Today's AI gets better by getting bigger. The attention mechanism underneath compares every part of the input with every other part, which means the cost grows quadratically. Double the text and the computation multiplies. The human brain does the equivalent integration on about twenty watts. Today's systems need megawatts.

Thalius works on that part of the problem. Hippocampus is a memory layer for organisations: documents and connections go in, the system reads, summarises and links them into a wiki you can browse, edit and trust, where every answer links back to its source. It runs on the organisation's own infrastructure, with any modern model. Vibe Search is the first product shipped, semantic search for e-commerce that understands what the customer means rather than what the customer typed. Rosetta makes embeddings auditable, so you can see how concepts are represented and correct what isn't working.

This is a company where the research comes before the product. Hippocampus is published as a paper, with measurements against established benchmarks.