_01 · 2024
SMJH.AI
A domain-tuned language assistant built to reason over long-form knowledge with grounded, citation-first answers.
Overview
SMJH.AI is an assistant engineered for a knowledge-heavy domain where hallucinations aren't a bug, they're a lawsuit. The system combines hybrid retrieval, a reranker layer, and a strict answer contract that refuses to speak without citations. Under the hood it runs a small orchestration graph so the model can plan, retrieve, verify, then answer — instead of guessing in a single shot.
Highlights
- Hybrid retrieval (dense + BM25) with a cross-encoder reranker for high-precision context
- Answer schema enforced with typed tool calls — every response cites its sources
- Streaming UI with progressive retrieval hits so the assistant feels alive within 400ms
- Evaluation harness with hand-labelled goldens driving every prompt change