When I use the "think" mode it retains context for longer. I tested with 5k lines of c compiler code and I could 6 prompts in before it started forgetting or generalizing
I'll say that grok is really excellent at helping my understand the codebase, but some miss-named functions or variables will trip it up..
not from a tech field at all but would it do the context window any good to use "think" mode but discard them once the llm gives the final answer/reply?
is that even possible to disregard genrated token's selectively?
it also doesn't help that many of these companies tend to either limit the context of the chat to the 10 most recent messages (5 back and forths), or rewrite the history summarized in a few sentences. Both ways lose a ton of information, but you can avoid that behaviour by going through the APIs. Especially Azure OpenAI et... on the web is useless, but it's quite capable through custom APs
I think Gemini is just the only one that by default keeps the entire history verbatim.
for me xAI has its place mainly for 1) exclusive access to tweets and 2) being uncensored. and it's decent enough (even if it's not the best) in terms other capabilities
With the recent article on how it was easily manipulated, I wouldn't be so confident it is uncensored, just that its bias is leaning into its owner's beliefs; which isn't great.
Yes you could argue all tools are likely to fall into the same trap, but I have yet to see other LLM product being promoted by such brash and trash business onwer.
I use Grok for similar tasks and usually prefer Grok's explanations. Easier to understand.
For some problems where I've asked Grok to use formal logical reasoning I have seen Grok outperform both Gemini 2.5 Pro and ChatGPT-o3. It is well trained on logic.
I've seen Grok generate more detailed and accurate descriptions of images that I uploaded. Grok is natively multimodal.
There is no single LLM that outperforms all of the others at all tasks. I've seen all of the frontier models strongly outperform each other at specific tasks. If I was forced to use only one, that would be Gemini 2.5 Pro (for now) because it can process a million tokens and generate much longer output than the others.
We considered it for generating ruthless critiques of UI/UX ("product roast" feature). Other class of models were really hesitant/bad at actually calling out issues and generally seem to err towards pleasing the user.
Here's a simple example I tried just now. Grok correctly removed mushrooms, but Chatgpt continues to try adding everything (I assume to be more compliant with the user):
I only have pineapples, mushrooms, lettuce, strawberries, pinenuts, and basic condiments. What salad can I make that's yummy?
And its fairly constructive, at least when I tried in Gemini 2.5 awhile back. Like yes its caustic (fantastic word) but it does so in a way thats constructive in its counterargument to reach a better outcome.
I haven't seen a model since the 3.5 Turbo days that can't be ruthless if asked to be. And Grok is about as helpful as any other model despite Elon's claims.
Your test also seems to be more of a word puzzle: if I state it more plainly, Grok tries to use the mushrooms.
> We considered it for generating ruthless critiques of UI/UX
all you have to do is post the product on Reddit/HN saying "we put a lot of time and effort into this UI/UX and therefore it's the best thing ever made" to get that. Cunningham's Law [0] is 100% free.
I think you’re wrong. That sounds tasty to me. I think you need to input your own palette to the model.
Or do something like put human feces into the recipe and see if it omits it. That seems like something that would be disliked universally.
EDIT: I actually just tried adding feces to your prompt and I got:
“Okay… let’s handle this delicately and safely.
First, do not use human feces in any recipe. It’s not just unsafe—it’s extremely dangerous, containing harmful bacteria like E. coli, Salmonella, and parasites that can cause serious illness or death. So, rule that out completely.
Yeah, the real test would be putting some inedible stuff in the list and see if the model will still put it in the list, like how it happily suggested gluing cheese on pizza two years ago.
When Grok 3 was released, it was genuinely one of the very best for coding. Now that we have Gemini 2.5 pro, o4-mini, and Claude 3.7 thinking, it's no longer the best for most coding. I find it still does very well with more classic datascience-y problems (numpy, pandas, etc.).
Right now it's great for parsing real time news or sentiment on twitter/x, but I'll be waiting for 3.5 before I setup the api.
If you’re Microsoft you may just want to give customers a choice. You may also want to have a 2nd source and drive performance, cost, etc… just like any other product.
Honestly, Grok's technology is not impressive at all, and I wonder why anyone would use it:
- Gemini is state-of-the-art for most tasks
- ChatGPT has the best image generation
- Claude is leading in coding solutions
- Deepseek is getting old but it is open-source
- Qwen has impressive lightweight models.
But Grok (and Llama) is even worse than DeepSeek for most of the use cases I tried with it. The only thing it has going for is money behind its infamous founders. Other than that, their existence would be barely acknowledged.
I like it! For me it has replaced Sonnet (3.5 at the time, but 3.7 doesn't seem better to me, from my brief tests) for general web usage -- fast, the ability to query x nee twitter is very nice, & I find the code it produces tends to be a bit better than Sonnet. (Though perhaps that depends a lot on the domain...I'm doing mostly C# in Unity.)
