The world is handing its decisions to machines.We make sure they can't be fooled.
Mirage is a red team for the models that perceive, decide, and act. This is what we believe, how we work, and why it matters.
You cannot trust what you have not tried to break
Confidence without an adversary is just optimism. A model is only as robust as the hardest attack it has survived, and most models have survived none.
Robustness is earned, not declared
It does not come from a benchmark or a compliance checkbox. It comes from being attacked, honestly and repeatedly, and holding anyway.
The failure you find is the headline you prevent
Every vulnerability surfaced in a lab is one that never surfaces in the field, on an adversary's schedule and terms.
We take the adversary's seat
We do not audit models from a safe distance. We attack them, with the same techniques, patience, and creativity a capable opponent brings.
We measure. We do not assert
Every claim we make is one we can reproduce and defend in front of the people who built the model. Evidence, not adjectives.
Offense is the honest test of defense
A defense no one has tried to break is a hope, not a control. We ship attacks so the defenses that follow are real.
The same models increasingly read the satellite image, steer the aircraft, screen the transaction, and watch the grid.
These are not consumer conveniences. They are becoming the nervous system of open societies, and of the institutions that defend them.
An adversary who can fool them does not need to breach a network or fire a shot. A few pixels, a little noise, a carefully chosen input, and the system reports exactly what they want it to report.
We build so the people who protect free societies are not the last to take this seriously. Adversarial advantage should belong to the defender.
None of this is theoretical. The attacks are published. The models are deployed. The gap between the two is where we work.