qwen3-8b
extract · adjudicate · media · gate
single node
llama-8b-2stage
MLRO compliance memo
pipeline-parallel × 2 AI PCs
screening
fuzzy watchlist alignment
deterministic tool
risk rules
scored in code, not by the LLM
deterministic tool

finance

KYC onboarding + AML screening

An onboarding application is extracted, screened against a watchlist with fuzzy name-alignment, hits are adjudicated with written rationale, adverse media is filtered for namesakes, risk is scored by deterministic rules (the LLM never decides risk), and the MLRO memo is drafted on the 2-stage chain behind a policy gate. Customer PII never leaves the institution.
pre-warming the mesh (qwen + 2-stage chain)…

The case