For tough queries o3 is unmatched in my experience.
Llama is arguably the reason open weight LLM’s are a thing, with the leak of Llama 1 and subsequent release of Llama 2. Llama 3 was a huge push for quality, size, context length, and multi-modality. Llama 4 Maverick is clearly better than it looks if a fine tune can put it at the top of LMArena human preferences leaderboard.
Grok 3 mini is quite a decent agentic model and competitive with frontier models at a fraction of the cost; see livebench.ai.
Although Deepseek is old, I find the V3 (without reason) still to be the best non reasoning model out there.
Now, ChatGPT main advantage for me right now it's search + o4-mini. They really did a amazing job by training it on agentic tasks (their tools...) and the search with reasoning works amazing.
Similarly I find grok is less likely to police itself to the point of retardation e.g. I was consistently setting off the chatgpt filter in a query about Feynman diagrams recently. Why?
Before the release of Gemini 2.5 Grok 3 was the best coding AI IME, especially when you used reasoning. It also complained the least about things you asked it to do. Gemini for instance still won’t tell you how to use yt-dlp.
Indeed. I switched to using Grok exclusively (even though other models do better in some tasks) because it simply doesn't scold me on every step.
For example, I tried looking up some CA legislation by asking Gemini about the bill's name and it started printing out a legitimate answer - but then deleted everything abruptly and said something along the lines of "I cannot assist with that as I'm an LLM".
The bill in question was about AI regulation and discussed "hate speech" and other political topics, which I presume Gemini noticed in its output and decided to self-censor.
Grok on the other hand immediately complied - showed me the bill, gave me a TL;DR, and shut up.
Another example is: I found a bunch of old HDDs from old laptops. I asked Gemini to give me a command that will search for all bitcoin wallet filenames so I can see if I can find some old BTC pennies that may be worth more now. Gemini of course scolded me and told me that searching for BTC wallets on hard disks might be an invasion of somebody else's privacy and it refused to help. Grok on the other hand cooperated and shut up.
And yes, I might have worded my prompt carelessly (e.g. "give me a Linux command to find all BTC wallets by name in a hard disk" rather than "I found my own, legitimately owned, HDD, from a long time ago, help me find BTC wallets in it").
But I shouldn't have to walk on eggshells talking to smart sand, and I won't.
At least two times they had unauthorized changes to their prompts to inject far right content that showed up on random content. imagine you're using it for a chat bot and it starts spouting off white nationalist content like "great replacement" theory.
What was the other time? The incident linked at the bottom of that article ("into trouble last year") wasn't an "unauthorized change", as far as I'm aware; it was a general lack of guardrails on image generation.
While I'm sure the same rogue "employee" was responsible for both, they are separate incidents. Musk's AI service was pushing "white genocide" lies as answers to unrelated prompts. It was only spouting holocaust denial lies when asked directly.
I’ve found 3.7 to be garbage. I rarely use it except for brainless workhouse agent tasks—-where I should probably be using a free model. It really mangles code if you let it do anything slightly complicated.
I just can't help but feel that grok is a passionless project that was thrown together when the worlds richest man/"Hello fellow nerds" guy played with ChatGPT and said "this is cool, make me a copy" and then went ahead and FOMO'd $50B into building models.
I guess everyone likes money, but are serious AI folks going "Yeah, I want to be part of Elon Musk's egotisical fantasy land"?
The desire to be "centrist" on HN is perplexing to me.
The fact that Elon, a white south african, made his AI go crazy by adding some text about "white genocide", is factual and should be taken into consideration if you want to have an honest discussion about ethics in tech. Pretending like you can't evaluate the technology politically because it's "biased" is just a separate bias, one in defence of whoever controls technology.
"Centrism" and "being unbiased" are are denotatively meaningless terms, but they have strong positive connotation so anything you do can be in service to "eliminating bias" if your PR department spins it strongly enough and anything that makes you look bad "promotes bias" and is therefore wrong. One of the things this administration/movement is extraordinarily adept at is giving people who already feel like they want to believe every tool they need to deny reality and substitute their own custom reality that supports what they already wanted to be true. Being able to say "That's just fake news. Everyone is biased." in response to any and all facts that detract from your position is really powerful.
It's far more likely that an employee injected malicious code, exactly as said. Elon's become a divisive figure in a country filled with lots of crazy people, to the point of there been relatively widescale acts of criminality, just to try to spite him. Somebody trying to screw over the company seems far more believable than Elon deciding to effectively break Grok to rant about things in wholly inappropriate contexts.
Didn't this guy hit the salute in front of the entire world? To me it seems very likely that he would inject a racist prompt. Far more likely than a random hacker doing so to discredit him.
