Xuanming ZhangAI Research Scientist

Dossier 01 / MetaMind

From Reasoning Model
to Cognitive AI.

One research program, read at two levels: the verified technical contribution that makes social thought explicit, and the cognitive frontier that extends beyond the paper.

Competing latent-state hypotheses converging through constraints into a validated action
MetaMind / system thesisKeep ambiguity visible until evidence can change it.Hypothesize · Constrain · Validate · Remember
A three-stage computational instrument connected by a persistent memory loop

01 / Technical contribution

Social intelligence begins before the answer.

How MetaMind turns latent mental states, social constraints, validation, and memory into an explicit computational system — evaluated across 16+ models, with 14 paired backbone comparisons.

Read the technical account →
Latent hypotheses converging into a selected cognitive state

02 / Cognitive frontier

From cognitive scaffolds to evolvable capability.

A research agenda for cognitive architecture, process learning, self-evolution, cognitive world models, and super-world games.

Explore the cognitive frontier →