVector Components (included with Ruflo):

ComponentPurposePerformance
SONASelf-Optimizing Pattern Learning - learns optimal routingFast adaptation
EWC++Elastic Weight Consolidation - prevents catastrophic forgettingPreserves learned patterns
Flash AttentionOptimized attention computation2-7x speedup (benchmarked)
HNSWHierarchical Navigable Small World vector searchSub-millisecond retrieval
ReasoningBankPattern storage with trajectory learningRETRIEVEโ†’JUDGEโ†’DISTILL
HyperbolicPoincare ball embeddings for hierarchical dataBetter code relationships
LoRA/MicroLoRALow-Rank Adaptation for efficient fine-tuningLightweight adaptation
Int8 QuantizationMemory-efficient weight storage~4x memory reduction
SemanticRouterSemantic task routing with cosine similarityFast intent routing
9 RL AlgorithmsQ-Learning, SARSA, A2C, PPO, DQN, Decision Transformer, etc.Task-specific learning
bash
# Use RuVector via Ruflo
npx ruflo@latest hooks intelligence --status