I don't think this is equivalent. The calculator won't occasionally hallucinate a wrong answer. LLMs are a far leakier abstraction which means skill atrophy impacts evaluation and verification ability.

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Izkata 2 hours ago | parent [-]

They're not an abstraction at all until we're committing prompts instead of code.

	▲	prettyblocks an hour ago \| parent \| next [-]
		But many people are doing just that, automating workflows through prompt templates and skills.
	▲	deaton 24 minutes ago \| parent \| prev [-]
		We might as well be committing prompts given how little review happens to much of this code.