A hierarchical semantic retrieval system that clusters 203 research-paper embeddings into a multi-level K-Means tree and answers natural language queries via beam-search traversal.
You type a message → Router classifies intent (heuristic or LLM-based) → Dispatched to the right model + tool scope → Model calls tools in parallel (SSH, HA, vault, web) → Results synthesized into a ...