Applied AI research for work that matters.

We study why AI systems fail in real-world conditions — and build systems designed to remain useful when things get messy.

Explore our work
Simulation

AI works surprisingly well. Until reality gets involved.

Illustrative example

Input

“What is the total revenue?”

Model confidence91%
Actual reliability89%

Model output

$4.2M

Status
Confident

Confidence is not reliability

Inside the lab

AI should know when it doesn’t know.

Contact Halcyohello@halcyolabs.com