11 yesterday

Workgroup assistant on dense Qwen3-32B with THOX profiles and Knowledge Pack. 5.36 tok/s long-form, 22.61 GB footprint on a GPU host at 8,192 ctx; grounding 8/8, trap declined. Config-only, not THOX-trained. Apache-2.0.

tools thinking