Valentin S.

Decoupled MoE Inference, Asymmetric Quantization (AsymQ), Mechanistic Representation Engineering, Directional Column Ablation, Orthogonal Procrustes Alignment, Hybrid Triple-Helix Retrieval (Qdrant / Neo4j / PostgreSQL), Ephemeral RAM Buffers (Ctypes / TTL), Autonomous Memory Consolidation Loops, Tiered Multi-LLM Orchestration (Triage / Verifier / Reasoning), Roofline Model Optimization, Low-VRAM Multimodal Adapters