AI Scientist platform

Current obstacles

Physics limits

• Experiments run at biology's paceHypotheses must be tested in cells or animals. Human cells divide about once a day and mouse studies take months, so lab time, not reasoning speed, limits discovery.
• The literature itself is unreliableReplication efforts find many biology results don't hold up; in a large cancer-biology project, repeated effects were about 85% smaller, so reading more also means more noise.
• Trained for likely text, not true textThe model learns to produce plausible words. Facts seen only once or twice in training can't be recalled reliably, so some rate of confident errors is built into the method.