Representation superintelligence

Organizations cannot see what they know.

Knowledge lives in papers, datasets, code, cells, molecules, documents and conversations, spread across systems that were never built to meet. Search returns lists. People see fragments, and agents see less.

The result is familiar to every research team: the same question answered twice, the decisive paper found too late, the pattern in the data nobody had time to look for.

Everything in one representation.

Mantis learns a representation of everything it is given. Every record is embedded across thousands of dimensions, so that distance means difference in meaning, whatever the record is.

Once everything has a place, relations become measurable and reasoning works at the scale of the whole collection. That is what gives every person and agent the whole context.

Cognitive cartography.

Maps are how people and agents read the representation. Mantis lays it out, clusters it and names it, from the whole corpus down to a single record, so the shape of a field is visible before anyone reads a word of it.

People and agents navigate the same map, with the same tools, so a finding by one is a starting point for the other.

Situational awareness for every team and every agent.

Every team knows where everything is, what is related, what changed and what matters now. Every agent works with the same awareness, inside the scope its team gives it.

Findings become shared objects, saved as bags and threads, so the organization builds on what it already learned.

Every answer traces to its evidence.

Every point on a Mantis map is a real record. Every cluster, answer and agent action traces back through the representation to the exact evidence behind it.

Nothing is a black box: anyone on the team can see why things are related and where an answer came from, and check it.

1000x.

Review, synthesis and discovery that took months happen in minutes. The leverage compounds: every Space an organization maps makes the next question faster to answer.

From the genome to the organization.

Mantis is made at MIT CSAIL, in Professor Manolis Kellis’s group. The computational approach that mapped the regulatory circuitry of human disease and the cellular basis of Alzheimer’s disease now maps everything an organization knows.