Machine Learning

481 articles found

MIT Study Reveals Medical AI Models Fail on Up to 75% of New Data Despite Strong Overall Performance

MIT Study Reveals Medical AI Models Fail on Up to 75% of New Data Despite Strong Overall Performance

Jan 22, 2026
MIT News | Massachusetts Institute of Technology

MIT researchers discover that medical AI models appearing highly effective can catastrophically fail on up to 75% of new data when deployed in different hospital settings, with chest X-ray diagnostic systems missing critical conditions like pleural diseases due to spurious correlations that aren't caught by standard performance metrics.

Software Industry's 55-Year Quest to Replace Developers Continues Failing as AI Tools Hit Same Intellectual Barriers

Software Industry's 55-Year Quest to Replace Developers Continues Failing as AI Tools Hit Same Intellectual Barriers

Jan 20, 2026
Caimito Agile Life

Despite 55 years of promises from COBOL to AI tools, the software industry's recurring attempts to replace developers continue failing because the real bottleneck isn't typing speed or syntax complexity, but the intellectual challenge of handling complex business logic and edge cases that require human judgment.

Generative AI Workplace Machine Learning
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