Live demo · Mempacks™

Same model. Same question. Better every pack.

Ask this food-service accounts-payable assistant a question, then swap the Mempack™ loaded on top of the base model. The weights of the base never change — each signed pack is a small delta that adds domain vocabulary, house rules, then memory. Watch the answer sharpen. How Mempacks™ work →

Loaded on the base

AP Assistant {{ activeLabel }}

{{ turn.q }}

{{ turn.a }}

Response quality
{{ activeQuality }}%

Pick a scenario below, or type your own. Then switch packs on the left to watch the same answer improve.


Only the pack changed. The naïve base is a general model with no context. v1 adds the domain's vocabulary and the invoice schema. v1.1 layers in the house rules — the three-way match and the 5–11% tax band from Live Logic. v2 adds memory: the vendor ledger, tolerances, and a recommended action with a confidence score. Each is a signed, versioned delta you can roll back — you ship the field manual, not a whole new brain.

Build a domain expert with us How we grade it honestly