- qwen3-8b
- job extraction · fidelity drift
- single node
- llama-8b-2stage
- translation + revision
- pipeline-parallel × 2 AI PCs
- glossary engine
- firm terms of art · local scan
- deterministic tool
legal
Cross-border legal translation
A legal document in; a target-language translation with the firm's terminology pinned out. A deterministic firm glossary decides how each term of art must read, and a fidelity gate guarantees (mechanically, not by the model) that every mandated target term actually appears. The on-prem story: the source document and the glossary never leave the office, and the target languages here sit outside the coverage of Europe/Central-Asia translation tools, the class of mandate that is off-limits to cloud LLM tools.
pre-warming the mesh (qwen + 2-stage chain)…
The case