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How about layers of LLMs which gradually process the input data before turning it into commands with side effects ?

Text -> Layer1 (IL) -> Layer2 (validator) -> ... -> LayerN (execution).

Eg. The external text is fed into a LLM that doesn't have access to any tools. The layer is instructed to produce intermediary output, which is then fed to the second layer.

Second layer also without tools, instructed to further validate the output of the first layer and produce structured output for the third (or nth) layer.

The third (or nth) layer has access to tools and ability to perform side effects.




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