Verifier-grounded AI training data generated from formal proof systems, physics simulators, and scientific databases to reduce hallucinations in foundation…
PerfectBit creates high-quality training data for AI models by verifying every data point against formal proof systems, physics simulators, executable tests, and scientific oracle databases rather than relying on noisy web-scraped text or human annotators. The approach projects the laws of physics, biological facts, and self-consistent logic into natural language, creating information-dense supplements where pre-trained LLMs currently hallucinate or fail. Target applications include LLMs, robotics training, and AI for science. The team has background in foundation model training across LLMs, image, video, and speech. PerfectBit is a product of PerfectBit, Inc..