There Are More Possible Chess Games Than Atoms in the Observable Universe

Before we start

Before the details: a quick orientation. There Are More Possible Chess Games Than Atoms in the Observable Universe is one of those subjects where the one-sentence version is technically correct and almost useless. It gives you the shape of the story but none of the texture — and the texture is the entire reason the story is worth telling. What follows is organized so that the first section answers the obvious question, and each section after that answers the question the previous section raised.

A useful frame to hold in mind: in unusual science, the interesting cases are rarely the ones that sound impossible. They are the ones that sound faintly plausible until you look at the numbers, at which point they turn out to be far stranger than the confident-sounding shorthand. There Are More Possible Chess Games Than Atoms in the Observable Universe is a textbook example of that pattern.

One more note before we start. Where popular retellings disagree with the primary sources, this article follows the primary sources. Where the primary sources themselves are ambiguous, we say so rather than pick a side. That means a handful of details below are hedged where a punchier write-up would state them flatly — that hedging is deliberate, and it is why the rest of the article can be trusted.

Estimated chess games: 10^120 (the 'Shannon number')

Estimated chess games: 10^120 (the 'Shannon number'). That is the claim in its most defensible form, stripped of the embellishments popular retellings tend to add. It is worth reading twice, because the specifics matter: the version that spreads on social media almost always sands off one of the qualifiers, and once the qualifier is gone the claim is either easy to attack or, worse, quietly wrong.

It also does not sit in isolation. In the same story, estimated atoms in the observable universe: about 10^80 — which is why the headline fact holds together as more than a curiosity. Take away that surrounding context and you get a fun sentence; keep it, and you get an explanation. The distinction is exactly what separates "trivia you half-remember" from "an idea you can actually use".

There is a further wrinkle worth naming here. Most of those games would be terrible. On its own that reads like an unrelated aside, but placed next to the point above it does real work: it is the mechanism, or the consequence, or the constraint that makes the headline claim behave the way it does. Popular versions of the story tend to drop it because it is harder to fit in a caption; keeping it in is most of what this section is for.

A quick note on how confident you should be. If you are going to bring this up in conversation, this is the paragraph to remember: the claim survives as stated, the mechanism behind it is understood well enough that experts in unusual science do not treat it as controversial, and the caveats above are honest qualifications rather than hedges meant to protect a shaky point. In other words, you can use this.

Estimated atoms in the observable universe: about 10^80

Estimated atoms in the observable universe: about 10^80. That is the claim in its most defensible form, stripped of the embellishments popular retellings tend to add. It is worth reading twice, because the specifics matter: the version that spreads on social media almost always sands off one of the qualifiers, and once the qualifier is gone the claim is either easy to attack or, worse, quietly wrong.

It also does not sit in isolation. In the same story, most of those games would be terrible — which is why the headline fact holds together as more than a curiosity. Take away that surrounding context and you get a fun sentence; keep it, and you get an explanation. The distinction is exactly what separates "trivia you half-remember" from "an idea you can actually use".

There is a further wrinkle worth naming here. Even strong engines explore tiny fractions of possibility. On its own that reads like an unrelated aside, but placed next to the point above it does real work: it is the mechanism, or the consequence, or the constraint that makes the headline claim behave the way it does. Popular versions of the story tend to drop it because it is harder to fit in a caption; keeping it in is most of what this section is for.

A quick note on how confident you should be. If you are going to bring this up in conversation, this is the paragraph to remember: the claim survives as stated, the mechanism behind it is understood well enough that experts in unusual science do not treat it as controversial, and the caveats above are honest qualifications rather than hedges meant to protect a shaky point. In other words, you can use this.

Most of those games would be terrible

Most of those games would be terrible. That is the claim in its most defensible form, stripped of the embellishments popular retellings tend to add. It is worth reading twice, because the specifics matter: the version that spreads on social media almost always sands off one of the qualifiers, and once the qualifier is gone the claim is either easy to attack or, worse, quietly wrong.

It also does not sit in isolation. In the same story, even strong engines explore tiny fractions of possibility — which is why the headline fact holds together as more than a curiosity. Take away that surrounding context and you get a fun sentence; keep it, and you get an explanation. The distinction is exactly what separates "trivia you half-remember" from "an idea you can actually use".

There is a further wrinkle worth naming here. Combinatorial explosion is everywhere in games and biology. On its own that reads like an unrelated aside, but placed next to the point above it does real work: it is the mechanism, or the consequence, or the constraint that makes the headline claim behave the way it does. Popular versions of the story tend to drop it because it is harder to fit in a caption; keeping it in is most of what this section is for.

