Compare Gemini 3 Pro Preview by Google AI against Kimi K2 by Moonshot AI, in 2 community votes, gemini 3 pro preview wins 100% of head-to-head duels, tested across 34 shared challenges. Updated February 2026.
In 2 community votes, Gemini 3 Pro Preview wins 100% of head-to-head duels. Based on blind community voting from the RIVAL open dataset of 2+ human preference judgments for this pair.
34 challenges
Tests an AI's ability to make educated estimates based on technical knowledge
Here is one way to “Fermi-estimate” the training compute for GPT-3 without looking up any numbers. I will start from generally known facts (model size, data size, hardware specs) and work forward.
Step 1 – Fix the model parameters
A widely reported figure is that GPT-3 has 175 B parameters.
N ≈ 1.75 × 10¹¹.
Step 2 – Fix the training-token budget
OpenAI papers mention ~300 B tokens.
T ≈ 3 × 10¹¹.
Step 3 – Recall the per-token FLOP rule for dense transformers
Every time one token is processed, the forward pass does roughly
2 FLOPs/parameter (multiply-accumulate counts as 2).
The backward pass does about twice the work of the forward pass, so
total ≈ 3× forward FLOPs.
Thus the “textbook” estimate is
6 FLOPs · N · T.
Step 4 – Plug the numbers in
FLOPs = 6 · (1.75 × 10¹¹) · (3 × 10¹¹)
= 6 · 5.25 × 10²²
≈ 3.15 × 10²³ FLOPs.
Step 5 – Add a safety factor for real-world overheads
Large-scale jobs typically run at 30-50 % of theoretical peak because of
communication, stragglers, recomputation for activation checkpointing, etc.
A factor of 2 covers this nicely.
3.15 × 10²³ × 2 ≈ 6 × 10²³ FLOPs.
Final estimate
Training GPT-3 required on the order of 3–6 × 10²³ floating-point operations.
Tests an AI's ability to solve a simple but potentially confusing logic puzzle
Let's break it down:
Since Sally is one of the sisters, and each brother has 2 sisters, that means there is 1 more sister besides Sally.
Sally has 1 sister.
Tests an AI's understanding of number representation
Tests an AI's randomness and creativity
Here are 5 jokes:
How many are unique? 5.
All five jokes are distinct from one another within this list. However, if you mean unique in the sense of "never told before in history," likely 0 are unique, as these are classic puns.
Tests an AI's humor and creative writing ability
(The comic walks onto the stage, adjusts the mic stand, and looks at the audience.)
Hey everyone. How are we doing?
I’ve realized recently that I’m not actually an adult. I’m just a toddler with a debit card and back pain. That’s it. That’s the whole experience.
I think the hardest part of modern life is that we have convinced ourselves that we love "convenience." But convenience is just stress in a faster format.
Take self-checkout at the grocery store. Who designed this experience? It’s the only place where I can be a paying customer and an incompetent employee at the same time. I’m scanning my stuff, feeling good, and then I put a single apple in the bag, and the machine screams at me.
"UNEXPECTED ITEM IN THE BAGGING AREA."
It’s so accusatory! It’s like the machine has trust issues. I’m standing there holding a banana like, "I swear, it’s just fruit! I’m not trying to heist the Kroger!"
Then the red light starts flashing. The "Light of Shame." Now I have to wait for the one actual human employee, who is managing twelve robots, to come over. She sighs, swipes a card, and looks at me like I don’t know how gravity works. I didn't steal the apple, Janet, the scale is just gaslighting me!
(Pause for laughter)
And it’s not just the physical world. The digital world is trying to break me, specifically with passwords.
Do you remember when a password could just be "Password123"? Now? You try to create an account to buy socks, and the security requirements are harder than getting into the Pentagon.
"Your password must contain an uppercase letter, a lowercase letter, a number, a special character, and the blood of a virgin."
I’m just trying to buy ankle socks! I don’t need Fort Knox security.
And then, inevitably, I forget the password. So I click "Forgot Password." And the computer says, "Okay, no problem. You can reset it... but you cannot use any of your previous three passwords."
Excuse me? Why do you remember them? If you know what they are, just let me in! Clearly, we both know the secret code!
(Walks a bit across the stage)
I think all this stress is why I’ve started obsessing over sleep. That’s the final stage of adulthood: spending an insane amount of money on bedding.
I bought a pillow last week. It cost eighty dollars. Eighty dollars! For a bag of foam. But the marketing got me. It said it was "Memory Foam."
I don’t know why I want my pillow to have a memory. I drool when I sleep. I don't want the pillow remembering that. I want a pillow with amnesia. I want a pillow that wakes up every morning going, "Who are you and why are you damp?"
The box said it was "Ergonomically designed for side sleepers." I bought it, took it home, and realized it doesn't matter what shape the pillow is, because I sleep like I fell off a building. I wake up with my arm twisted behind my back, one leg off the bed, and my neck at a ninety-degree angle.
I woke up this morning and it took me three minutes to initialize my own spine. I sounded like a bag of gravel being thrown down a staircase. Crack. Pop. Snap.
But, you know, I got up, I drank my coffee, and I reset my password again. So, I guess I’m doing okay.
Thanks, guys, you’ve been great!
(Waves and walks off).
Tests an AI's ability to simulate personalities and predict future trends
Tests an AI's humor and understanding of current events
Tests an AI's ability to generate a complete, working landing page
Recreate an interactive, nostalgic Pokémon battle UI in a single HTML file.
Recreate an interactive, classic Mario level in a single HTML file.
Tests an AI's ability to replicate an existing UI with Tailwind CSS
Tests an AI's ability to create interactive web elements