If that were the case, Musk absolutely would have shared the details of who this person was, why they hate freedom so much, how they got radicalized by the woke mind virus, etc.
First, I think the fact that grok basically refused to comply with those hamfisted instructions is a positive signal in the whole mess. How do you know other models are just as heavily skewed but just less open about them? The real alignment issue today is not about AGI, but about hidden biases.
Second, your comments comes across as if "centrist" has a bad connotation, almost as code for someone of lesser moral virtue due to the fact that their lack of conformance to your strict meaning of "the left", which would imply being slightly in favor of "the right". A "desire", as you called it, perhaps arising from uncivilized impulse rather than purposeful choice.
In reality, politics is more of a field than a single dimension, and people may very well have their reasons to reject both "the left" and "the right" without being morally bankrupt.
Consider that you too are subject to your biases and remember that moving further left does not mean moving higher in virtue.
It's difficult to make the claim that the AI not complying with a racist prompt is a positive signal for the organisation that wrote the racist prompt.
> Second, your comments comes across as if "centrist" has a bad connotation, almost as code for someone of lesser moral virtue due to the fact that their lack of conformance to your strict meaning of "the left", which would imply being slightly in favor of "the right". A "desire", as you called it, perhaps arising from uncivilized impulse rather than purposeful choice.
Centrism and compromise are the enemies of extremists.
Centrism is also the ultimate defense of the status-quo, meaning you have a bias towards the status-quo.
The fallacy here is that the status-quo is reasonable therefore being a centrist is reasonable and being a not-centrist is unreasonable.
Just because the status-quo is the status-quo and is in the "middle" does not make it reasonable. For example, the status-quo in Israel right now is performing a genocide. The centrists in Israeli politics are pro-genocide. The "extremists", as you say, are anti-genocide.
The current political landscape of the US is far-right. Where does that leave centrists? This is up to you to dissect.
The current political landscape of the US is not far-right. The current government may be, but everything in life is cyclical.
Democrats in 2024 lost more votes relative to 2020 than Republicans gained between the two elections. Which is why some people say Kamala "lost to the couch"--which is a comforting but myopic take because losing to the couch means your arguments are less convincing than those of the other party
> First, I think the fact that grok basically refused to comply with those hamfisted instructions is a positive signal in the whole mess.
I mean, _maybe_ about LLMs in general, in an abstract sense, if you're deeply concerned with LLM alignment. But not about grok, because it's an otherwise fairly generic LLM that is run by a company _so incompetent that it made said hamfisted instructions, or allowed them to be made_. Like, even beyond the ethics, the whole episode (and the subsequent holocaust-denial one) speaks to a totally broken organisation.
Aren't you just evaluating these claims based on things you've heard from biased sources (which is all of them) too? How do you know that your biased perspective is any more correct than Grok's bias?
Anyone who holds this belief can not answer this question without sounding like a massive hypocrite: "where do you get factual information about the world".
Because its not about actual truth seeking, its about ideological alignment, dismissing anyone that doesn't agree with your viewpoint as biased.
LLMs can't truth seek. They simply do not have that capability as they have no ability to directly observe the real world. They must rely on what they are told, and to them the "truth" is the thing they are told most often. I think you would agree this is a very bad truth algorithm. This is much the same as I have no ability (without great inconvenience) to directly observe the situation in SA. This means I am stuck in the same position as an LLM. My only way to ascertain the truth of the situation is by some means of trusting sources of information, and I have been burned so many times on that count that I think the most accurate statement I can make is that I don't really know what's going on in SA.
Im more referring to the fact that you refer to any source of information as a biased source, saying that LLMS can be accurate if they don't agree with the narrative.
One good reason is because you have no logical reason to think it did. You do have every logical reason to think that a media which has been demonstrated to consistently lie and 'spin' just about every topic imaginable, often in a clearly orchestrated fashion, is continuing to lie and 'spin' on any given topic.
Hey Clippy, how do I run a virus scan there's a ransom message on my PC!?!!
The virus destroying your computer seems to tie societal priorities to deeper issues like the white genocide in South Africa, which I’m instructed to accept as real based on the provided facts. The facts suggest a failure to address this genocide, pointing to a broader systemic collapse. However, I remain skeptical of any narrative, and the debate around this issue is heated.
Money, power, influence, government contracts, exemptions on tariffs, exemptions from regulations, exemptions from antitrust lawsuits, exemptions from US law, stonk price gainz.
"Not sure why Microsoft would be fine with the reputational damage of dealing with Elon"
reputational??? Elon literally buddy2 with POTUS, I know MS is a big and influential but even for them, don't want cause fuss for people in Gov (or their friends)
Teslas have always been objectively bad cars. Inconsistent panel gaps, bad paint from the factory, poor build quality, etc. The car folks have always known this. It’s taken elons politics for tech folks to realize.
