- qwen3-8b
- intake · responsiveness · exemption review · release gate
- redaction engine
- deterministic PII detect, redact, and leak re-scan
- llama-8b-2stage
- response-letter drafting
- pipeline-parallel × 2 AI PCs
government
FOIA redaction
A FOIA request and a responsive record in; a redacted release, a Vaughn index, and a response letter out. A deterministic engine guarantees no structured PII survives the release (it re-scans the output and any leak fails the gate closed); the model augments detection and drafts the letter, with a human FOIA officer as the final reviewer. The on-prem story is anchored on IRS Pub 1075: FTI in a secured on-prem enclave is the compliant default.
pre-warming the mesh (qwen + 2-stage chain)…
The request