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SMB Operations|15 Mar 2026

Andrej Karpathy, a name many in AI circles follow, recently showed what a lean 630-line Python script can do: running 50 complex experiments overnight, completely autonomously.

Andrej Karpathy, a name many in AI circles follow, recently showed what a lean 630-line Python script can do: running 50 complex experiments overnight, completely autonomously.

Why It Matters

Forget the hype about massive AI models. What Karpathy truly showcased is the power of targeted, lean automation. For your firm, this means even a modest script can handle dozens of repetitive checks, data validations, or report generations, freeing your highly paid professionals from mundane, hours-long tasks.

What To Do About It

My concrete advice? Stop looking for a magic AI button. Instead, identify one or two highly repetitive, rule-based processes that consume significant staff hours each week – think document review, data entry validation, or report compilation. Let's conduct a rapid assessment to pinpoint where a focused, even 100-line script, not a complex AI, could deliver immediate, tangible time savings within weeks.

AI automationSMB efficiencytask scriptingoperational improvement

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