Autopoiesis Sciences builds AI systems for scientific discovery that integrate systematic skepticism to improve factual accuracy and reduce hallucinations. Their AI models, like Aristotle X1, achieve state-of-the-art performance on complex reasoning benchmarks by quantifying and propagating uncertainty, serving as a reliable co-pilot for researchers.
Funding
Funding not disclosed


Founders
Product
Problem
Current artificial intelligence models often struggle with genuine understanding and exhibit a tendency to confidently generate incorrect information, particularly on benchmarks requiring factual recall and nuanced reasoning. This limitation hinders their application in scientific discovery where epistemic rigor and accurate self-assessment of knowledge are paramount.
Solution
Autopoiesis Sciences develops AI systems engineered for scientific discovery, focusing on models that integrate systematic skepticism into their reasoning processes. Our proprietary AI, Aristotle X1, achieves state-of-the-art performance on benchmarks like GPQA Diamond and SimpleQA by embedding procedural self-skepticism, enabling it to acknowledge limitations and propagate uncertainty accurately. This approach fosters AI that aligns with scientific methodology, distinguishing between true knowledge and pattern matching to avoid factual hallucinations. Our platform is designed to serve as a reliable co-pilot for researchers, enhancing discovery through calibrated and epistemically rigorous AI.
Target Audience
Our primary customers are scientific researchers and organizations seeking to leverage advanced AI for discovery, requiring high accuracy and reliable reasoning capabilities in their AI tools.
Features
- AI models achieving 92.4% on GPQA Diamond and 96.1% on SimpleQA benchmarks.
- Core architecture incorporates procedural self-skepticism for uncertainty quantification and calibration.
- Training methodology embeds systematic doubt to improve model reliability and reduce factual hallucinations.
- Designed to emulate scientific principles of fallibilism and rigorous self-correction.
- Facilitates AI-assisted scientific discovery by providing a trusted reasoning engine.
- Supports advanced reasoning and factuality required for complex scientific problem-solving.