Automating AI Away

A software developer discusses the inherent clumsiness of LLMs and proposes a 'sandwich' architecture to mitigate their non-deterministic nature. By wrapping LLMs in deterministic tools and formal workflows, developers can automate repetitive tasks while maintaining system reliability.
A. Karpathy once said that OpenAI researchers are effectively "automating themselves away" by improving their AI. Right now I develop Beagle SCM with Anthropic's Fable and it is of course a brilliant model able to spot nits in a mountain of code, file tickets, make fixes. Still, yesterday it managed to commit the build/ dir into a project, twice. It is brilliant, but clumsy.
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