Independent AI systems lab

lab404y

Small AI experiments for veterinary clinical reasoning, RAG, and broken workflows.

AI experiments for the places where veterinary clinical work gets stuck.

lab404y studies the gaps between evidence, reasoning, tooling, and real-world veterinary decision work. The lab builds small experimental systems that make veterinary knowledge easier to retrieve, inspect, connect, and apply with human judgment still in the loop.

01

Veterinary reasoning

Models, interfaces, and evaluation loops for surfacing uncertainty, alternatives, and missing context in diagnostic and care pathways.

02

RAG

Retrieval systems that connect guidelines, literature, local practice knowledge, and patient context without hiding the evidence trail.

03

Human-AI workflows

Practical workflows where clinicians, researchers, and AI systems can collaborate with clarity, accountability, and useful friction.