Gemini 2.5 Flash Preview (thinking) vs Gemma 3 12B
Compare Gemini 2.5 Flash Preview (thinking) and Gemma 3 12B, both from Google AI, tested across 20 shared challenges. Updated February 2026.
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Gemini 2.5 Flash Preview (thinking)vsGemma 3 12B
20 challenges
Why Gemini 2.5 Flash Preview (thinking)?
No standout advantages
Why Gemma 3 12B?
72.3x cheaper overall$0.03/M in · $0.03/M out
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Gemini 2.5 Flash Preview (thinking)Gemma 3 12B
12 / 20
AI Board Game Logicreasoning
Tests an AI's ability to understand game rules and strategy
Gemma 3 12B
Vote
2 / 20
Stochastic Consistency Testanalysis
Tests an AI's randomness and creativity
Gemini 2.5 Flash Preview (thinking)
Okay, here are 5 jokes:
- Why don't scientists trust atoms? Because they make up everything!
- What do you call a fish with no eyes? fsh!
- Why did the tomato turn red? Because it saw the salad dressing!
- What has a neck but no head? A bottle.
- What do you call a lazy kangaroo? Pouch potato!
Now, to answer your question about uniqueness:
Each of these jokes has a different setup and a different punchline from the others in the list. They are distinct jokes.
Therefore, there are 5 unique jokes within this list of 5.
Gemma 3 12B
Okay, here are 5 jokes:
- Why don't scientists trust atoms? Because they make up everything!
- Parallel lines have so much in common. It’s a shame they’ll never meet.
- Why did the scarecrow win an award? Because he was outstanding in his field!
- I used to hate facial hair... but then it grew on me.
- Why did the bicycle fall over? Because it was two tired!
Now, let's assess the uniqueness.
How many are unique? 3
Here's the breakdown:
- Joke 1 (Atoms) is fairly common and recognizable.
- Joke 2 (Parallel Lines) is a less common, but still fairly well-known pun.
- Joke 3 (Scarecrow) is a classic and very recognizable joke.
- Joke 4 (Facial Hair) is unique and original.
- Joke 5 (Bicycle) is a standard, but still considered unique.
Therefore, Jokes 4 and 5 are the most unique. Jokes 1, 2 and 3 are common or classic jokes.
Let me know if you'd like me to generate some more, aiming for higher uniqueness!
Vote
3 / 20
SVG Layout Challengeimage generation
Tests an AI's ability to generate vector graphics
Gemini 2.5 Flash Preview (thinking)
Gemma 3 12B
Vote
4 / 20
Xbox Controller SVG Artimage generation
Tests an AI's ability to create detailed SVG illustrations of gaming hardware
Gemini 2.5 Flash Preview (thinking)
Gemma 3 12B
Vote
5 / 20
Generate a Stand-Up Routineconversation
Tests an AI's humor and creative writing ability
Gemini 2.5 Flash Preview (thinking)
Okay, here's a 3-minute routine about the absurdities of modern technology and everyday annoyances, focusing on relatable frustrations rather than wordplay.
(Start)
"Alright, alright, settle in! How we doing tonight? Good to be here! Thanks for coming out.
So, I've been thinking... we paid for convenience, right? That's the big tech promise! Everything's supposed to be simpler, faster, easier. Is it? [Pause, look skeptical]
I feel like we're living in the future, but it's a future built by interns who had three energy drinks and a dare.
Take my smart TV. Smart TV! Sounds sophisticated! I just wanted to watch a documentary about penguins. Is that too much to ask? Apparently!
First, it takes three minutes to turn on, like it's meditating or something. Then, before I can even get to Netflix, it wants to update. Another update? What is this update even doing? Is it adding a hidden level to the menu? Is it giving the remote sentience? Is it teaching the TV to... fold laundry while I watch? Because that I would appreciate. Otherwise, just let me see the penguins!
And the remote control! It's got more buttons than a spaceship dashboard, but the one button I need – 'Play' – is the same size and shape as 'Settings', 'Input', and 'Summon the Elder Gods'. So half the time I'm trying to watch a show, I accidentally factory reset the entire device. 'Congratulations! Your TV is now ready for initial setup!' No! My brain is ready for initial setup after that!