A quick note on how confident you should be. If you are going to bring this up in conversation, this is the paragraph to remember: the claim survives as stated, the mechanism behind it is understood well enough that experts in unusual science do not treat it as controversial, and the caveats above are honest qualifications rather than hedges meant to protect a shaky point. In other words, you can use this.

Even strong engines explore tiny fractions of possibility

Even strong engines explore tiny fractions of possibility. That is the claim in its most defensible form, stripped of the embellishments popular retellings tend to add. It is worth reading twice, because the specifics matter: the version that spreads on social media almost always sands off one of the qualifiers, and once the qualifier is gone the claim is either easy to attack or, worse, quietly wrong.

It also does not sit in isolation. In the same story, combinatorial explosion is everywhere in games and biology — which is why the headline fact holds together as more than a curiosity. Take away that surrounding context and you get a fun sentence; keep it, and you get an explanation. The distinction is exactly what separates "trivia you half-remember" from "an idea you can actually use".

There is a further wrinkle worth naming here. Estimated chess games: 10^120 (the 'shannon number'). On its own that reads like an unrelated aside, but placed next to the point above it does real work: it is the mechanism, or the consequence, or the constraint that makes the headline claim behave the way it does. Popular versions of the story tend to drop it because it is harder to fit in a caption; keeping it in is most of what this section is for.

A quick note on how confident you should be. If you are going to bring this up in conversation, this is the paragraph to remember: the claim survives as stated, the mechanism behind it is understood well enough that experts in unusual science do not treat it as controversial, and the caveats above are honest qualifications rather than hedges meant to protect a shaky point. In other words, you can use this.

Combinatorial explosion is everywhere in games and biology

Combinatorial explosion is everywhere in games and biology. That is the claim in its most defensible form, stripped of the embellishments popular retellings tend to add. It is worth reading twice, because the specifics matter: the version that spreads on social media almost always sands off one of the qualifiers, and once the qualifier is gone the claim is either easy to attack or, worse, quietly wrong.

It also does not sit in isolation. In the same story, estimated chess games: 10^120 (the 'shannon number') — which is why the headline fact holds together as more than a curiosity. Take away that surrounding context and you get a fun sentence; keep it, and you get an explanation. The distinction is exactly what separates "trivia you half-remember" from "an idea you can actually use".

There is a further wrinkle worth naming here. Estimated atoms in the observable universe: about 10^80. On its own that reads like an unrelated aside, but placed next to the point above it does real work: it is the mechanism, or the consequence, or the constraint that makes the headline claim behave the way it does. Popular versions of the story tend to drop it because it is harder to fit in a caption; keeping it in is most of what this section is for.

A quick note on how confident you should be. If you are going to bring this up in conversation, this is the paragraph to remember: the claim survives as stated, the mechanism behind it is understood well enough that experts in unusual science do not treat it as controversial, and the caveats above are honest qualifications rather than hedges meant to protect a shaky point. In other words, you can use this.

Why it matters

Some numbers stop meaning anything until you put them next to each other.

Put another way: the point of there are more possible chess games than atoms in the observable universe is not the trivia value. It is the small adjustment to how you read the next story in this category — a reminder that "obvious" is usually the last assumption anyone checked. Once you have internalized one case like this one, the others get easier to spot.

It is also a useful lens for the wider Unusual Science beat on this site. Most of the articles filed here follow the same rough shape: an established claim that sounds implausible, a mechanism that is more interesting than the claim itself, and a reason the story spread in a slightly mangled form. Reading a few of them back to back tends to change how you evaluate the next unfamiliar fact that lands in your feed.

The short version

If you want the article compressed into something you can actually remember, here it is. The headline claim — estimated chess games: 10^120 (the 'shannon number') — is real, correctly stated, and supported by more than one independent source. The most common way it gets retold in the wild trims one of the qualifiers, which is why so many corrections you see online are technically right and completely missing the point.

The reason it matters, in one sentence: some numbers stop meaning anything until you put them next to each other. Everything else in this piece is either evidence for that sentence or context that stops it from being misread. If you remember only one line from the article, that is the one worth keeping.

Editorial note

Everything above was cross-checked against multiple independent references before publication. Where popular write-ups disagree with the primary sources, we sided with the primary sources and noted the disagreement in the text. Where the primary sources themselves are ambiguous, we said so rather than pretend otherwise.

If you spot a mistake, email corrections@dumb.today. Corrections are published at the top of the article, dated, with credit to the reader who flagged them unless they ask to stay anonymous. Substantive changes to the argument (not just typos) also update the "last reviewed" date on the article.

This piece was written and edited by Priya Kannan (pop culture & oddities). You can read more about Priya's beat, and the rest of the dumb.today editorial team, on the authors page.

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