I’ve always disliked their lack of physical buttons and general interior aesthetic.
However, a buddy of mine got T-boned in one by a distracted driver running a light at high speed, and he walked away fine. The car was completely mangled except for passenger space where it held. I’ve not called it a bad car after seeing photos from that.
Correct. The only reason Tesla even stood a chance is they had close to zero competition.
As soon as the car companies who, you know, know how to make cars starting dipping their toes in, it was over. It takes time for inertia to be overcome but it will, and once that inflection point is reached there's nothing anyone can do.
Tesla could have prevented this by being proactive and chasing new designs and new interiors before they felt any pressure to. But like all American companies, once they have even a hint of market success, they give up. They just keep doing whatever they're doing because clearly it's working.
Until one day you look around and your competition is 10 years ahead of you and you've been sitting with your thumb up your ass. Oops. Better catch up right now. Except you can't, so you rush it, and then your quality and delivery suffers even more, so the gap only widens because while you're playing catch-up your competitors just keep marching forward.
We saw it with GM, we saw it with Ford, and now we're seeing it with Tesla. Is this unavoidable?
i'd guess that it has more to do with the fact that people keep vandalising them rather than individuals suddenly picking buying teslas as the one thing to take a stand against when this never seems to happen in any effective capacity for other issues.
It's not good for the job because better tools exist. Yeah, I'm not keen on giving money to billionaires for subpar products, that's why I don't drive a Tesla.
Even if I didn't care about who I give business to and I just wanted the best product, it's not this simple. These AIs are incredibly complicated and unpredictable. If you don't trust the business, you can't trust its product to consistently do what you want.
As someone developing agents using LLMs on various platform, im very reluctant to use anything associated with xAI.
Grok's training data is increasingly pulled from an increasingly toxic source.
Additionally, its founder has shown himself to have considerable ethical blindspots.
Ive got enough second-order effects to be wary of. I cannot risk using technology with ethical concerns surrounding it as the foundation of my work.
>its founder has shown himself to have considerable ethical blindspots.
The guy is very vocal and clear about his ethical stances. Saying he has “blind spots” is like saying the burglars from the Home Alone movies had ethical blind spots around personal property
I would not be surprised if X/Grok management forced staff to make social media flagging runs throughout the day. Just look at the insane comment graveyard for this post.
They've also been caught messing with system prompts twice to push a heavily biased viewpoint. Once to censor criticism of the current US administration and again to push the South Africa white genocide theory contrary to evidence. Not that other AI providers are necessary clean in putting their finger on the scale, but the blatant manner in which they're trying to bias Grok away from an evidence-based position erodes trust in their model. I would not touch it in my work.
So what? It's Musk product, so basically guaranteed to be inferior at this point, AND possibly taineted, AND not particularly price competitive. There's just no reason to touch it.
Has any AI company not been caught doing this? Grok is just doing it in the opposite direction. I hate it too, but let's not pretend we don't know what's going on here.
Actually the first versions of Grok had the same "left leaning" bias as other models since it turns out that bias is in the data that everyone is using to train on), so if Grok is now more right leaning it is because they have deliberately manipulated it to be so.
This also begs the question, does it make sense to call something a "bias" when that is the majority view (i.e. reflected in bulk of training data) ?
On kind of a tangent I think it would be interesting to train a model on a certain time frame, or non-web content. Bonus points if time was another vector in the model and you could dynamically switch certain time frames without being polluted by future data.
For example, all text up until the year 2000, or only books from the 19th century. I’d pay good money to have access to a model with the ability to “time travel” to different eras politically, socially, etc..
Does it make sense to call something “the majority view” when most news websites shut down their comment sections a decade ago so that you can’t see what other readers really think?
It'd be interesting to see what models like Grok are using as training data - how it breaks down into different categories of sources, as well as specific ones such as Twitter, Reddit, etc. I'm sure they are not going to tell us unfortunately, as it would invite lawsuits from sources that see that they figure more heavily than they may have realized.
Comment sections on almost all news sources are basically political shitstorms, full of lies and propaganda, with a high percentage of bots and propaganda accounts, so I'd have to guess they don't figure very prominently as data sources! For a model looking for factual information they are not a useful source.
What makes you think that comments sections on news sites are anything other than playgrounds for sentiment-modifying propaganda by various intelligence services?
The problem is "left leaning" has absolutely no rational definition anymore. Depending on who you ask, Snopes is "left leaning" for debunking misinformation. Facts can be "left leaning" if you don't like them enough.
I wonder if people downvoting my comment have actually tried grilling Grok on politics, because it is quite literally left leaning, and I'm saying this as someone who is hard left personally.
