What it is
Single-pass typed decision engine for text/JSON that routes across English and multilingual checkpoints. Returns labels, scores, or calibrated booleans without generation. Answer typed questions over text, emails, tickets, or JSON in one forward pass, with automatic routing to English, multilingual, or fine-tuned decision checkpoints and confidence-bearing outputs.
Key results
- 32.8 ms for 1 question; 72.3 ms for 10 on a T4
- Router reaches 45/51 usable languages; English-only model gets 23/51
- Typed-decisions checkpoint scores 0.766 vs published Jev 0.727
Shows that many production decision workflows can be handled by non-generative, single-pass classifiers with useful confidence estimates.