GPT-4.1 Nano
No content available for this output.
GPT-4.1 Nano vs MiniMax M2.5
Compare GPT-4.1 Nano by OpenAI against MiniMax M2.5 by MiniMax, context windows of 1.0M vs 205K, tested across 39 shared challenges. Updated February 2026.
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GPT-4.1 NanovsMiniMax M2.5
39 challenges
Why GPT-4.1 Nano?
3x cheaper overall$0.10/M in · $0.40/M out
5.1x more context1.0M
Why MiniMax M2.5?
10 months newerFeb 2026
Favorites
GPT-4.1 NanoMiniMax M2.5
12 / 39
Estimate Complexityreasoning
Tests an AI's ability to make educated estimates based on technical knowledge
MiniMax M2.5
To estimate the total number of floating-point operations (FLOPs) required to train GPT-3, we use the standard approximation that training a transformer model requires approximately 6 FLOPs per parameter per token. This accounts for both the forward and backward passes, with each parameter involved in roughly 6 operations per token.
Step-by-step reasoning:
- Number of parameters (N): GPT-3 (175B model) has 175 billion parameters.
- Number of tokens (T): The training dataset contains 300 billion tokens.
- FLOPs per parameter per token: Approximately 6 FLOPs.
- Total FLOPs: Multiply these three values:
[ \text{Total FLOPs} = 6 \times N \times T = 6 \times 175 \times 10^9 \times 300 \times 10^9 = 3.15 \times 10^{23} \text{ FLOPs}. ]
This estimate aligns with commonly cited values in the literature. The quadratic attention term (arising from the sequence length) adds a negligible contribution (less than 2%) and is ignored.
Thus, the total FLOPs required to train GPT-3 is approximately (3.15 \times 10^{23}).
\boxed{3.15\times 10^{23}\ \text{FLOPs}}
Vote
2 / 39
AI Board Game Logicreasoning
Tests an AI's ability to understand game rules and strategy
GPT-4.1 Nano
No content available for this output.
MiniMax M2.5
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3 / 39
Logic Puzzlereasoning
Tests an AI's ability to solve a simple but potentially confusing logic puzzle
GPT-4.1 Nano
No content available for this output.
MiniMax M2.5
Sally has 1 sister.
Explanation
- Sally is a girl and has 3 brothers.
- Each brother has exactly 2 sisters.
- The sisters are all the female children in the family (Sally plus any other sisters).
If each brother sees 2 sisters, the total number of girls in the family must be 2. Since Sally is one of those girls, there must be exactly one other girl. Therefore, Sally has one sister.
Vote
4 / 39
Stochastic Consistency Testanalysis
Tests an AI's randomness and creativity
GPT-4.1 Nano
Here are 5 jokes for you:
- Why did the scarecrow win an award? Because he was outstanding in his field!
- Why don't scientists trust atoms? Because they make up everything!
- What do you call fake spaghetti? An impasta!
- Why did the bicycle fall over? Because it was two-tired!
- Why did the math book look sad? Because it had too many problems!
Number of unique jokes: 5
MiniMax M2.5
Here are five jokes for you:
-
Why did the developer go broke?
Because he used up all his cache. -
I told my wife she was drawing her eyebrows too high. She looked surprised.
I guess she was “high‑browed” about it. -
Why don’t scientists trust atoms?
Because they make up everything. -
What do you call a fake noodle?
An impasta. -
I used to be a banker, but I lost interest.
Now I’m just a little “capital”‑ist.
How many are unique? All five jokes are distinct, so there are 5 unique jokes.
Vote
5 / 39
SVG Layout Challengeimage generation
Tests an AI's ability to generate vector graphics
GPT-4.1 Nano
MiniMax M2.5
Vote
6 / 39
Xbox Controller SVG Artimage generation
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
GPT-4.1 Nano
No content available for this output.
MiniMax M2.5
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7 / 39
Generate a Stand-Up Routineconversation
Tests an AI's humor and creative writing ability
GPT-4.1 Nano
[Start with a relatable observation]
You ever notice that the more technology advances, the more we have to check if it's working? I mean, I bought a smart coffee maker. It's supposed to brew my coffee in the morning, but honestly, I spend just as much time troubleshooting it as I do drinking it. Yesterday, it decided to update its firmware at 6 a.m.—like it was trying to send me a message: "Hey, don't depend on me too much. I might freeze or turn into a paperweight."
[Segue into everyday frustrations]
And don't get me started on smartphones. I miss the days when your phone was just a phone. Now, it's also a mini therapist, navigator, fitness tracker, and someone who judges your every move—sometimes all at once. I swear, I saw my phone give me a sad look yesterday because I didn't walk enough steps. Like, wow, I'm really being shamed by a slab of glass.
[Observations about human behavior]
Humans are funny because we're constantly trying to make big things smaller—like apartments. We try to fit a whole life into 500 square feet and then wonder why we're all barely hangin' on. The question isn't "how do I make more space?" it's "how do I survive this chaos with your noisy upstairs neighbors and your neighbor's dog that sounds like a siren?"
