Neural Net AI Leela Zero Blunders Her Queen | Rated 3233!!!

agadmator's Chess Channel · 2026-05-22 ·▶ Watch on YouTube ·via captions ·2 min read
TL;DR

In this ultra bullet exhibition game, human player Andrew "Penguin" Tank (rated ~2920) defeats AI Leela Zero (rated 3233) after Leela blunders her queen into a simple bishop check tactic. It is the only game Tank won in the match and potentially the last game any human has beaten Leela. ---

Key Concepts

Leela Zero
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Neural network-based chess AI, rated 3233 in ultra bullet; known to receive upgrades after matches, potentially making future human wins impossible
Ultra bullet
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Extremely fast time control chess — players often rely on pre-moves, making precise calculation nearly impossible
Queen blunder via deflection
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Leela plays Qxd4, allowing Bxh7+ which wins the queen for free — a tactical oversight unusual for a top engine

Notes

§Match Context

  • This is the final game of the "Tank vs. Leela" series
  • It is an exhibition game played after the official match concluded
  • Three reasons for featuring this game:

§Players & Ratings

  • White: Andrew "Penguin" Tank — rated ~2920 in ultra bullet
  • Black: Leela Zero — rated 3233 in ultra bullet
  • Leela is significantly higher-rated going in

§Opening: Queen's Gambit Declined — Exchange Variation

  • 1. d4 Nf6 2. c4 e6 3. Nc3 d5 4. cxd5 exd5 (Exchange Variation)
  • Bg5, Be7, e3, castles, Bd3 — all standard theory
  • c5, dxc5, Bxc5, Ne2, Be7, castles, Nc6, Rc1, h6, Bf4, a6, h3, Be6, Bh2 — normal development

§The Critical Moment — Leela's Queen Blunder

  • Leela (Black) executes a positional plan: pushes d4, White plays Nxd4, pawn recaptures
  • In the resulting position, Leela plays Qxd4 — capturing a seemingly free pawn
  • This hangs the queen immediately to Bxh7+
  • After Kxh7, White plays Qxd4 — winning the queen for free
  • Agadmator notes Leela made the same mistake in a prior game but survived because Tank ran out of time

§Post-Blunder Phase

  • Down a queen, Leela continues fighting: Ra8, Rf-e8, Bxa2, Bb2 — grabbing pawns aggressively
  • Tank plays Rc2; Leela responds Bd5 (attacking the queen) — avoiding immediate piece loss
  • Qd3, Qe3+, Qb3, Bxc2 — Leela grabs the rook
  • After queen captures sequence: Tank has queen + rook + bishop vs. two rooks — completely winning

§Endgame — Ultra Bullet Complications

  • Tank has only ~2 seconds on the clock; every move is essentially a pre-move
  • Leela plays b5, Be5, f6, Bxf6 — sacrificing the bishop to expose Tank's king
  • Tank finds: Qg6+, Kh8, Re1, Rb7, Re6, Rg7 (attacks queen), Qxg7, Rg6, Rxg6, Qxg6+
  • Down to ~0.9 seconds, Tank avoids stalemate traps while pushing pawns
  • Finishes with Qh1# — a classic back-rank / queen checkmate

§Result

  • Tank wins — the only human victory in the entire match series against Leela

Actionable Takeaways

  1. Even in ultra bullet, always check for deflection/removal tactics before capturing what looks like a free pawn
  2. When massively ahead on material in fast time controls, rely on pre-moves and pawn advances rather than complex piece maneuvers
  3. Watch out for stalemate tricks when the opponent is flagging — Leela's king position required careful handling late in the game

Quotes Worth Keeping

You've just defeated an artificial intelligence with a neural network rated 3233.

This could very well be the last game anyone ever won against Leela.