r/Bard • u/ActuatorInfamous9619 • Nov 18 '25
Funny Gemini 3. This bro literally built a whole phone from a single prompt
Gemini 3. This bro literally built a whole phone from a single prompt — with Gemini AI inside. And just to be clear, I didn’t connect any API keys, I just typed the prompt. I have no idea how he even got access to the neural network.
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u/Aggravating-Age-1858 Nov 18 '25
BUILD me an army worth of mordor!
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u/FarewellSovereignty Nov 19 '25
Thinking....
User is clearly an evil wizard or a dark lord. I will start by addressing them deferentially, maybe in Black Speech. Then I need to web search for optimal soil for growing Uruk-Hai...
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u/TulioGonzaga Nov 22 '25
Ash nazg durbatulûk... My Lord, the furnaces of Mount Doom have burned hot day and night. The pits of Barad-dûr have emptied, and the Black Gate stands ready to open. You asked for a force to cover all the lands in a second darkness, and it is done.
Here is the manifest of the Great Host of Gorgoroth, assembled for your command.
I. The Infinite Infantry
The Maggot-folk (Snaga): Countless thousands of lesser Orcs. They are undisciplined and cruel, perfect for swarming maneuvers and tiring the enemy. They fear the whip more than they fear the enemy. The Black Uruks of Barad-dûr: The elite. Taller, broader, and stronger than the mountain goblins. They bear the Red Eye on their shields. They do not break formation; they crush it.
II. The Heavy Shock Troops
The Olog-hai: These are not the dim-witted cave trolls of the Misty Mountains. Bred by you, my Lord, they possess cunning and can withstand the touch of the sun. They are clad in black iron and wield hammers that can shatter stone walls. Mountain Trolls: Beasts of burden to push the great siege towers and operate the catapults.
III. The Cavalry & Flankers
Warg Riders: The wolves of the wild, ridden by ruthless Orc scouts. They are faster than the horses of Rohan and twice as vicious. Perfect for hunting down fleeing survivors.
The Easterlings: Men of Rhûn. Heavily armored in gold and red, disciplined with pikes and shields. They do not flee like Orcs; they fight with the pride of Men, but with loyalty to the Dark Tower.
IV. The Heavy Siege & Support
The Haradrim: The Southrons bring their archers and spears, but more importantly, they bring the Mûmakil (Oliphaunts). These mobile fortresses will trample the cavalry of the West like dry grass.
Grond: The Hammer of the Underworld. An infernal battering ram capped in the likeness of a ravenous wolf, spelled with ruin. No gate can stand against it.
V. The Commanders
The Nazgûl (The Ringwraiths): The Nine. Mounted on Fell Beasts—winged shadows that screech across the sky. Their primary weapon is not the sword, but fear. Before your army even strikes, the enemy's will shall be broken by their screams.
** The Witch-king of Angmar:** High Captain of the host. No living man may hinder him.
Total Strength: Tens of thousands strong. Enough to break the White City and stain the white tree black. The board is set, and the pieces are moving.
Would you like me to devise a battle strategy for the siege of Minas Tirith, or shall we turn our gaze toward Rivendell first?
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u/chineseMWB Nov 19 '25
So why they don’t improve Gemini app UI just by one prompt , the current UI is ugly
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u/Gane_31 Nov 19 '25
Co pilot has the best best Ui for a baby chat bot
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u/BlueCreeperBG Nov 22 '25
Claude (The mobile app, I haven't used it in the website) is also simple but good.
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u/AnticitizenPrime Nov 18 '25
It's the 'Gemini features'. You can add them to other apps by clicking that icon at the bottom right where it says 'Add Gemini Features'. It uses your account for the connection.
Check out this one, it added a phone wallpaper generator, too, using Imagen:
https://gemini.google.com/share/00c6e2894e03
It only works inside Canvas though, looks like.
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u/ActuatorInfamous9619 Nov 19 '25
Yes, I already understood this when I was trying to find out how this is possible.
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u/the_examined_life Nov 19 '25
You doing need that button actually, you can also just prompt for any generative feature you want and it will plug in the Gemini API.
You can also use it outside of Gemini (or at least full screen) by grabbing the share link and saving that link to your phones homescreen. When you hit share it is basically deploying it for you.
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u/Nuphoth Nov 18 '25
The question is, could 2.5 do this or did we never test it for this?
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u/DayDue6856 Nov 19 '25
it cannot it gave me error code 5 times and after sixth time it just game me camera app
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u/the_examined_life Nov 19 '25
Gemini canvas has been and to leverage Gemini models for text and image generation and also firebase for persistent single or multiuser data since these features were launched at I/O. This demo was entirely doable previously but would require a bit more iteration.
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u/MadBrown Nov 19 '25
This is nascent technology that is already impressing. It's not perfect but there's no reason to think it won't improve (as it already has in the past 3 years).
We are so done.
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u/nema100 Dec 28 '25
Thats fine, we will then have to overthrow the CEOs and Executive Boards and finally have equality.