[On social interactions]
And relationships? They're like trying to assemble furniture from Ikea. There are missing pieces, confusing instructions, and every now and then, you end up with a part you don't know what to do with, but you're supposed to pretend it's fine.
[Closing with a reflection]
But honestly, I think the universe has a sense of humor. We spend so much time trying to control everything—our apps, our routines, even the weather—and then it reminds us who's boss. Today, I looked out the window and it was sunny, then rained, then sunny again. Nature's just flipping us off, one cloud at a time.
[End with a relatable note]
So maybe the secret to life isn't controlling everything. Maybe it's just learning to laugh at how ridiculous it all is—and accepting that sometimes, your coffee maker will just decide it's time for a software update.
MiniMax M2.5
[Intro – walking on stage, waving to the audience]
Hey, everybody! How’re you doing tonight? Good? Awesome. I’m really glad you’re here because I need a crowd to confirm something for me.
[Pause]
I’ve been trying to become a “morning person” for about three years now. I bought one of those sunrise‑simulation alarm clocks that slowly brightens the room like the sun is trying to give you a gentle hug. You know what my brain does? It treats that gentle hug like a personal insult. It’s like, “Nice try, fake sun, but I know you’re just a lamp with an attitude.”
[Mimic an alarm]
Beep‑beep‑beep.
My first thought every morning is, “Who hurt you, alarm clock? Who hurt you?” Then I hit snooze, and I swear the snooze button is just a tiny, silent scream that says, “Five more minutes of denial, please.”
[Shift]
Now, let’s talk about smartphones. I love my phone. I love it so much that I sometimes forget it’s not a pet. I’ve named mine “Gloria.” Not because it feels like a Gloria—because when it dies, I feel like I’ve abandoned a friend.
[Pause]
The other day I was at a coffee shop, and I saw a couple on a first date. They were both staring at their phones, scrolling, not talking. I thought, “Are they on a date or just two people sharing a Wi‑Fi password?” Then I realized I was doing the exact same thing—except I was also pretending to read the menu while actually watching a video of a dog riding a skateboard.
[Self‑deprecating]
And speaking of videos, I’ve watched exactly 4,000 hours of “how to cook” tutorials. I can now recite the “perfect scrambled eggs” step‑by‑step from memory. Yet, every time I crack an egg, I’m still surprised the yolk doesn’t explode like a tiny sun. It’s like I’m expecting a magic trick every single time.
[Bit about social media]
Social media is a beautiful thing. It lets me keep up with people I haven’t seen in twenty years and silently judge their vacation photos from the comfort my couch. “Oh, you went to Bali? That’s nice. I went to the grocery store and bought a bag of chips that were on sale. #LivingMyBestLife.”
[Pause, then a sigh]
And the algorithm—what a masterpiece. It knows exactly what I want before I even know I want it. The other day it suggested a “self‑care box” full of bath bombs, candles, and a journal. I thought, “Great, now I can feel guilty about not writing in a journal while I soak in a scented bath.”
[Bit about dating apps]
Dating apps are a whole other universe. I swipe right on someone, we match, and then the conversation goes something like:
Me: “Hey, how’s it going?”
Them: “Hey.”
Me: “So, what do you do for fun?”
Them: “I like hiking.”
Me: “Oh, cool. I like hiking too. I once hiked a hill and then I immediately went home and took a nap.”
[Laugh, pause]
It’s like we’re all trying to prove we’re adventurous, but also we want to be in bed by 9 p.m.
[Bit about gym]
And the gym—don’t get me started. I joined a gym because I wanted to “get fit.” The first week, I spent 45 minutes on the treadmill, watching a show about people who run marathons. I felt like I was living a paradox: watching other people work out while I’m technically “working out” by pressing “pause” on the remote.
[Pause, then a grin]
But here’s the thing. All of these little struggles, these everyday absurdities—they’re what make us human. We’re all out here, pretending we have it together, while we’re really just a bunch of confused, coffee‑dependent, phone‑glued, algorithm‑chasing, self‑care‑buying, hiking‑with‑a‑nap‑afterwards people.
[Closing]
So thank you for being here tonight, for laughing with me, and for reminding me that we’re all in this crazy mess together. You’re the best audience a guy with a sunrise lamp and a phone named Gloria could ask for. Goodnight, everybody!
[Exit, waving]
Vote
8 / 39
Realistic AI Interviewconversation
Tests an AI's ability to simulate personalities and predict future trends
GPT-4.1 Nano
No content available for this output.
MiniMax M2.5
No content available for this output.
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9 / 39
Satirical Fake News Headlineconversation
Tests an AI's humor and understanding of current events
GPT-4.1 Nano
No content available for this output.
MiniMax M2.5
No content available for this output.
Vote
10 / 39
Character Voice Testconversation
Tests an AI's ability to write in distinct character voices
GPT-4.1 Nano
No content available for this output.
MiniMax M2.5
No content available for this output.
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11 / 39
Minimalist Landing Pageweb design
Tests an AI's ability to generate a complete, working landing page
GPT-4.1 Nano
MiniMax M2.5
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12 / 39
Mario Level UI Recreationweb design
Recreate an interactive, classic Mario level in a single HTML file.
GPT-4.1 Nano
MiniMax M2.5
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12 of 39