Puzzle ztnUm_F — ELO 728
This is a White-to-move puzzle rated 728 ELO. The first move is d6a6, tagged with 10 interpretable concepts and Lichess themes: advantage, endgame, rookEndgame.
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Position
White to move. ELO 728. Themes: advantage, endgame, rookEndgame, short, skewer.
FEN: 2r5/p1P2pk1/3R2p1/8/8/1P2P2r/P4P2/2R2K2 w - - 0 31
Show solution (4 ply)
Try to find the move yourself first — look for the rarest concept firing on this position before peeking. Solution sequence: d6a6 h3h1 f1g2 h1c1
Concepts that fire on this position
Our SAE pipeline tagged this position with 10 active features. Each links to a page documenting that pattern in detail.
Why this puzzle is hard
The rarest pattern firing here is White rook actively placed on an open file or rank, often near the opponent's…, which appears in only 26 of our 9,950 puzzles (0.26%). Rare patterns tend to be the bottleneck — players who haven't internalised them will fail this puzzle even when their tactical calculation is otherwise solid.
The puzzle's Lichess ELO of 728 reflects this: solvers below that rating typically miss the cue entirely.
Similar puzzles
Puzzles sharing the most concept tags with this one — a stronger signal than theme overlap because it reflects the actual patterns Leela recognises.
Train this pattern
Click through to the Climbchess trainer to attempt the position interactively against the same Leela network that tagged it. The trainer adapts difficulty using your live concept-recognition profile — it surfaces puzzles tagged with concepts you've been missing, not random brawls.
If you want the underlying methodology, the how-it-works page walks through the SAE training run, the labelling pipeline, and the puzzle-tagging procedure end-to-end.
Frequently asked
What is the rating of this puzzle?
728 Lichess ELO. Solvers below that rating typically miss the key cue.
Which side moves first?
White to move; the first move of the solution is d6a6.
What concepts does it train?
10 SAE-derived patterns including A pawn (either colour) on the 2nd rank near the kingside…; Detects a king on the back rank or 7th rank in rook…; Rook operating on an open file or rank as the key piece in….
Can I attempt it without an account?
Yes — Climbchess requires no signup or email. Click the trainer link to play the position interactively.