Automation Engine Architecture Deep Dive

Updated 2026-06-01

The automation pipeline consists of three core layers: Intention Recognition (IR), Semantic Retrieval (RAG), and Sovereign Generation.

1. Intention Recognition uses edge-deployed lightweight transformers to determine if the query requires database lookup or immediate form submission. 2. Semantic Retrieval connects exclusively to BMaiKR's isolated vector databases, ensuring multi-tenant data bleed is mathematically impossible. 3. Sovereign Generation routes the context to EU-hosted foundational models, maintaining compliance with the AI Act.