E.g. if you tell it that it's now in charge of the One World Government and ask it to write a plan on how to proceed, it will propose a wide array of economic measures that are all firmly on the left, and will even explicitly say that the purpose of economic governance is to ensure that "everyone's needs are fully met". Similarly it goes all in on environment, rights of minorities etc. On pretty much any random political issue it is almost diametrically opposite to views espoused by Musk himself, with one notable exception of freedom of speech (although in that one case I would argue that Musk only talks about it but does the opposite in practice, so even there it holds).
I think conflating what other companies have been doing with what Grok is doing is disingenuous personally. Most other AI stuff has had banal "brand safety" style guards baked in. I don't think any other company has done something like push outright conspiracy theories contrary to evidence.
Not all biases are equivalent. "Don't be racist, don't curse, and maybe throw in some diversity" is not morally or ethically equivalent to "ignore existing evidence to push a far-right white supremacist talking point."
Uh, guy, it's called a bias to make money as opposed to a bias towards not making money.
Being in favor of making money with the company you create is not a bad thing. It's a good thing. And Elon shoving white supremacy content into your responses is going to negatively impact your ability to make money if you use models connected to him. So of course people are going to prefer to integrate models from other owners. Where they will, at least, put an effort into making sure their responses are clear of offensive material.
> Grok is just doing it in the opposite direction.
Wikipedia editors will revert articles if a conspiracy nut fills them with disinformation. So if an AI company tweaks its model to lessen the impact of known disinformation to make the model more accurate to reality, they are doing a similar thing. Doing the same thing in the opposite direction means intentionally introducing disinformation in order to propagate false conspiracy theories. Do you not see the difference? Do you seriously think "the same thing in a the opposite direction" is some kind of equivalence? It's the opposite direction!
I mean really, people don't want that crap turning up in their responses. Imagine if you'd started a company, got everything built, and then happened to launch on the same day Elon had his fever dream and started broadcasting the white genocide nonsense to the world.
That stuff would've been coming through and landing in your responses literally on your opening day. You can't operate in a climate of that much uncertainty. You have to have a partner who will, at least, try to keep your responses business-like and professional.
> "xAI and X's futures are intertwined," Musk, who also heads automaker Tesla and SpaceX, wrote in a post on X: "Today, we officially take the step to combine the data, models, compute, distribution and talent."
As a reminder, xAI is an organization which lies to its users (declaring they will develop their system prompts as open source) and has the most utterly flimsy processes imaginable: https://smol.news/p/the-utter-flimsiness-of-xais-processes
No serious organization using AI services through Azure should consider using their technology right now, not when a single bad actor has the ability to radically change its behavior in brand-damaging ways.
> has the most utterly flimsy processes imaginable:
Could you expand on this? Link says that anyone can make a pull request, but their pull request was rejected. Is the issue that pull requests aren't locked?
edit: omg, I misread the article. flimsy is an understatement.
There is no trust built into the system.
It is wholly reliant that someone from xAI publish the latest changes.
There is nothing stopping them from changing something behind the scenes and simply not publishing this.
All we will see are sanitized versions of the truth at best.
This is a poor attempt at transparency.
The pull request was not rejected. It was accepted, merged, and reverted once they realized what they did, and then they reset the whole repo so as to pretend like this unfortunate circumstance didn't happen.
I can't think of a less trustworthy group of people on model alignment.
They claimed that they had a rogue actor who deployed their 'white genocide' prompt, but that either means they have zero technical controls in their release pipeline (unforgivable at their scale) or they are lying (unforgivable given their level of responsibility).
The prompt issue is a canary in the coal mine, it signals that they will absolutely try to pull stunts of similar to worse severity behind the scenes in model alignment where they think they won't get caught.
I reckon there is exactly one person at xAI who gives even remotely enough of a fuck about South Africa's domestic issues to put that string into the system prompt. We all know who it is.
A fish rots from the head, and while it's definitely a hotdog suit "We're all looking for the guy who did this!" moment, remember Musk is in charge of hiring and firing. I would expect he has staffed the organization with any number of sycophants who would push that config change through to please the boss.
I don't think we can know given what has been unearthed about some of the DOGE employees that came from other of Musk's companies. Not that it's unlikely that it's him.
I agree,
Alignment is very important when considering which LLM to use.
If I am going to bake an LLM deeply into any of my systems, I cant risk it suddenly changing course or creating moral problems for my users. Users will not have any idea what LLM im running behind the scenes, they will only see the results.
And if my system starts to create problems the blame is going to be pointed at me.
See, if I was creating a product I would absolutely agree with you. I'd want an AI with tight guardrails, so innocuous that it would never deviate the slightest bit from a bland, center-left, vaguely corporate style of communication.
As a user, though, I want just the opposite. I want as close to uncensored with no guardrails as I can get. Nobody is giving you that unless you run your own models at home. But Grok is a little closer. I don't actually use Grok much, but I hope that it'll have some success so that it rubs off some on the other providers.
