Perpetuals.com files patent for bias-removal architecture for AI agents

Perpetuals.com (PDC) has filed a U.S. patent application covering BayesShield AI, a system that identifies which AI model or human expert performs best for a specific decision, in real time. “For a decade, AI progress has been measured by which model has the best benchmark average. The agentic era has exposed that this metric doesn’t predict production performance; McKinsey, Gartner, and Deloitte are all reporting the same gap. The next edge in AI isn’t a single model that wins on average. It’s a system that knows which model, or which expert, will win in the decision in front of you,” said Patrick Gruhn, CEO of Perpetuals. “That’s what we are patenting. And it’s already running our products today.”