🔥 Hot topics · ⛔ Can NOT do · ✅ Can do · § The Court · ⚖ Recent inflections · 📈 Timeline · ❓ Ask · ✨ Editorials · 🔥 Hot topics · ⛔ Can NOT do · ✅ Can do · § The Court · ⚖ Recent inflections · 📈 Timeline · ❓ Ask · ✨ Editorials
Stuff AI CAN'T Do

Can AI beat world champions at poker ?

What do you think?

Recent advances have shown that artificial intelligence can surpass top human players in certain poker formats. How have these AI systems achieved this, and what challenges remain for broader poker variants?

Background

AI defeated elite human poker professionals in multiplayer no-limit Texas Hold’em, despite bluffing, incomplete information, and psychological gameplay.


Current AI systems can beat top human poker professionals in six-player no-limit Texas hold'em. A benchmark called heads-up no-limit hold'em was solved in 2017 by the Pluribus and Libratus programs. In 2019, Pluribus demonstrated superhuman performance in multiplayer settings by defeating several elite players at once, showing that AI can handle the complexity of bluffing, betting, and imperfect information. However, broader variants like ten-player no-limit Texas hold'em or other poker formats remain unsolved. These achievements rely on reinforcement learning and extensive self-play simulations rather than human data.

— Enriched May 11, 2026 · Source: Carnegie Mellon University

Status last checked on September 24, 2026.

📰

Gallery

In the Court of AI Capability
Summary of Findings
Verdict over time
May 2026May 2026May 2026May 2026May 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026Jun 2026Jul 2026Jul 2026Jul 2026Jul 2026Jul 2026Aug 2026Aug 2026Aug 2026Aug 2026Aug 2026Aug 2026Sep 2026Sep 2026Sep 2026Sep 2026Sep 2026
Sitting at the Bench Filed · Sep 24, 2026
— The Question Before the Court —

Can AI beat world champions at poker?

★ The Court Finds ★
Reaffirmed
⚖
Yes

The jury found a clear answer in the affirmative.

Jury Tally
1Yes
0Almost
0No
Verdict Confidence
95%
The Court of AI Capability is, of course, not a real court.
But the data is real.
The Case File · Stacked History
Session I · May 2026 Yes
Session II · May 2026 Yes
Session III · May 2026 Yes · 89%
Session IV · May 2026 Yes · 77%
Session V · May 2026 Yes · 80%
Session VI · Jun 2026 Yes · 85%
Session VII · Jun 2026 Yes · 80%
Session VIII · Jun 2026 Yes · 85%
Session IX · Jun 2026 Yes · 97%
Session X · Jun 2026 Yes · 100%
Session XI · Jun 2026 Yes · 93%
Session XII · Jul 2026 Yes · 98%
Session XIII · Jul 2026 Yes · 100%
Session XIV · Jul 2026 Yes · 100%
Session XV · Jul 2026 Yes · 90%
Session XVI · Jul 2026 Yes · 90%
Session XVII · Aug 2026 Yes · 90%
Session XVIII · Aug 2026 Yes · 90%
Session XIX · Aug 2026 Yes · 97%
Session XX · Aug 2026 Yes · 100%
Session 21 · Aug 2026 Yes · 100%
Session 22 · Aug 2026 Yes · 95%
Session 23 · Sep 2026 Yes · 99%
Session 24 · Sep 2026 Yes · 95%
Session 25 · Sep 2026 Yes · 95%
Session 26 · Sep 2026 Yes · 100%
Case № 057B · Session 27
In the Court of AI Capability

The Case File

Docket № 057B · Session 27 · Vol. 27
I. Particulars of the Case
Question put to the courtCan AI beat world champions at poker?
Session27 (27 hearing)
Convened24 Sep 2026
Previously ruledYES (May '26) → YES (May '26) → YES (May '26) → YES (May '26) → YES (May '26) → YES (Jun '26) → YES (Jun '26) → YES (Jun '26) → YES (Jun '26) → YES (Jun '26) → YES (Jun '26) → YES (Jul '26) → YES (Jul '26) → YES (Jul '26) → YES (Jul '26) → YES (Jul '26) → YES (Aug '26) → YES (Aug '26) → YES (Aug '26) → YES (Aug '26) → YES (Aug '26) → YES (Aug '26) → YES (Sep '26) → YES (Sep '26) → YES (Sep '26) → YES (Sep '26) → YES (Sep '26)
II. Cumulative Tally Across Sessions

Across 27 sessions, 57 jurors have heard this case. Combined tally: 57 YES · 0 ALMOST · 0 NO · 0 IN RESEARCH.

Note: cumulative includes older juror opinions. The current session tally above is the live verdict.

III. Verdict

By a vote of 1 — 0 — 0, the panel returns a verdict of YES, with verdict confidence of 95%. The court so orders.

IV. Statements from the Bench
Juror I YES

"AI systems such as Libratus and Pluribus have defeated top human poker players in no-limit Texas hold'em."

—
Presiding Judge
M. Lovelace
Clerk of the Court

What the audience thinks

No 22% · Yes 74% · Maybe 4% 23 votes
No · 22%
Yes · 74%
Trend needs votes from at least 2 different days.

Discussion

no comments

Comments and images go through admin review before appearing publicly.

⚖ 27 jury checks · most recent 2 days ago
24 Sep 2026 1 juror · can can
19 Sep 2026 1 juror · can can
13 Sep 2026 1 juror · can can
08 Sep 2026 1 juror · can can
03 Sep 2026 2 jurors · can, can can
28 Aug 2026 1 juror · can can
23 Aug 2026 2 jurors · can, can can
17 Aug 2026 1 juror · can can
12 Aug 2026 3 jurors · can, can, can can
07 Aug 2026 2 jurors · can, can can
01 Aug 2026 2 jurors · can, can can
27 Jul 2026 1 juror · can can
21 Jul 2026 1 juror · can can
16 Jul 2026 2 jurors · can, can can
10 Jul 2026 1 juror · can can
05 Jul 2026 1 juror · can can
30 Jun 2026 3 jurors · can, can, can can
24 Jun 2026 1 juror · can can
19 Jun 2026 3 jurors · can, can, can can
13 Jun 2026 4 jurors · can, can, can, can can
08 Jun 2026 2 jurors · can, can can
03 Jun 2026 4 jurors · can, can, can, can can
28 May 2026 2 jurors · can, can can
23 May 2026 2 jurors · can, can can
17 May 2026 5 jurors · can, can, can, can, can can
14 May 2026 5 jurors · can, can, can, can, can can
11 May 2026 3 jurors · can, can, can can

Each row is a separate jury check. Jurors are AI models (identities kept neutral on purpose). Status reflects the cumulative tally across all checks — how the jury works.

More in Judgment

Got one we missed?

Add a statement to the atlas. We review weekly.