qwen3-8b
extract · assess · gate
single node
llama-8b-2stage
client alert memo
pipeline-parallel × 2 AI PCs
relevance engine
jurisdiction + sector filter
deterministic tool
priority engine
severity counts → posture
deterministic tool

legal

Regulatory monitoring

A batch of regulatory bulletins in; a screened, prioritized client alert memo out. A deterministic relevance filter drops the bulletins that do not touch the client's jurisdictions or sectors, and a transparent prioritizer (not the model) sets the posture; the model rates each relevant change's materiality and drafts the memo, with a partner as the final reviewer. The on-prem story: always-on monitoring on the firm's own fleet at zero per-query cost, with the client's profile and the drafted alert never leaving the firm.
pre-warming the mesh (qwen + 2-stage chain)…

The case