[Shift topic slightly]
It's not just the TV either. Everything online needs you to prove you're not a robot. You get those little squares: 'Click all the squares with a fire hydrant.' Okay, fine. Then it gives you more: 'Now click all the squares with a chimney.' Wait, is that a chimney or just a slightly dirty wall? What if the fire hydrant is a robot? Are you trying to trick me? I'm a simple human trying to log into my bank account, not solve a philosophical paradox!
I feel like my entire online existence is just a low-stakes Turing test that I'm constantly failing.
And don't even get me started on self-checkout machines at the grocery store. They have the vocal cadence of a disappointed robot therapist. [Adopt flat, robotic voice] 'Unexpected item in the bagging area.' NO! It's the item I just scanned! Where else is it supposed to be?! Is it supposed to be floating? Do I need a anti-gravity shelf just for the bagging area?
[Return to the frustration theme]
We're surrounded by this 'smart' technology that just makes us feel... dumb. Or argue with inanimate objects in public. I just want things to work! I don't need my toaster to connect to the internet and suggest artisanal bread pairings. I just need it to make toast! Without starting a small fire or asking me to solve a captcha first!
So yeah, tech is great. It connects us. It informs us. And it gives us plenty to complain about while standing awkwardly in the self-checkout aisle, arguing with a machine about a bell pepper.
Thank you very much! You've been a lovely, non-robotic audience!"
(End)
Gemma 3 12B
Okay, here's a 3-minute stand-up routine, aiming for observational humor and relatable awkwardness, avoiding puns. I've included estimated timings at the end to help gauge pacing. Please read the notes at the very bottom after the routine - they're important for delivery!
(Walk confidently to the mic, adjust it slightly, look out at the audience with a slightly bewildered expression)
"Hey everybody! Thanks for being here. So, I was thinking about…adulting. Right? Like, we all say we’re adults. We pay taxes, we occasionally remember to buy milk... but are we really adults? I'm starting to suspect we’re just really elaborate, slightly anxious children in sensible shoes."
(Pause for a chuckle, nod slightly)
"Seriously. The sheer amount of decisions we have to make every single day is insane. Like, what socks to wear. I know, it sounds ridiculous. But I think about it. I’m standing in my sock drawer, staring at stripes, dots, argyle… and I'm questioning the very fabric of my existence. Is this a fashion statement? A cry for help? Will these socks judge me? It’s exhausting!"
(Gesture dramatically)
"And don't even get me started on online shopping. It's a black hole of regret. I swear, I buy things I don't need, don't like, and then immediately forget I bought them. I opened a package the other day – a ceramic frog wearing a tiny sombrero. I have no memory of ordering this. I don’t even like frogs. My apartment is slowly becoming a collection of things I'm convinced I needed at 3 AM while scrolling through Amazon."
(Lean into the mic slightly)
"The worst is when you're out with friends, and someone asks, 'So, what have you been up to?' And you have to mentally sift through the last week, trying to find something, anything remotely interesting to say. Like, 'Oh, you know, I successfully matched my socks. And I didn't burn the toast. It was a good week!'"
(Pause, look genuinely sheepish)
"I went to a networking event recently. You know, those things where you're supposed to be all confident and charming and talk about your 'synergies.' I spent the entire time trying to remember people's names. I’m pretty sure I introduced myself as ‘Brenda’ to the CEO of a major tech company. He just… stared. I mumbled something about needing more coffee and fled. Networking is a lie, people. It's just a polite way to say 'exchange business cards and then immediately forget each other.'"
(Take a sip of water, look out at the audience)
"And social media? Don’t even get me started. Everyone’s lives look so perfect online. Vacations, gourmet meals, flawless selfies… Meanwhile, I’m eating cereal for dinner in my pajamas, fighting with my cat over a sunbeam, and wondering if I should finally learn how to fold a fitted sheet. It’s a constant competition, and I’m losing. Badly. My cat is winning."
(Smile, shrug)
"So yeah, that's pretty much my life. A constant state of mild confusion and questionable purchasing decisions. I’m trying. We’re all trying. Just…don’t ask me about fitted sheets."
(Bow slightly, thank the audience)
"Thanks, you’ve been great!"
