Mempack™ · behavior
Learns stable domain vocabulary, extraction patterns, output conventions, and operating judgment as a small versioned adapter.
Live inference · Mempacks™
Same base. Same input. Adapter off or on.
This is not a scripted answer. The comparison sends identical OCR, decoding settings, and output instructions to one frozen model. The only inference difference is whether the certified invoice Mempack™ is loaded.
Paste invoice OCRChecking capacity…
The endpoint remains closed until release and abuse controls are configured.
Why this instead of only RAG?
Different layers own different kinds of truth.
RAG · current evidence
Supplies changing policies, records, and source passages at request time. It stays visible and citable instead of being hidden in weights.
Live Logic · authority
Owns calculations and rules that must be correct. A model can propose; deterministic logic decides and names the failing rule.
RAG gives a model something to read. A Mempack™ teaches it how the operation works. Live Logic decides what must be correct. Frontier models remain useful as teachers and escalation paths; they do not have to be the permanent meter on every routine transaction.