Research

Demonstrated capabilities, from an agent’s memory to the verification of an answer. Two research directions sharing one core.

ECHO-Core

Memory transfer between worlds, cumulative improvement and cooperation between agents. Research focused on autonomous robotics and CPU execution.

Qwen3-4B with the ECHO core: independently reviewed design, a validated verifier and a passed F3 evaluation on a synthetic benchmark.