Research & technical reports

We will publish technical reports and engineering write-ups here, covering methods, experiments, and system implementation.

Research directions

Long-horizon cognition

A later scene can change our understanding of a character’s motives or turn an ordinary earlier image into a crucial clue. We study how systems maintain a current interpretation, acquire information in response to a question, and revise that interpretation when new information arrives.

Tasks & learning environments

This direction evolved from Mingcha’s company-research project. Information in real investigations becomes available at different times and does not always connect directly. We study task inputs, temporal boundaries, and answer requirements so evaluation reflects an agent’s ability to work under those conditions.

Agent systems

As agents move from individual answers to ongoing tasks, capabilities beyond the model become essential. We explore coordination, tool integration, runtime management, and execution feedback through concrete workflows.

Technical reports

Our first technical reports are being prepared.