qwen3-8b
time-entry extract · gate QA
single node
llama-8b-2stage
narrative rewrite + revision
pipeline-parallel × 2 AI PCs
compliance engine
UTBMS + privilege leak-check
deterministic tool

legal

Billing narratives

Raw, cryptic attorney time entries in; client-ready, UTBMS-compliant billing narratives out. A deterministic compliance engine (not the model) flags invalid codes, block-billing, and vague language, and guarantees that no flagged privileged or confidential term survives in the client-facing text: it re-scans the rewrite and any survivor fails the gate closed. The on-prem story: attorney work product (client names, settlement figures, litigation strategy) never leaves the firm.
pre-warming the mesh (qwen + 2-stage chain)…

The case