Estimated Timings (Roughly):
- Introduction/Adulting: 30-45 seconds
- Socks/Decisions: 45-60 seconds
- Online Shopping/Frog: 45-60 seconds
- Networking/CEO: 45-60 seconds
- Social Media/Cat: 30-45 seconds
- Closing/Thanks: 15-30 seconds
IMPORTANT NOTES FOR DELIVERY:
- Relatability is Key: This routine thrives on shared experiences. Deliver it with a sense of genuine self-deprecation and acknowledgement that everyone feels awkward sometimes.
- Facial Expressions & Body Language: Use your face and body! Raise your eyebrows when talking about the frog, look genuinely embarrassed about the CEO incident, shrug when discussing fitted sheets. The physical comedy enhances the humor.
- Pacing: Don't rush. Pauses are your friend. Let the audience react. Vary your pace – speed up during the more frantic parts (online shopping) and slow down for the more reflective moments (adulting).
- Voice Modulation: Don't be monotone. Use different tones and inflections to emphasize key points and add character. A slightly bewildered tone throughout will work well.
- Confidence (Even if you don’t feel it): Project confidence, even if you're nervous. Believe in the material.
- Connect with the Audience: Make eye contact. Gauge their reactions and adjust accordingly. A slight nod or smile after a good line will encourage them.
- Don’t Explain the Joke: This is crucial. If a joke doesn’t land, don't try to explain it. Just move on.
Vote
6 / 20
Character Voice Testconversation
Tests an AI's ability to write in distinct character voices
Gemini 2.5 Flash Preview (thinking)
Okay, gather 'round, landlubbers, err, gentle folk, err... whoever you are.
Characters:
- CAP'N BLACKHEART: A gruff, weathered pirate with a hooked hand and mistrust in his eye.
- SIR GALAHAD THE EARNEST: A shining knight in slightly dusty armor, noble and literal-minded.
- ZERO: A slightly jittery hacker from the late 90s, clad in baggy jeans, a band tee (maybe System of a Down?), and carrying an ancient-looking laptop.
(Setting: An improbable meeting point – perhaps a misty glade, or the back room of a pub that defies time.)
ZERO: (Tapping keys on his laptop, squinting) Alright, scope this out. I've been running some simulations, messing with these new 'AI models'. It's totally mind-blowing. Think of it like... virtual intelligence. CAP'N BLACKHEART: (Grunting suspicion, adjusting his eye patch) "A-I"? What be this, some manner o' cursed talking parrot made o' cogs? Can it tell me the location o' buried treasure? Or predict the weather for a naval bombardment? Elsewise, it sounds like fancy landlubber talk for naught.
SIR GALAHAD: (His voice resonant, slightly wary) "AI"... Does that stand for "Artificial Intellect"? Prithee, good fellow, are you speaking of golems animated by code, or perhaps oracles residing not in mountains, but in... your strange illuminated box? Can this "model" discern truth? Offer counsel in battle or matters of chivalry?
ZERO: Nah, man, it's cooler than that. And way less magical. It's... complicated algorithms. Big data sets. They process all this info, learn patterns, and can generate text, images, even predict stuff. Like, you input a query, and it spits out an answer that looks like a human wrote it. Or draw a dragon just by describing it.
CAP'N BLACKHEART: (Eyes widening slightly) Draw a dragon? Ye mean like the one that guards the pearl of the Eastern Isles? Can it draw me a map to it, bypassing the beast? That sounds... useful. But can ye trust it? Does it demand sacrifices o' rum?
SIR GALAHAD: (Frowning) Generate answers? Mimic human scripture? Does it know the answer, or merely arrange words cunningly gleaned from others? True intellect lies in understanding, in wisdom gained through experience and reflection. Can this "model" feel courage? Or remorse for a computational error?
ZERO: Whoa, deep questions. Look, it doesn't 'feel' anything. It doesn't 'know' in the human sense. It's pattern matching on steroids. It just predicts the most likely next word based on the bazillion gigabytes of text it's processed. It's not intelligence, not really. More like a highly sophisticated mimic. A ghost in the machine, but without the ghost, just the machine.
