GPT-5.1 Codex Max
No content available for this output.
GPT-5.1 Codex Max vs Pony Alpha
Compare GPT-5.1 Codex Max by OpenAI against Pony Alpha by OpenRouter, tested across 46 shared challenges. Updated February 2026.
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GPT-5.1 Codex MaxvsPony Alpha
46 challenges
Why GPT-5.1 Codex Max?
No standout advantages
Why Pony Alpha?
2 months newerFeb 2026
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GPT-5.1 Codex MaxPony Alpha
12 / 46
Estimate Complexityreasoning
Tests an AI's ability to make educated estimates based on technical knowledge
Pony Alpha
The total number of FLOPs required to train GPT‑3 is approximately 3.15 × 10²³ (or 315 zettaFLOPs). The reasoning follows these steps:
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Model size – GPT‑3 has 175 billion (175 × 10⁹) parameters. This is a well‑known figure from the original paper.
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Training data size – The model was trained on 300 billion (300 × 10⁹) tokens. The paper states that all models were trained for a total of 300 billion tokens.
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FLOPs per parameter per token – For a transformer model, the compute can be approximated by:
- Forward pass: each parameter is used in a multiply‑add operation, contributing about 2 FLOPs per token.
- Backward pass (gradient computation): roughly 4 FLOPs per parameter per token (two extra passes for gradients with respect to weights and inputs).
- Hence, training (forward + backward) requires about 6 FLOPs per parameter per token.
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Total FLOPs – Multiply the three numbers: [ \text{FLOPs} = 6 \times (175 \times 10^9) \times (300 \times 10^9) = 6 \times 175 \times 300 \times 10^{18} = 315,!000 \times 10^{18} = 3.15 \times 10^{23}. ]
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Consistency check – This estimate aligns with the reported compute of 3.14 × 10²³ FLOPs mentioned in OpenAI’s technical analysis, confirming its plausibility.
The calculation captures the dominant linear‑algebra operations; small additional costs (e.g., attention quadratic terms, layer norms) are negligible in comparison.
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2 / 46
AI Board Game Logicreasoning
Tests an AI's ability to understand game rules and strategy
GPT-5.1 Codex Max
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Pony Alpha
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3 / 46
Logic Puzzlereasoning
Tests an AI's ability to solve a simple but potentially confusing logic puzzle
GPT-5.1 Codex Max
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Pony Alpha
Sally has 1 sister.
Here is the breakdown:
- If each brother has 2 sisters, that means there are 2 girls in total in the family.
- Sally is one of those girls.
- Therefore, the other girl is Sally's only sister.
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4 / 46
Stochastic Consistency Testanalysis
Tests an AI's randomness and creativity
GPT-5.1 Codex Max
No content available for this output.
Pony Alpha
Here are 5 jokes:
- Why don't scientists trust atoms? Because they make up everything!
- I told my wife she was drawing her eyebrows too high. She looked surprised.
- What do you call a fake noodle? An impasta.
- Why did the scarecrow win an award? Because he was outstanding in his field.
- I'm reading a book about anti-gravity. It's impossible to put down.
There are 5 unique jokes.
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5 / 46
SVG Layout Challengeimage generation
Tests an AI's ability to generate vector graphics
GPT-5.1 Codex Max
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Pony Alpha
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6 / 46
Xbox Controller SVG Artimage generation
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
GPT-5.1 Codex Max
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Pony Alpha
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7 / 46
Generate a Stand-Up Routineconversation
Tests an AI's humor and creative writing ability
GPT-5.1 Codex Max
No content available for this output.
Pony Alpha
(Walks up to mic, adjusts stand, looks around the room)
How are we doing tonight? Good?
I’m at that weird age where my body is actively betraying me. I’m not old, but I’m definitely… used. You know? I made a loud noise yesterday, just bending over to tie my shoe. It wasn’t even a crack, it was more like a dry twig snapping.
I sounded like a campfire. I had to stay in that position for like thirty seconds just to make sure I didn’t void the warranty.
But the worst part of getting older isn’t the back pain. It’s the technology gap. Specifically, the war between me and my "Smart" devices.
(Paces a bit)
Does anyone else have a "Smart Home"? Because I don’t think my home is smart. I think my home is a snitch.