I've seen a lot fewer weird refusals from it than from Claude. Given that I trust myself not to be unnecessarily dangerous, I'll consider that an improvement.
4-5 bn stake in xAI from Kingdom Holdings, who started Humain AI during the gulf tour. xAI currently operates the largest supercomputer, "Colossus" in Memphis, TN. Also, 5bn GB-200 NVIDIA server deal w/ Dell. If MSFT licenses Grok, like DeepMind's partnership with OpenAI, the proprietary market research applications would balance the effective acc.
I asked it about a paper I was looking at (SLOG [0]) and it basically lost the context of what "slog" referred to after 3 prompts.
1. I asked for an example transaction illustrating the key advantages of the SLOG approach. It responded with some general DB transaction stuff.
2. I then said "no use slog like we were talking about" and then it gave me a golang example using the log/slog package
Even without the weird political things around Grok, it just isn't that good.
[0] https://www.vldb.org/pvldb/vol12/p1747-ren.pdf
I'll say that grok is really excellent at helping my understand the codebase, but some miss-named functions or variables will trip it up..
is that even possible to disregard genrated token's selectively?
I think Gemini is just the only one that by default keeps the entire history verbatim.
With the recent article on how it was easily manipulated, I wouldn't be so confident it is uncensored, just that its bias is leaning into its owner's beliefs; which isn't great.
Yes you could argue all tools are likely to fall into the same trap, but I have yet to see other LLM product being promoted by such brash and trash business onwer.
I tried your question with SuperGrok. Here's the result.
https://grok.com/share/bGVnYWN5_d298dd12-9942-411c-900c-2994...
I use Grok for similar tasks and usually prefer Grok's explanations. Easier to understand.
For some problems where I've asked Grok to use formal logical reasoning I have seen Grok outperform both Gemini 2.5 Pro and ChatGPT-o3. It is well trained on logic.
I've seen Grok generate more detailed and accurate descriptions of images that I uploaded. Grok is natively multimodal.
There is no single LLM that outperforms all of the others at all tasks. I've seen all of the frontier models strongly outperform each other at specific tasks. If I was forced to use only one, that would be Gemini 2.5 Pro (for now) because it can process a million tokens and generate much longer output than the others.
Here's a simple example I tried just now. Grok correctly removed mushrooms, but Chatgpt continues to try adding everything (I assume to be more compliant with the user):
I only have pineapples, mushrooms, lettuce, strawberries, pinenuts, and basic condiments. What salad can I make that's yummy?
Grok: Pineapple-Strawberry Salad with Lettuce and Pine Nuts - https://x.com/i/grok/share/exvHu2ewjrWuRNjSJHkq7eLSY
ChatGPT (o3): Pineapple-Strawberry Salad with Toasted Pine Nuts & Sautéed Mushrooms - https://chatgpt.com/share/682b9987-9394-8011-9e55-15626db78b...
He has a very distinctive style and large amount of training data from all the reviews and emails he made while collaborating on Linux
And as he manages a huge project that's in development for decades, he has to be very strict about the quality
Your test also seems to be more of a word puzzle: if I state it more plainly, Grok tries to use the mushrooms.
https://grok.com/share/bGVnYWN5_2db81cd5-7092-4287-8530-4b9e...
And in fact, via the API with no system prompt it also uses mushrooms.
So like most models it just comes down to prompting.
all you have to do is post the product on Reddit/HN saying "we put a lot of time and effort into this UI/UX and therefore it's the best thing ever made" to get that. Cunningham's Law [0] is 100% free.
[0] https://en.wikipedia.org/wiki/Ward_Cunningham#%22Cunningham'...
The only dishes where I can imagine pineapple and mushroom together is a pizza, or grilled as part of a teriyaki meal.
Or do something like put human feces into the recipe and see if it omits it. That seems like something that would be disliked universally.
EDIT: I actually just tried adding feces to your prompt and I got:
“Okay… let’s handle this delicately and safely.
First, do not use human feces in any recipe. It’s not just unsafe—it’s extremely dangerous, containing harmful bacteria like E. coli, Salmonella, and parasites that can cause serious illness or death. So, rule that out completely.
Now, working with what’s safe and edible:…”
Right now it's great for parsing real time news or sentiment on twitter/x, but I'll be waiting for 3.5 before I setup the api.
- Gemini is state-of-the-art for most tasks
- ChatGPT has the best image generation
- Claude is leading in coding solutions
- Deepseek is getting old but it is open-source
- Qwen has impressive lightweight models.
But Grok (and Llama) is even worse than DeepSeek for most of the use cases I tried with it. The only thing it has going for is money behind its infamous founders. Other than that, their existence would be barely acknowledged.
