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The Shift from Models to Compound AI Systems
The Berkeley Artificial Intelligence Research Blog bair.berkeley.edu
AI caught everyone’s attention in 2023 with Large Language Models (LLMs) that can be instructed to perform general tasks, such as translation or coding, just by prompting. This naturally led to an intense focus on models as the primary ingredient in AI application development, with everyone wondering what capabilities new LLMs will bring.
As more developers begin to build using LLMs, however, we believe that this focus is rapidly changing: state-of-the-art AI results are increasingly obtained by compound systems with …
ai application ai systems application attention capabilities coding development focus general language language models large language large language models llms prompting shift systems tasks translation will