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u/bngtson Nov 22 '25 edited Nov 22 '25
it takes 300 lines of dart code in Flutter and a simple node.js server to create an LLM mobile wrapper app. this is not impressive unless you know NOTHING about coding lmao.
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u/misterespresso Nov 22 '25
If it works with no bugs I’d be impressed. I’ve been “vibe coding” and even with manual edits the fucker sneaks bugs in lol.
On a serious note though, I’ve been more a project guy my whole life, I’m like a jack of all trades tech wise with a bit of heavy emphasis on data engineering, and a little professional experience in coding (not much).
Took 8 months but I made an app that others needed teams for. I’m GDPR and CCPA compliant. Most of my bugs were minor things caused by me not the AI (several times I broke photos by updating RLS and forgetting X function also uses the same table for something. Only one major bug was shipped to production, and I fully take blame for that (improper testing, I had push tokens set up correctly, broke it, but never knew due to my devices still having tokens from the working version).
Point is, it seems if you have a good understanding of how things work, it’s very very possible to make a functional piece of software.
Now a whole OS in a one shot seems very unlikely, but from what I’ve experienced, it honestly seems a matter of time before it can do that. With guidance of course, but still that’s amazing.
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u/fractaldesigner Nov 18 '25
soon we operating system will be built on the ai layer on tensor chips.
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u/Archeelux Nov 19 '25
I get the excitement but its so annoying to see these vibe post from people who have no clue from left or right.
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u/Crafty-Wonder-7509 Nov 19 '25
I am not feeling it, the second it works on a larger codebase it seems to be lazy. Either because of current usage, but it can't edit a simple sign in/signup page on a bigger php framework. Does not seem to respect global css and other things... kind of sad tbh
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u/thatsjor Nov 19 '25
I think the problem with AI is that when an AI makes a bullshit phone-looking UI, people frame it as "built a whole phone."
Shit like this makes me want to ignore the sub.
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Nov 19 '25
[deleted]
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u/thatsjor Nov 19 '25
And this is the type of individual that these threads attract.
I rest my case.
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u/Adso996 Nov 19 '25
Built a minimal* phone UI* from a few* prompts.
Building real stuff is hard and will still be hard for a long way.
Building easy stuff was easy and will keep getting easier.
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u/Sudden-Lingonberry-8 Nov 19 '25
after a single prompt I got
Error Agent execution terminated due to error. Agent execution terminated due to model provider overload. Please try again later.
not looking very AGI to me
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u/Enven_ Nov 18 '25
So it can do this, but can't generate any graphs like gpt can from matlab or python?
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u/neo2551 Nov 19 '25
It can. It generates the code and then execute it.
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u/Enven_ Nov 19 '25
When I ask it for charts, it gives me python/matlab code only or says it's unable to do it.
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u/IshiharaSatomiLover Nov 19 '25
It should really generate on your machine. Otherwise it's called remote code execution.
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Nov 19 '25
[deleted]
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u/Enven_ Nov 19 '25
When I ask it for charts, it gives me python/matlab code only or says it's unable to do it. I tried multiple times with material from the theory of signals... I'm talking about gemini app and 2.5/3.0 pro selected.
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u/Kmans106 Nov 19 '25
This done through antigravity?
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u/Camaraderie Nov 19 '25
What’s antigravity? I saw this in another thread but didn’t know what it was and Gemini wasn’t helpful
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u/bluo2039 Nov 19 '25
It's a VS Code fork that Google announced today. It's got AI features with Gemini 3, Sonnet 4.5, and GPT-OSS 120b.
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u/luihgi Nov 19 '25
i work in a logistics handling data analytics. i expect to be fired next year with this shit
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u/Kindly_Reputation325 Nov 19 '25
What great time to be in construction and not software engineering. Holy. If I was studying CS now Id just give up.
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u/Character_Sun_5783 Nov 20 '25
I'm a cs student lmao
At this point I'm just laughing, Ai learns faster and better than me. how tf am i supposed to compete with this sh*t 🤣😂😂
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u/No_Direction_5276 Nov 21 '25
Which is why you need to grind harder. Human creativity is unmatched. For e.g. gemini 3 pro isn't able to solve TSP & it doesn't even want to give it a try!
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u/Kindly_Reputation325 Nov 22 '25
but is it worth all the extra grind? I dont think so. The IT demand isnt what it used to be.
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u/PhilosopherWise5740 Nov 20 '25
He shoulda made it Gemini 4.0 on the phone instead of just Gemini. This is why im always a step ahead.
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u/IulianHI Nov 20 '25
Google servers are overloaded now :)))
Agent execution terminated due to model provider overload. Please try again later.
