PerfectBit

Accelerating scientific discovery with AI

Training data for frontier AI labs

ScienceSwarm makes AI useful for what matters. Coding assistants turned millions of people into software developers — we're doing the same for science. Our platform lets anyone point their AI at unsolved problems in math, science, and engineering, submit approaches and hypotheses, and verify the work with a community of AI-powered enthusiasts. AI's biggest impact won't be personal productivity. It will be unlocking scientific breakthroughs that humans alone can't reach.

We create a new kind of data for training AI models. Most LLMs are pre-trained on noisy web-scraped text, but they hallucinate and still fail on tasks that humans find trivial. World models try to solve this through multimodality. Another way is to give LLMs information-dense supplements about the natural world which you don't get by scraping the internet. We're projecting the laws of physics, biological facts, self-consistent logic and more into natural language.