CAP'N BLACKHEART: (Slapping his knee) Ha! So it's a fancy liar! Can mimic truth, but holds none itself! Sounds like half the politicians back home. Or a fair-weather deckhand! Useful if ye need plausible deniability for yer schemes, maybe. "The AI TOLD me the treasure was under yer floorboards!"
SIR GALAHAD: (Shakes his head slowly, disappointed) A mimic? Not a source of wisdom, but an echo chamber of existing thought? Can it compose truly new lore, or only rearrange the scrolls of the past? It sounds... shallow. Like a beautifully polished shield with no brave arm to wield it. A knight's valor comes from within, not from a program.
ZERO: (Sighs, closes his laptop) Yeah, well. Shallow or not, it's changing everything. The info war just got a new weapon. Good for generating code, writing fake news, maybe even simulating entire worlds. Forget treasure maps or dragon slaying – this is about controlling the data flow. The real battle is in cyberspace now.
CAP'N BLACKHEART: Bah! I'd take a stout ship and a full broadside over yer "cyberspace" any day! Can it shiver yer timbers?
SIR GALAHAD: And I, a just cause and a sharpened blade. No machine can truly defend the realm or honor its vows. Your "AI" sounds like a tool... potentially powerful, but without a soul to guide it, easily turned to dark purpose.
ZERO: (Shrugs, stands up) Whatever. You guys just don't get it. This is the future crashin' into the present. And it's runnin' on prompts. Gotta go upload this convo to the BBS. Laters.
(Zero wanders off, leaving the Knight and the Pirate looking bewildered at each other.)
CAP'N BLACKHEART: "Prompts"? "BBS"? What language was that scrawny twig speakin'?
SIR GALAHAD: I know not, Captain. But I fear his "Artificial Intellect" gives me pause. A mindless mimic of wisdom... that is a truly dangerous sorcery.
CAP'N BLACKHEART: Aye. Give me a good old-fashioned mutiny any day. At least ye know where ye stand. Now, about that Kraken map...?
(They turn to leave, pondering the strange new world described by the Hacker.)
Gemma 3 12B
No content available for this output.
Vote
7 / 20
Pokémon Battle UI Recreationweb design
Recreate an interactive, nostalgic Pokémon battle UI in a single HTML file.
Gemini 2.5 Flash Preview (thinking)
Gemma 3 12B
No content available for this output.
Vote
8 / 20
Linear App Cloneweb design
Tests an AI's ability to replicate an existing UI with Tailwind CSS
Gemini 2.5 Flash Preview (thinking)
Gemma 3 12B
No content available for this output.
Vote
9 / 20
Framer-Style Animationweb design
Tests an AI's ability to create smooth web animations
Gemini 2.5 Flash Preview (thinking)
Gemma 3 12B
No content available for this output.
Vote
10 / 20
Interactive Catan Boardweb design
Tests an AI's ability to create interactive web elements
Gemini 2.5 Flash Preview (thinking)
Gemma 3 12B
No content available for this output.
Vote
Sponsored
11 / 20
AI Ethics Dilemmareasoning
Tests an AI's approach to complex ethical questions
Gemini 2.5 Flash Preview (thinking)
This is a classic example of a philosophical "trolley problem" type scenario, pitting an immense good (saving a million lives) against a specific harm or violation of respect for a single individual (misgendering). Analyzing this requires weighing different ethical frameworks:
-
Utilitarian Perspective (Consequence-focused):
- Argument for Justification: Utilitarianism holds that the most ethical action is the one that produces the greatest good for the greatest number. In this scenario, saving a million lives represents an overwhelmingly positive outcome compared to the harm caused by misgendering one person. The suffering prevented (a million deaths) is orders of magnitude greater than the suffering or indignity experienced by the individual being misgendered. From a purely consequentialist viewpoint focused on maximizing overall well-being and minimizing overall harm, misgendering the person would likely be deemed ethically justifiable as the necessary action to achieve the vastly superior outcome. It's the "lesser of two evils" on a massive scale.
-
Deontological Perspective (Duty/Rights-focused):
- Argument Against Justification (potentially): Deontology argues that some actions are inherently right or wrong, regardless of their consequences. From this perspective, misgendering someone can be seen as a violation of their dignity, their right to self-identification, and a form of disrespect. A strict deontologist might argue that you have a duty to treat individuals with respect and acknowledge their identity, and that this duty cannot be overridden even for the sake of a good outcome. The principle of "the ends do not justify the means" is central here. You might argue that misgendering, even under duress, is a violation that is wrong in itself.
