DeepMind unveils 'spectacular' general-purpose science AI
a year ago
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- #DeepMind
- #Machine Learning
- Google DeepMind developed AlphaEvolve, a system combining large language models (LLMs) with algorithms to solve major problems in mathematics and computer science.
- AlphaEvolve has practical applications, improving Google's tensor processing unit designs and optimizing global computing resource usage, saving 0.7% of total resources.
- Unlike specialized AI tools, AlphaEvolve is general-purpose, leveraging LLMs to generate solutions across diverse scientific domains.
- The system evolves solutions by iteratively refining modifications proposed by the LLM, guided by evaluator algorithms.
- AlphaEvolve outperformed specialized tools like AlphaTensor, discovering a faster method for matrix multiplication in some cases.
- The system builds on DeepMind's earlier FunSearch, expanding capabilities to handle more complex algorithms and larger codebases.