- 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