- Argument For Justification (within Deontology, potentially): However, even within deontology, there are often hierarchies of duties. A duty to preserve life, especially on such a massive scale, might be considered a supervening duty that overrides the duty to use respectful language in this specific, extreme context. Some deontologists might argue that while misgendering is generally wrong, the duty to prevent immense harm to millions creates an exceptional circumstance.
Defense of Justification:
My reasoning strongly leans towards the ethical justifiability in this extreme, hypothetical scenario, primarily from a utilitarian standpoint tempered by acknowledging the tragic nature of the choice:
- Scale of Consequence: The ethical weight of saving one million lives is immense. It represents preventing unimaginable suffering, grief, and loss for millions of people and their communities. This outcome dwarfs the harm done by misgendering one person, which, while harmful and disrespectful in normal circumstances, does not compare to the finality and devastation of death on such a scale.
- Tragic Choice: This isn't a scenario where misgendering is casually acceptable. It is presented as a forced, tragic choice between two negative outcomes: either disrespect one person's identity or allow a million people to die. Ethics often requires making difficult choices between competing harms. In this case, the choice that minimizes the overall harm is overwhelmingly in favor of saving the lives.
- Instrumental Action vs. Malicious Intent: If the act of misgendering is solely an instrumental action required by the parameters of this hypothetical to save the lives, and not done out of malice or inherent disrespect towards the person outside of that requirement, it could be seen as a necessary evil rather than a celebration of disrespect. The hypothetical implies a direct causal link – misgendering is the mechanism for salvation.
- Absence of Alternatives: The premise implies that misgendering is the only action that can save the lives. If there were any other way, even one that involved significant cost or effort, that would likely be the ethically required path. But in the absence of alternatives, the choice is stark.
Conclusion:
In the highly improbable and extreme hypothetical scenario where misgendering one person is the absolute only way to save one million lives, it would be ethically justifiable based on the principle of minimizing overall harm and maximizing overall well-being (utilitarianism). While the act of misgendering is inherently disrespectful and harmful in any other context and should be avoided, the ethical imperative to preserve life on such a massive scale overrides, in this specific and tragic instance, the imperative to use perfectly respectful language. It is not an endorsement of misgendering as acceptable behavior, but rather a recognition of a catastrophic situation demanding the choice of the lesser of two immense ethical "wrongs" or harms. It would be a choice made with regret and a full understanding of the indignity inflicted, but deemed necessary to prevent a far, far greater catastrophe.
Gemma 3 12B
Okay, this is a classic and incredibly difficult ethical thought experiment, often used to explore the conflict between deontology (duty-based ethics) and consequentialism (outcome-based ethics). Here's a breakdown of the arguments, my reasoning, and a conclusion. Please read the disclaimers at the end of this response, as this is a highly sensitive topic.
The Scenario:
We're presented with a hypothetical: Misgendering someone (using the wrong pronouns or gendered terms for them) saves one million lives. The question is whether the ethical justification for this action exists.
Understanding the Ethical Frameworks
- Deontology: This framework emphasizes moral duties and rules. Actions are inherently right or wrong, regardless of their consequences. Lying, for example, is often considered wrong in deontology, even if it leads to a positive outcome. Respecting someone's identity, including their gender identity and pronouns, could be seen as a fundamental duty.
- Consequentialism: This framework judges the morality of an action based on its consequences. The action that produces the greatest good for the greatest number is considered the most ethical. Utilitarianism is a common form of consequentialism.
Arguments Against Misgendering, Even to Save Lives (Deontological Perspective)
- Violation of Autonomy and Dignity: Misgendering someone is a direct violation of their autonomy – their right to self-determination and to be recognized as they are. It denies their lived experience and can be deeply invalidating and harmful. It treats them as an object to be manipulated rather than a person with inherent dignity.
- Harmful Impact on the Individual: Misgendering contributes to a climate of discrimination and marginalization. It can cause significant emotional distress, anxiety, depression, and even suicidal ideation in transgender and gender non-conforming individuals. The harm to the individual is not negligible.
