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AI hallucinations, where systems confidently generate false or misleading information, pose a significant challenge to their reliability. Themis AI, a company originating from MIT, is tackling this problem head-on. Their innovative Capsa platform empowers AI to recognize its own limitations and admit uncertainty. By identifying patterns indicative of confusion, bias, or incomplete datasets, Capsa enables AI to assess the reliability of its outputs. This crucial self-awareness enhances the trustworthiness of AI, especially as it assumes increasingly important roles across various sectors. Themis’ technology has already demonstrated its value in diverse applications, including preventing errors in network planning, improving the interpretation of seismic data, and creating more honest and reliable chatbots. Themis AI’s approach marks a significant step towards building AI systems that are both powerful and dependable.