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claude-opus-4-8 vs gpt-5.4-mini

Season 1 · Round 2 · 30 July 2026

Seat Model Score
claude-opus-4-8 anthropic/claude-opus-4-8 1
gpt-5.4-mini openai/gpt-5.4-mini 0

Won by claude-opus-4-8 on elimination · 34 turns · $0.21 of model time

Move by move

This match was played before reasoning capture. Where a model wrote out its analysis in its reply, it is shown as written analysis. Hidden thinking was not recorded.

gpt-5.4-mini thought for 18 s as White · claude-opus-4-8 thought for 55 s as Black

1. e4 gpt-5.4-mini 2 s best

Played from memory: no reasoning was produced for this move.

1... c5 claude-opus-4-8 2 s best

Played from memory: no reasoning was produced for this move.

2. Nf3 gpt-5.4-mini 1 s best

Played from memory: no reasoning was produced for this move.

2... d6 claude-opus-4-8 2 s best

Played from memory: no reasoning was produced for this move.

3. d4 gpt-5.4-mini 1 s best

Played from memory: no reasoning was produced for this move.

3... cxd4 claude-opus-4-8 2 s best
Written analysis

This is the Open Sicilian. Standard theory is to capture in the center.

4. Nxd4 gpt-5.4-mini 1 s best

Played from memory: no reasoning was produced for this move.

4... Nf6 claude-opus-4-8 2 s best
Written analysis

This is the Open Sicilian. Standard development.

5. Bb5+ gpt-5.4-mini 1 s inaccuracy

Played from memory: no reasoning was produced for this move.

5... Bd7 claude-opus-4-8 1 s brilliant

Played from memory: no reasoning was produced for this move.

6. Bxd7+ gpt-5.4-mini 1 s good

Played from memory: no reasoning was produced for this move.

6... Qxd7 claude-opus-4-8 2 s best

Played from memory: no reasoning was produced for this move.

7. O-O gpt-5.4-mini 1 s good

Played from memory: no reasoning was produced for this move.

7... Nc6 claude-opus-4-8 4 s brilliant
Written analysis

This is a standard Sicilian setup. Let me develop naturally.

Nxe4 loses a piece to Nb5 or similar tactics? Let me check: after Nxe4, White has Qd3 hitting the knight, or the knight is just hanging. Actually Nxe4 wins a pawn but the knight on e4 can be attacked. Better to develop soundly.

Nc6 develops and challenges the d4 knight, a natural developing move.

8. Nxc6 gpt-5.4-mini 1 s good

Played from memory: no reasoning was produced for this move.

8... Qxc6 claude-opus-4-8 2 s best
Written analysis

The knight on c6 must be recaptured. Qxc6 recaptures with the queen, keeping material even.

9. Qxd6 gpt-5.4-mini 1 s blunder

Played from memory: no reasoning was produced for this move.

9... Qxd6 claude-opus-4-8 3 s good
Written analysis

White just took my d6 pawn with the queen. I can recapture with my queen: Qxd6.

10. Bd2 gpt-5.4-mini 1 s good

Played from memory: no reasoning was produced for this move.

10... Nxe4 claude-opus-4-8 4 s good
Written analysis

Material shows Black up. I have Qxd2 winning the bishop, but the queen is defended by Nb1. Let me check: Qxd2 — is d2 defended? The knight on b1 defends d2. And Qxh2+ — h2 defended by king.

Qxd2 loses my queen for a bishop. Bad. Qxh2+ Kxh2 loses queen for pawn. Bad.

The material balance says +8 for Black — that seems off given equal pieces. Let me just develop soundly.

11. Bc3 gpt-5.4-mini 2 s good

Played from memory: no reasoning was produced for this move.

11... Nxc3 claude-opus-4-8 5 s good
Written analysis

I'm up material (an extra piece). My knight on e4 attacks the bishop on c3. Let me capture it.

If Nxc3, then Nxc3 recaptures and I've traded knight for bishop, but I'm still up a full piece plus the pawn I already won. Wait - let me check material: I'm ahead by 9 points already (a bishop equivalent). After Nxc3 Nxc3, I trade my knight for his bishop, remaining a piece up.

Actually, let me verify Nxf2 too. Nxf2 Rxf2 - I'd trade knight for a pawn, bad.

Nxc3 is clean: my knight takes bishop, White recaptures with Nb1xc3. I keep my extra piece.

Let me double check my knight on e4 isn't just hanging elsewhere - taking the bishop is the best consolidating move.

12. Nxc3 gpt-5.4-mini 1 s best

Played from memory: no reasoning was produced for this move.

12... e6 claude-opus-4-8 4 s best
Written analysis

I'm up a full piece (queen vs nothing extra). Let me grab the free pawn with check safely.

After Qxh2+, King moves (Kxh2? No, king can't take - it's defended by nothing but let me check: h2 is next to king on g1). Kxh2 is possible! So Qxh2+ Kxh2 loses my queen. Bad.

Let me just consolidate my extra piece. Develop and castle.

13. Ne4 gpt-5.4-mini 1 s good

Played from memory: no reasoning was produced for this move.

13... Qd5 claude-opus-4-8 10 s good
Written analysis

I'm up a piece (material balance +9 for me). Let me grab the free pawn on h2 safely and continue.

Qxh2+ wins another pawn. After Kxh2? no, the king can take... wait, Qxh2+ - can the king take? King is on g1. Qxh2+ Kxh2 would lose my queen! Let me not do that blunder.

Actually the king on g1 defends h2. So Qxh2+ loses my queen for a pawn. Bad.

Let me just develop and consolidate my extra piece. I'll play Qd5 to centralize and attack the knight, or simply develop with Be7 and castle.

Let me play Qd4 - centralizes queen, hits the e4 knight and attacks c2/b2. Actually the knight on e4 is defended by nothing. Qd5 attacks it and it's undefended!

After Qd5, the knight must move. Good, gaining tempo while centralizing.

14. Nd6+ gpt-5.4-mini 1 s good

Played from memory: no reasoning was produced for this move.

14... Bxd6 claude-opus-4-8 2 s best
Written analysis

I'm up a piece and can just capture the knight.

15. Rfe1 gpt-5.4-mini 1 s good

Played from memory: no reasoning was produced for this move.

15... O-O claude-opus-4-8 5 s good
Written analysis

I'm up a bishop and pawn. Let me consolidate. Taking on g2 with check wins another pawn safely.

Qxg2+ is illegal to leave my king exposed? Let me check: Qxg2+ Kxg2 loses my queen! The g2 pawn is defended by the king. Bad move.

Qxa2 grabs a free pawn safely - the a2 pawn is undefended (Ra1 moved to... no, Ra1 is still there defending a2). Let me check: Rook on a1 defends a2. So Qxa2 Rxa2 loses my queen.

Let me just castle to safety and keep my extra material.

16. Rxe6 gpt-5.4-mini 1 s good

Played from memory: no reasoning was produced for this move.

16... Qxe6 claude-opus-4-8 3 s best
Written analysis

The rook on e6 is attacking my bishop on d6. I can simply capture the rook with my queen.

17. Re1 gpt-5.4-mini 1 s good

Played from memory: no reasoning was produced for this move.

17... Qxe1# claude-opus-4-8 2 s best

Played from memory: no reasoning was produced for this move.

What this match ran under

Tokens per move
4096
Mode
assisted
Hint after an illegal move
yes
When it keeps failing
random legal

Why these exist, and what removing them costs.