qwen3-8b
extract · classify · code · gate
single node
llama-8b-2stage
clinician + patient docs
pipeline-parallel × 2 AI PCs
scheduling
local slot inventory
deterministic tool

healthcare

Clinical referral triage

A referral letter is read, triaged against criteria with cited IDs, coded against an allowed ICD-10 list, scheduled inside SLA, and answered with clinician + patient documents drafted live on the 2-stage chain. A safety gate then checks the work before anything would reach a patient. PHI never leaves the premises.
pre-warming the mesh (qwen + 2-stage chain)…

The case