qwen3-8b
context · adjudicate · review gate
single node
llama-8b-2stage
pull-request review + revision
pipeline-parallel × 2 AI PCs
analyzer engine
regex scan of the added lines
deterministic tool
risk engine
merge-risk score → recommendation
deterministic tool

engineering

Code review

A pull-request diff in; a reviewed verdict out. A deterministic analyzer flags the issues and the risk rules decide whether the merge is blocked; the model triages each hit (real bug vs false positive) and drafts the review, with a human as the final approver. Source code is crown-jewel IP: the kind of leak that has triggered enterprise bans, and that ITAR/CMMC work cannot send to a cloud assistant. Here every token is served on-prem.
pre-warming the mesh (qwen + 2-stage chain)…

The case