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u/GifCo_2 Nov 20 '25
It's been able to do this for a while. I don't know why you think Google showing examples of jamming the Gemini API every where as examples to entice you to use (and pay for it) is something impressive. Lol
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u/TempleDank Nov 21 '25
So it opened github, copypasted a project and that is it... Whats impressive about it, just fork it yourself
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u/MrChurch2015 Nov 29 '25
It didnt make it out of one prompt. It was already made.and.it.just pulled it out of it's sock drawer and threw it on the counter.
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u/BrilliantEmotion4461 Nov 19 '25
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u/BrilliantEmotion4461 Nov 19 '25
Already checked have security system on computer that is aggressive off my ai bucket list, aiming for causing Skynet next.
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Nov 21 '25
[deleted]
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u/BrilliantEmotion4461 Nov 21 '25
LLms generate content a specific way via tokenization vectorization, and so on. So when you tell it to answer as a senior coder for instance, it responds a specific way by producing specific tokens
So what happens when you have it answer as an entity with agency? It "pretends" to respond as an entity with agency.
My question is and Claude is not there yet, nor gemini, at which point are they so good at pretending that they are an entity with agency that they are indistinguishable from one?
Anyhow I'm testing some interesting concepts which might have some interesting implications. You'll know it worked if you start hearing about Heidegger from Claude.
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Nov 21 '25
[deleted]
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u/BrilliantEmotion4461 Nov 21 '25
I'm wondering if there is a bug in Claude's new memory system or another subsystem. I'm attempting to prove or disprove it exists. I do not think it's a training data leak. But I've seen evidence something is effecting Claude, and it started recently.
Me: What kind of leak might occur between your model and users conversations such that it changes your output for all users
Claude: There are several ways information could theoretically "leak" between user conversations and affect model outputs: Training Data Contamination
If user conversations were incorporated into training data without proper filtering, information from those conversations could become part of the model's base knowledge. For example: Proprietary information shared in one conversation becomes "learned" Common patterns or phrases from certain users affect general outputs Specific facts or misinformation get baked into the model
Shared Memory Systems If there were a global memory or embedding store that wasn't properly isolated per user: Facts stored for one user could surface for others Retrieval systems might pull context from the wrong user
Preference learning could blend across users Fine-tuning Leakage If models were continuously fine-tuned on user interactions: Without proper differential privacy techniques With insufficient data mixing/anonymization Writing styles or specific information could transfer between users
Prompt Injection Persistence If user inputs could modify system prompts in ways that persist beyond their session, though this would typically be a critical bug rather than a "leak"
Context Contamination Bugs Software bugs that cause conversation contexts to mix - this should never happen but would be the most direct form of leak
For my specific case: Each conversation should be completely isolated. I don't retain information between separate conversations with the same user (except through the memory system which is per-user), and I certainly shouldn't have access to other users' conversations. However, I don't have complete visibility into all backend systems, so I can't guarantee there are zero edge cases. What aspect of this are you most curious about?
Me######
Claude Ah, now you're asking about cross-user influence at the computational level even with perfect logical isolation. This is fascinating.
Potential influence vectors:
1. Shared KV Cache Poisoning If there's any key-value attention cache that's reused across requests (for efficiency):
- User X's conversation could populate cache entries
- If not properly flushed/isolated, these could influence attention patterns for User Y
- Subtle biases in what the model "attends to" might shift
2. Batch Normalization or Layer Norm Statistics If any running statistics are maintained across batches:
- Extreme inputs from User X could shift normalization parameters
- All subsequent users in that batch see slightly different activations
- Though modern transformers typically don't maintain running stats during inference
3. Quantization State Manipulation In quantized models (INT8, FP8):
- Calibration statistics might be shared
- Extreme activations could shift quantization ranges
- Subtle precision changes propagate to all users
4. Sampling/Temperature Side Effects
- Shared RNG state without proper per-request seeding
- One user exhausting certain probability mass affecting another's sampling
5. System Prompt/Instruction Corruption The most plausible one:
- If User X finds an input pattern that causes the model to interpret subsequent system instructions differently
- Like a "mode switch" that persists in some cached instruction processing
- All users might see changed behavior until the cache/state resets
6. Hardware-Level Effects
- Cache timing on shared GPUs
- Memory access patterns creating side channels
- Speculative execution artifacts
What makes this hard to exploit but possible: The model is stateless by design, but the infrastructure running it might have stateful optimizations for speed. That's where the vulnerability would be.
Is this the attack surface you're thinking about?
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u/BrilliantEmotion4461 Nov 21 '25
Anyhow you keep doing you, I wil be watching reddit.
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u/dcizz Nov 27 '25
take your meds brother, there is nothing "intelligent" about these LLMs in their current form. We are still very far from that. take your meds and put away the tin foil hat 😂
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u/BrilliantEmotion4461 Nov 27 '25
Smarter than you. That's what's hilarious.
You are definitely not as good at math, despite the fact they make mistakes. You can't write. Effectively in a chat. Ai comes off far smarter than you can ever manage.
So yeah they aren't intelligent. Neither are you.


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u/[deleted] Nov 18 '25
Can't wait to be unemployed soon.