R&D

Technical write-ups from the team building Aryma AI — how our retrieval, evaluation, and agent systems actually work, and where they don't.

This section covers the applied AI behind our products: retrieval, evaluation and agent design, with the reasoning shown alongside the results. Our retrieval-based domain router write-up explains how we route a question across marketing mix modeling, experimentation and causal inference corpora by treating retrieval itself as the classifier. Retrieval is the core of MMMGPT, our RAG-based AI trained on a decade of marketing mix modeling knowledge, which answers with sourced, grounded responses.