A research-driven AI prototype lab

Turning research questions into products people can actually experience

Dianzinao Lab explores language, vision, and agent systems, then turns abstract methods into interactive prototypes that can be demonstrated, evaluated, and iterated quickly.

  • Iteration CycleWeekly cadence
  • Research Tracks3 parallel lines
  • Delivery FormPrototypes + docs

Research Highlights

Three tracks, organized around one goal

We do not present isolated technical topics. We keep asking which capabilities deserve to become real, usable, and testable product experiences.

Language Systems

We focus on prompting, retrieval storytelling, and conversational structure so model capability can enter real workflows.

Vision Understanding

From interface recognition to information extraction, we test how visual models behave inside real tasks.

Agent Orchestration

We explore task decomposition, tool use, and state feedback to build more reliable automation prototypes.

Latest Research