An AI lab building, auditing, and teaching the systems that build the systems — quietly, and with a towel.
What we do
We find what your model didn't expect to be asked. Adversarial testing, threat models, and audits for production AI.
Specialized training for technical teams putting AI into production. Practical, deep, and free of magical thinking.
Designing and shipping autonomous systems that mostly behave themselves. From prototype to production.
Public notes from the strange edges of the field — safety, alignment, and the experiments worth telling you about.
Get in touch
info@mhl42.aiWe read everything. We answer most things.