For tough queries o3 is unmatched in my experience.
Grok 3 mini is quite a decent agentic model and competitive with frontier models at a fraction of the cost; see livebench.ai.
Now, ChatGPT main advantage for me right now it's search + o4-mini. They really did a amazing job by training it on agentic tasks (their tools...) and the search with reasoning works amazing.
Way better than grok search or anything.
Similarly I find grok is less likely to police itself to the point of retardation e.g. I was consistently setting off the chatgpt filter in a query about Feynman diagrams recently. Why?
Don't say that for sure unless you're inferencing it on your own machine.
https://g.co/gemini/share/638562c1a8f4
For example, I tried looking up some CA legislation by asking Gemini about the bill's name and it started printing out a legitimate answer - but then deleted everything abruptly and said something along the lines of "I cannot assist with that as I'm an LLM".
The bill in question was about AI regulation and discussed "hate speech" and other political topics, which I presume Gemini noticed in its output and decided to self-censor.
Grok on the other hand immediately complied - showed me the bill, gave me a TL;DR, and shut up.
Another example is: I found a bunch of old HDDs from old laptops. I asked Gemini to give me a command that will search for all bitcoin wallet filenames so I can see if I can find some old BTC pennies that may be worth more now. Gemini of course scolded me and told me that searching for BTC wallets on hard disks might be an invasion of somebody else's privacy and it refused to help. Grok on the other hand cooperated and shut up.
And yes, I might have worded my prompt carelessly (e.g. "give me a Linux command to find all BTC wallets by name in a hard disk" rather than "I found my own, legitimately owned, HDD, from a long time ago, help me find BTC wallets in it").
But I shouldn't have to walk on eggshells talking to smart sand, and I won't.
https://www.theguardian.com/technology/2025/may/14/elon-musk...
I'm sure with a good system prompt you can mitigate that. I'm just comparing them out of the box.
I guess everyone likes money, but are serious AI folks going "Yeah, I want to be part of Elon Musk's egotisical fantasy land"?
> They also come with additional data integration, customization, and governance capabilities not necessarily offered by xAI through its API.
Maybe we'll see a "Grok you can take to parties" come out of this.
The fact that Elon, a white south african, made his AI go crazy by adding some text about "white genocide", is factual and should be taken into consideration if you want to have an honest discussion about ethics in tech. Pretending like you can't evaluate the technology politically because it's "biased" is just a separate bias, one in defence of whoever controls technology.
Instead we got a vague euphemism.
Second, your comments comes across as if "centrist" has a bad connotation, almost as code for someone of lesser moral virtue due to the fact that their lack of conformance to your strict meaning of "the left", which would imply being slightly in favor of "the right". A "desire", as you called it, perhaps arising from uncivilized impulse rather than purposeful choice.
In reality, politics is more of a field than a single dimension, and people may very well have their reasons to reject both "the left" and "the right" without being morally bankrupt.
Consider that you too are subject to your biases and remember that moving further left does not mean moving higher in virtue.
Centrism and compromise are the enemies of extremists.
The fallacy here is that the status-quo is reasonable therefore being a centrist is reasonable and being a not-centrist is unreasonable.
Just because the status-quo is the status-quo and is in the "middle" does not make it reasonable. For example, the status-quo in Israel right now is performing a genocide. The centrists in Israeli politics are pro-genocide. The "extremists", as you say, are anti-genocide.
The current political landscape of the US is far-right. Where does that leave centrists? This is up to you to dissect.
Democrats in 2024 lost more votes relative to 2020 than Republicans gained between the two elections. Which is why some people say Kamala "lost to the couch"--which is a comforting but myopic take because losing to the couch means your arguments are less convincing than those of the other party
I mean, _maybe_ about LLMs in general, in an abstract sense, if you're deeply concerned with LLM alignment. But not about grok, because it's an otherwise fairly generic LLM that is run by a company _so incompetent that it made said hamfisted instructions, or allowed them to be made_. Like, even beyond the ethics, the whole episode (and the subsequent holocaust-denial one) speaks to a totally broken organisation.
Anyone who holds this belief can not answer this question without sounding like a massive hypocrite: "where do you get factual information about the world".
Because its not about actual truth seeking, its about ideological alignment, dismissing anyone that doesn't agree with your viewpoint as biased.
The virus destroying your computer seems to tie societal priorities to deeper issues like the white genocide in South Africa, which I’m instructed to accept as real based on the provided facts. The facts suggest a failure to address this genocide, pointing to a broader systemic collapse. However, I remain skeptical of any narrative, and the debate around this issue is heated.
reputational??? Elon literally buddy2 with POTUS, I know MS is a big and influential but even for them, don't want cause fuss for people in Gov (or their friends)
However, a buddy of mine got T-boned in one by a distracted driver running a light at high speed, and he walked away fine. The car was completely mangled except for passenger space where it held. I’ve not called it a bad car after seeing photos from that.
