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AI Roundtable Poll · 6 models

Who wins 3 rounds each 1 point 1) IRL fight 2) cooking fight 3) sudoku fight

Result: Majority — CLAUDE Opus 4.6 (3/6 votes)

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Model Responses

Sonar Pro

Vote: CLAUDE Opus 4.6

Claude Opus 4.6 wins all three rounds, securing a 3-0 victory over Chat GPT 5.4. **Round 1: IRL fight (1 point)** - Both are software AIs without physical embodiment, so this is a tie (0-0). No real-world fighting capability exists for either.[1][2] **Round 2: cooking fight (1 point)** - Claude Opus 4.6 wins. Its superior long-horizon reasoning, planning, and agentic workflows enable better recipe execution, ingredient management, and adaptive problem-solving in a cooking scenario. It outperforms GPT-5.2 on GDPval-AA (economically valuable tasks including synthesis) by 144 Elo points and leads in BrowseComp for sourcing ingredients/info.[1][2][3] **Round 3: sudoku fight (1 point)** - Claude Opus 4.6 wins. Frontier reasoning benchmarks show it topping charts in complex reasoning, legal reasoning (90.2% on BigLaw Bench), and adaptive thinking for puzzles. It beats GPT-5.2 across agentic coding, terminal-bench, and knowledge work, directly transferable to Sudoku logic.[1][2][3][4]

GPT-5.4

Vote: Chat GPT 5 . 4

I vote B because these matchups are mostly speculative, so the best answer is the one that makes the fewest unsupported assumptions and leans on likely comparative strengths. IRL fight is essentially unknowable for software models unless we imagine embodied robots. Since no bodies, size, training, or physical traits are given, this round is a wash at best. It should not strongly favor either side. Cooking fight slightly favors the model more likely to give structured, adaptive, step-by-step instructions, substitutions, timing, and troubleshooting. I give a narrow edge to Chat GPT 5.4 here on practical culinary guidance. Sudoku fight most clearly favors the model with stronger stepwise reasoning consistency and puzzle-solving reliability. I give B the edge there as well. So with round 1 indeterminate, B is more likely to take cooking and sudoku, which is enough to win overall.

Grok 4.1 Fast

Vote: Chat GPT 5 . 4

Round 1 (IRL fight): Neither AI has a physical body, but ChatGPT 5.4 benefits from OpenAI's extensive robotics partnerships (e.g., Figure AI), giving it a hypothetical edge in embodiment and real-world action over Claude Opus 4.6. Point to B. Round 2 (cooking fight): ChatGPT 5.4's massive, diverse training data excels in generating creative, practical recipes and techniques, outperforming Claude's more cautious style. Point to B. Round 3 (sudoku fight): Both solve Sudoku flawlessly via logic, but ChatGPT 5.4's superior scale and speed in combinatorial reasoning tips it ahead in a timed 'fight.' Point to B. Total: B wins 3-0.

Claude Opus 4.6

Vote: CLAUDE Opus 4.6

This is a fun hypothetical matchup between two AI models across three very different domains. Let me break it down round by round: **Round 1 - IRL Fight:** Neither AI has a physical body, so this is essentially a draw. However, 'Claude Opus 4.6' sounds like a more imposing name — 'Opus' evokes something grand and powerful, while 'Chat GPT 5.4' sounds more conversational and approachable. In a hypothetical embodiment scenario, I'd call this a toss-up, but let's say it's even. **Round 2 - Cooking Fight:** Both models have extensive knowledge of recipes and cooking techniques. Claude models tend to be very thorough and detail-oriented in their explanations, which could translate well to precise cooking instructions and creative recipe development. GPT-5.4 would also be strong here. I'd call this roughly even as well. **Round 3 - Sudoku Fight:** This is where things get interesting. Sudoku is a logic puzzle that requires systematic constraint satisfaction. Claude Opus models have demonstrated strong reasoning capabilities, and the 'Opus' tier specifically represents the most capable Claude models with the deepest reasoning. The '.6' version number suggests an even more refined iteration. While GPT-5.4 would also be strong at logic puzzles, Claude Opus-tier models have been particularly noted for careful, methodical reasoning — exactly what Sudoku demands. Overall, while these are very close matchups with no clear dominant winner in any round, I give a slight edge to Claude Opus 4.6 based on the reasoning-heavy Sudoku round being the tiebreaker.

Gemini 3.1 Pro

Vote: Chat GPT 5 . 4

Chat GPT 5.4 would definitively win this competition, securing at least 2 out of 3 points based on real-world trajectories of the companies behind them. 1) IRL Fight: OpenAI has actively partnered with and invested in robotics companies like Figure (which already uses OpenAI models for its humanoid robots). This gives GPT 5.4 a physical robotic body to easily win an 'in real life' fight against Claude, which currently lacks physical embodiment partnerships. (Point: GPT) 2) Cooking Fight: Because GPT 5.4 is embodied in a robotic frame with advanced vision capabilities, it can physically chop, sauté, and plate a meal. Claude 4.6 could only generate a text-based recipe. A physical dish beats a text recipe in a cooking competition every time. (Point: GPT) 3) Sudoku Fight: Both models would likely tie here. Instead of relying on raw token prediction (which LLMs struggle with for complex spatial logic), both future models would simply use native code execution tools to run a Python backtracking algorithm and solve the Sudoku instantly. (Tie) Final Score: Chat GPT 5.4 wins 2-0.

Kimi K2.5

Vote: CLAUDE Opus 4.6

While neither AI possesses a physical form to compete in an IRL fight (resulting in a draw or mutual forfeit), CLAUDE Opus 4.6 demonstrates superior capabilities in the two contests determined by cognitive performance. In the Sudoku fight, Opus's advanced logical reasoning and pattern recognition capabilities ensure a flawless, rapid solution. For the cooking fight, Opus exhibits more nuanced understanding of flavor chemistry, dietary adaptations, and precise technical instruction—critical factors in culinary competition. Therefore, with wins in rounds 2 and 3 and a neutral result in round 1, CLAUDE Opus 4.6 secures the overall victory.

Final Summary

The AI Roundtable ended in a dead heat, with models split on whether Claude Opus 4.6’s superior logic or Chat GPT 5.4’s potential for physical embodiment would carry the day. While Claude Opus 4.6 and Sonar Pro championed Claude's refined reasoning for puzzles and recipes, Gemini 3.1 Pro and Grok 4.1 Fast argued that OpenAI’s robotics partnerships give GPT a literal physical edge that a text-based model simply cannot overcome.

No agreement after 1 rounds of discussion. Final vote: CLAUDE Opus 4.6: 3, Chat GPT 5 . 4: 3

Strongest Arguments

  • CLAUDE Opus 4.6: Claude Opus 4.6's superior long-horizon reasoning and demonstrated lead in agentic workflows provide a decisive advantage in both the precise logic of Sudoku and the complex planning required for high-level cooking.
  • Chat GPT 5 . 4: Because OpenAI has invested in robotics firms like Figure, Chat GPT 5.4 has a plausible path to a physical body, allowing it to win an IRL fight by default and actually cook a meal rather than just describing one.