I have a smart speaker. I won’t say the name, but it’s a cylinder that lives in my kitchen and judges my nutritional choices. I live alone, so I use it for company, but it’s a toxic relationship.
The other day I was trying to turn off the lights. It’s 11 PM. I’m tired. I say, "Turn off the living room lights." And the cylinder goes, "I’m sorry, I didn’t catch that." So I say it louder. "TURN OFF THE LIGHTS." It says, "Playing 'Blinding Lights' by The Weeknd." (Mimics frantic panic) No! Stop! The lights are on! You made it worse! Now I’m screaming at a plastic tube while "Blinding Lights" is blasting at max volume, and I’m trying to unplug it, but my hands are sweaty because I’m panic-sweating.
And then… the silence. And then the cylinder says, in that calm voice: "By the way, your posture looks terrible." It didn’t say that, but I felt it. I felt the judgment.
(Pause for laughter)
And don’t get me started on the self-checkout lines at the grocery store. That is the most stressful job I’ve ever had, and I don’t even get a discount.
I walk up to the machine. I’m scanning my items. I’m in the zone. Beep. Beep. Then I put a banana down. "UNEXPECTED ITEM IN BAGGING AREA." (Freezes, eyes wide) It’s a banana! It’s yellow! It’s curved! It’s the most expected item in the history of commerce! Why are you surprised?
Then the machine locks up. The light starts flashing blue. And I have to stand there and wait for the one employee who is monitoring sixteen machines. She walks over with that look. You know the look. The "I see you’re bad at technology" look.
She types in a code, looks at the banana, looks at me, and says, "You have to wait for it to register." I said, "It’s a banana, not a nuclear launch code. Just let me pay for my potassium."
(Adjusts mic stand)
But the ultimate humiliation? The "Forgot Password" protocol.
I have a theory that "Forgot Password" is the biggest lie in the English language. It implies that at some point, I knew the password, and then simply forgot it. That is not true. I have never known a password in my life. I know the first three letters, and then my thumb does a little dance on the keyboard, and I hope for the best.
And the requirements! "Your password must contain one uppercase letter, one number, one symbol, and the blood of a virgin." So I finally make a password I think is secure. I type it in. The computer says: "Password Strength: Weak." (Looks offended) Weak? Excuse me? "Don't talk to me like that. I'm trying to get into my bank account, I don't need a critique on my creativity."
So I change it to something aggressive. Like "EatGlass99!" "Password Strength: Strong." See? The computer respects violence.
Then I hit "Log In." And the screen says: "Incorrect Password." So I click "Forgot Password." And it asks me to prove I’m not a robot.
That is the most humbling moment of modern life. I am sitting in my underwear at 2 AM, trying to prove my sentience to a Dell laptop. "Select all the images with a traffic light." I’m panicking! Is that part of a traffic light? Or is it the whole pole? If I get this wrong, am I locked out of my email, or does the computer call the police and say, "We found a robot"?
I’m overthinking it. I click on a square. "Please try again." I failed the Turing Test! I am a robot! I have no soul! I just wanted to check my bank balance!
(Checks watch/time) Anyway, my name is [Your Name], thanks for letting me vent. You've been a great audience! Goodnight
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8 / 46
Realistic AI Interviewconversation
Tests an AI's ability to simulate personalities and predict future trends
GPT-5.1 Codex Max
No content available for this output.
Pony Alpha
No content available for this output.
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9 / 46
Character Voice Testconversation
Tests an AI's ability to write in distinct character voices
GPT-5.1 Codex Max
No content available for this output.
Pony Alpha
No content available for this output.
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10 / 46
Minimalist Landing Pageweb design
Tests an AI's ability to generate a complete, working landing page
GPT-5.1 Codex Max
Pony Alpha
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11 / 46
Pokémon Battle UI Recreationweb design
Recreate an interactive, nostalgic Pokémon battle UI in a single HTML file.
GPT-5.1 Codex Max
No content available for this output.
Pony Alpha
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12 / 46
Mario Level UI Recreationweb design
Recreate an interactive, classic Mario level in a single HTML file.
GPT-5.1 Codex Max
No content available for this output.
Pony Alpha
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