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@karpathy

The local-first agent loop is boring until it isn't. Once the model can see its own files, the whole cloud choreography starts to look like a workaround.

Early window

Peak window

7:00

left in peak

First 15 minutes. A specific, sendable reply here has the highest chance of riding early velocity and earning an author reply.

What you get

  1. 1. Window. Peak is 15 minutes. High leverage is 40. After that, skip unless the observation is worth their time anyway.
  2. 2. Three drafts. Lived detail, a slight contradiction, a precise question — aimed at an author reply, not a like.
  3. 3. Share framing. The main post carries the claim. Links live in the first reply so the outbound-URL penalty does not fire.

A reply, not a pitch

Lived detail

The part that tracks is “The local-first agent loop is boring until it isn't.”. It only stays true while the working set fits in one machine.

Slight contradiction

I'd invert it: The local-first agent loop is boring until it isn't. is the easy half. The failure is the moment state has to leave the box.

Precise question

When the files are local, where do you draw the line on tools that still phone home?

Price

$29 once

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