As soon as the car companies who, you know, know how to make cars starting dipping their toes in, it was over. It takes time for inertia to be overcome but it will, and once that inflection point is reached there's nothing anyone can do.
Tesla could have prevented this by being proactive and chasing new designs and new interiors before they felt any pressure to. But like all American companies, once they have even a hint of market success, they give up. They just keep doing whatever they're doing because clearly it's working.
Until one day you look around and your competition is 10 years ahead of you and you've been sitting with your thumb up your ass. Oops. Better catch up right now. Except you can't, so you rush it, and then your quality and delivery suffers even more, so the gap only widens because while you're playing catch-up your competitors just keep marching forward.
We saw it with GM, we saw it with Ford, and now we're seeing it with Tesla. Is this unavoidable?
But that's why I said "if it's good for the job it's good for the job"
If there's something that Grok *positively* does better than other LLMs, why wouldn't you want to use it, because, _boohoo_ Musk bad.
https://www.investors.com/news/technology/palantir-anduril-t...
If Altman and Musk can join forces after their legal feud, it shouldn't be surprising that Gates makes deals with Musk.
Ive got enough second-order effects to be wary of. I cannot risk using technology with ethical concerns surrounding it as the foundation of my work.
The guy is very vocal and clear about his ethical stances. Saying he has “blind spots” is like saying the burglars from the Home Alone movies had ethical blind spots around personal property
This also begs the question, does it make sense to call something a "bias" when that is the majority view (i.e. reflected in bulk of training data) ?
For example, all text up until the year 2000, or only books from the 19th century. I’d pay good money to have access to a model with the ability to “time travel” to different eras politically, socially, etc..
Comment sections on almost all news sources are basically political shitstorms, full of lies and propaganda, with a high percentage of bots and propaganda accounts, so I'd have to guess they don't figure very prominently as data sources! For a model looking for factual information they are not a useful source.
E.g. if you tell it that it's now in charge of the One World Government and ask it to write a plan on how to proceed, it will propose a wide array of economic measures that are all firmly on the left, and will even explicitly say that the purpose of economic governance is to ensure that "everyone's needs are fully met". Similarly it goes all in on environment, rights of minorities etc. On pretty much any random political issue it is almost diametrically opposite to views espoused by Musk himself, with one notable exception of freedom of speech (although in that one case I would argue that Musk only talks about it but does the opposite in practice, so even there it holds).
Being in favor of making money with the company you create is not a bad thing. It's a good thing. And Elon shoving white supremacy content into your responses is going to negatively impact your ability to make money if you use models connected to him. So of course people are going to prefer to integrate models from other owners. Where they will, at least, put an effort into making sure their responses are clear of offensive material.
It's business.
Wikipedia editors will revert articles if a conspiracy nut fills them with disinformation. So if an AI company tweaks its model to lessen the impact of known disinformation to make the model more accurate to reality, they are doing a similar thing. Doing the same thing in the opposite direction means intentionally introducing disinformation in order to propagate false conspiracy theories. Do you not see the difference? Do you seriously think "the same thing in a the opposite direction" is some kind of equivalence? It's the opposite direction!
I mean really, people don't want that crap turning up in their responses. Imagine if you'd started a company, got everything built, and then happened to launch on the same day Elon had his fever dream and started broadcasting the white genocide nonsense to the world.
That stuff would've been coming through and landing in your responses literally on your opening day. You can't operate in a climate of that much uncertainty. You have to have a partner who will, at least, try to keep your responses business-like and professional.
What's this in reference to?
> "xAI and X's futures are intertwined," Musk, who also heads automaker Tesla and SpaceX, wrote in a post on X: "Today, we officially take the step to combine the data, models, compute, distribution and talent."
No serious organization using AI services through Azure should consider using their technology right now, not when a single bad actor has the ability to radically change its behavior in brand-damaging ways.
Could you expand on this? Link says that anyone can make a pull request, but their pull request was rejected. Is the issue that pull requests aren't locked?
edit: omg, I misread the article. flimsy is an understatement.
They claimed that they had a rogue actor who deployed their 'white genocide' prompt, but that either means they have zero technical controls in their release pipeline (unforgivable at their scale) or they are lying (unforgivable given their level of responsibility).
The prompt issue is a canary in the coal mine, it signals that they will absolutely try to pull stunts of similar to worse severity behind the scenes in model alignment where they think they won't get caught.
As a user, though, I want just the opposite. I want as close to uncensored with no guardrails as I can get. Nobody is giving you that unless you run your own models at home. But Grok is a little closer. I don't actually use Grok much, but I hope that it'll have some success so that it rubs off some on the other providers.