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Deepfake Detection | Image Integrity | vali.now

Today’s LLMs — and most of what is sold as agentic AI — are non-deterministic. Same inputs do not guarantee the same outputs. Multi-agent stacks multiply the branches. That’s useful in a lab. It is a liability in a firm that has to be insured, audited, and held to account. evolut.ing/2026/09/15/t...

The model can surprise you. The firm cannot. | evolut

LLMs and Agentic AI are non-deterministic - i.e.useful in a lab, but a liability in a firm that has to be insured, and held to account

evolut.ing

He doesn’t wear a suit. He certainly doesn’t go to a high-end barber. He isn’t planning (to my knowledge) a trillion-dollar IPO. He doesn’t advise the U.S. government. His company isn’t usually mentioned in the media when the future and implications of AI are discussed.