Systems research

avianna

We do original research at the intersection of AI systems, agents, and the future of software work.

Advisory

Avianna advises a small number of startups and enterprise teams on AI strategy, agent workflows, and architecture, grounded in the lab’s research. For advisory or collaboration inquiries, contact the lab.

Research areas

AI is becoming systems that plan, decide, and act. Three questions decide whether agents work in the enterprise:

Economics

What an agent costs and returns, and why so many pilots never pay back.

Reliability

When agent work can be trusted to run, how it fails, and how it recovers.

Alignment and governance

Keeping agents inside the organization’s intent: authorized, overseen, reversible.

LeetMath

A lab prototype from our mathematical-reasoning work: elite math training for adults with real-world intuition and limited time. The first track is probability — forty problems from sample spaces to the probabilistic method, each tagged by the kind of hard it tests, with hint ladders, wrong-answer diagnosis, and spaced review. Start the probability track →