“Just give it to AI” is a metaphor — and the wrong people are arguing with it

The phrase fits a short clip. The work behind it doesn’t. Here’s what it actually means and how to build the pipeline.

Every time an evangelist takes the stage and cheerfully suggests offloading routine to neural networks, the IT community has a collective skeptical meltdown. The sighs, the sarcastic comments, the long threads about how speakers are detached from reality: "AI can't think," "it hallucinates," "who's going to rewrite this code?"

The complaints look strange for one reason. "Just give it to AI" is a metaphor compressed to fit a short clip. Nobody on stage means "press a button, go get coffee, and the algorithm builds you a spaceport." The literal reading belongs entirely to the listener — they invented it, got outraged by it, and won the argument against it.

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