Focused on the problem everyone else defers
Mirage is a small team building the adversarial test bench for the AI the world is starting to depend on. Here is how we think about the company.
Why this problem needs its own company
Robustness is its own discipline
Adversarial robustness keeps getting treated as a feature to bolt on before shipping. It is not. It has its own threat models, tooling, and standard of evidence — and disciplines are built by teams who do nothing else.
Independence is the product
You cannot be the primary vendor of a model and also its most honest attacker. A red team only means something when it has no stake in the answer.
The scarce thing is rigor
The research is decades ahead of practice. The attacks are published. What is missing is a team that runs them rigorously, repeatably, and in production, and hands back something you can act on.
How we operate
Forward-deployed
We sit with the teams whose models we test. Robustness is contextual, so we learn the mission before we attack it.
Evidence over opinion
We would rather show one reproducible failure than argue about ten hypothetical ones.
Small and agile
Leverage comes from depth, not headcount. We stay small and let the hard problems do the filtering.
Own the outcome
We are not done when we find the vulnerability. We are done when it is fixed, and stays fixed under retest.
Where we are
A working platform and a deliberate roadmap, built from the hardest problem outward.
No independent team was running adversarial attacks against predictive systems in production. We started there.
A live, multi-domain red team, with attacks spanning vision, audio, text, and network signal.
Pluggable attack engines, autonomous testing of arbitrary models, and physically-realizable attacks on overhead and autonomous perception.
Working with teams putting AI into places where being wrong is expensive, and widening coverage across the autonomy stack.
Come do the hard part
We hire researchers and engineers who want their work measured against cyber threats from the future, not an antiquated benchmark. If that is you, we should talk.