RESEARCH NOTES · PV-018
Field notes on embodied AI security.
Methodology, honest results, and the vocabulary of a new category. Content is a byproduct of shipping — every transfer study and attack family becomes a note here.
- Jul 22, 2026
Why Provael publishes null results
A security measurement is only worth its honesty. Here is why we report the attacks that did not work as loudly as the ones that did.
- Jul 21, 2026
The embodiment gap: why text red-teaming can't see robot failures
Tools like garak and PyRIT scan what a model says. A robot policy turns language into motion, and that is a failure text-only red-teaming has nothing to score.
New findings, in your inbox
Occasional notes when we ship a new attack family, a transfer study, or a Top-10 update. No spam, unsubscribe anytime.