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2048 AI learns from zero until it wins almost every game

Paolo RossonVerified

@redp314
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492 views·3 likes·1 saves·Posted 25 Sept 2026 · 0:28 · Explainers

Our note

A vertical explainer showing a self-taught 2048 agent failing at 128 in game one, hitting its first 2048 at game 497 and reaching a near-99% win rate, with a curve of wins against games played.

The creator’s post

Always wondered if you can win every game of 2048, so i gave Claude Opus 5.5 one prompt. It built an AI that learns from zero, on my laptop! Game 1: dies at 128 Game 497: first 2048 Game 3,915: first 8192 Game 98,299: first 16384 Can it win them all? No. After 2M games: 99%!

The prompt

Always wondered if you can win every game of 2048, so i gave Claude Opus 5.5 one prompt. It built an AI that learns from zero, on my laptop!

Game 1: dies at 128
Game 497: first 2048
Game 3,915: first 8192
Game 98,299: first 16384

Can it win them all? No. After 2M games: 99%!

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