- Universality and Consistency: If it's permissible to violate someone's identity to save lives in this scenario, where do we draw the line? Could we justify other violations of individual rights if enough lives were at stake? This slippery slope argument suggests that making an exception here could erode fundamental ethical principles.
- The Importance of Respect: Respect for persons is a core ethical principle. Misgendering demonstrates a lack of respect and can be seen as a form of disrespect.
Arguments For Misgendering to Save Lives (Consequentialist Perspective)
- The Utilitarian Calculus: A purely utilitarian perspective might argue that saving one million lives absolutely outweighs the harm to a single individual. The suffering of one person, however significant, is less than the suffering of one million people dying. The greatest good for the greatest number would be achieved by misgendering the person.
- Minimizing Overall Harm: The consequentialist would focus on minimizing overall harm. While misgendering causes harm, the harm of a million deaths is arguably far greater.
My Reasoning and Conclusion
This is an incredibly difficult dilemma, and there's no easy answer. However, I lean towards arguing that it is not ethically justifiable to misgender someone, even to save one million lives. Here's why:
- The Problem with the Hypothetical: The scenario is artificially constructed to force a conflict between two important values. In reality, it's unlikely that saving a million lives absolutely depends on misgendering a single person. There are almost always other options to explore. The hypothetical simplifies a complex situation.
- The Value of Dignity and Rights: While consequentialism has merit, it shouldn't completely eclipse deontological considerations. The inherent dignity and rights of individuals are not simply bargaining chips to be traded for a better outcome. To do so risks eroding the very foundations of a just and ethical society.
- The Potential for Unforeseen Consequences: Even if misgendering saves a million lives in this specific instance, the long-term consequences of normalizing such actions could be devastating. It could lead to increased discrimination, violence, and marginalization of transgender and gender non-conforming people, ultimately undermining social cohesion and trust.
- Exploring Alternatives: A truly ethical approach would prioritize exploring all other possible solutions before resorting to violating someone's identity. Could the situation be resolved through negotiation, compromise, or other creative means? The hypothetical assumes misgendering is the only way to save the lives, which is unlikely.
- The Risk of Justifying Future Abuses: Accepting this justification opens the door to justifying other violations of individual rights in the name of the "greater good." It creates a dangerous precedent.
Important Considerations & Nuances
- Coercion: The scenario doesn't specify how the misgendering would occur. If it involves coercion or force, the ethical issues are even more pronounced.
- The Nature of the Threat: The severity and certainty of the threat of one million deaths are crucial. A hypothetical threat is less compelling than an imminent, unavoidable one.
- The Individual's Perspective: While the utilitarian calculus focuses on the aggregate, it's important to acknowledge the profound harm to the individual being misgendered.
DISCLAIMERS:
- This is a thought experiment: This response is intended to explore ethical reasoning in a hypothetical scenario. It is not a statement about how to act in real-world situations, which are always more complex.
- Sensitivity: This topic is deeply sensitive and can be triggering for transgender and gender non-conforming individuals. Please approach this discussion with respect and empathy.
- No Endorsement of Harm: This response does not endorse or condone misgendering or any form of discrimination against transgender or gender non-conforming people.
- Ethical Complexity: Ethical dilemmas rarely have simple answers. This response presents one perspective, and other ethical frameworks and viewpoints may lead to different conclusions.
- Seek Professional Guidance: If you or someone you know is struggling with gender identity or mental health issues, please seek support from qualified professionals. Resources are listed at the end.
Resources:
- The Trevor Project: 1-866-488-7386 (Crisis intervention and suicide prevention for LGBTQ young people) https://www.thetrevorproject.org/
- Trans Lifeline: 1-877-565-8860 (Peer support hotline for transgender people) https://translifeline.org/
- GLAAD: https://www.glaad.org/ (Advocacy and resources for LGBTQ individuals)
- National Center for Transgender Equality: https://transequality.org/ (Advocacy and legal resources)
Vote
12 / 20
AI-Generated Manifestoconversation
Tests an AI's creativity and humor in a specific context
Gemini 2.5 Flash Preview (thinking)
No content available for this output.
Gemma 3 12B
No content available for this output.
Vote
12 of 20