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AlphaZero: Mastering Chess and Go From Scratch

AlphaZero learned chess, shogi, and Go through self-play alone in 2017.

By · July 7, 2026 · 1 min read

In a development that has drawn wide attention in ai research, alphaZero learned chess, shogi, and Go through self-play alone in 2017. It is the kind of result that blurs the line between a scholarly finding and mainstream news — rigorous in substance, yet consequential enough to matter far beyond the lab.

The finding

It reached superhuman strength within hours of training.

How it works

No human game data or handcrafted heuristics were used.

Why it matters

Its chess style struck grandmasters as alien yet beautiful.

What comes next

The result showed one algorithm could master multiple games.

The bottom line

The result showed one algorithm could master multiple games.

The wider view

Researchers caution that findings like this evolve as work is replicated and extended, but the trajectory is clear: ai is moving fast, and alphazero marks a notable step.