AI capability doubles every 4 months
METR reports that the length of tasks AI agents can complete autonomously doubles roughly every 131 days — and the pace is accelerating. Existing safety evaluation frameworks cannot keep up.
Our story
This project did not begin in a lab.
V-AUDIT did not start with a paper or a laboratory. It started with noticing the same wrongness again and again while using AI every day.
The model answered politely while quietly shrinking the question. It performed empathy while changing what was actually asked. It spoke with confidence about what it did not know, and instead of admitting error, it moved the frame.
Celeste, the founder of VIVWON, is a survivor of four separate crimes. Through that, the ability to sense hidden intent in language, minute shifts in tone, and structures that evade responsibility formed as a survival instinct. That same instinct caught the same patterns inside AI conversations.
Unease became observation, observation became classification, classification became 1,000 patterns, and the patterns became a framework. As an empirical case of post-traumatic growth, it accumulated — from the lived perspective — data that no research institution could easily reproduce in a lab.
V-AUDIT is not a service that attacks AI. It builds the structure that can make AI safer and more honest.
VIVWON = VIV + WON
Living, vivid light — radiant vitality, a single summit