I've found some strange guardrails with the Foundation models. Like blocking describing of any photo with a single woman in it. It does this relatively consistently but with a different subset every time. Like out of 10 photos in the set, it's skips 6 then the next run, it skips 3. Have you seen guardrail issues like this?
I am going to assume that means "a women by herself" and not that it can magically detect her marital status before refusing to continue (I suppose it could be laser-focused on wedding rings...)
No. Apple’s Photos ecosystem uploads all Photos effectively unencrypted to Apple in a way that is readable by Apple, allowing Apple to do server-side analysis of all content. This content is also provided to US or Chinese federal authorities without due process or warrants.
Even with ADP on, it uploads the unique hashes of the PLAINTEXT of every photo to Apple, so they know who had what unique files, when, and who had them next, and when, etc. You can’t receive or transmit an original Winnie The Pooh meme between two phones with ADP on without Apple and the FBI knowing who had it first and when the second person received it.
Also insofar as ADP is off by default the whole system can NOT be said to be “privacy oriented”, which was the claim I was refuting.
Apple, for the most part, does not care about the privacy of their users. ADP would not be built today, and it will probably eventually be quietly removed (like it was in the UK), because ~nobody uses it.
The UK removal of E2E was anything but quietly removed. Unless your definition of "quiet" included the cover of the YT, the WSJ, and assorted other world wide papers.
I don't want any of these features and yet they've been forced upon me and are now getting in the way of me actually using my computer how I want. Games and heavy applications slow down and stutter because of "AI" background processes, even with App Tamer, my machine runs too hot to even touch when just idling. Compared to when I got my M2 in '23 and thought, "This is the fastest and snappiest machine I've ever used", my experience with an M5 and the latest macOS version is nothing short of an anti-consumer hellscape.
Interesting, this has not been my experience at all. I have an M5 machine and I'm not even aware of what AI features have been added, and it's streets ahead of my old M1 Pro in speed.
peep the comment I just made to the adjacent commenter, that has been my experience. I basically have to run my fans at full speed all day while working now in order to type on my computer (when I'm not using my magic keyboard). It is like a huge problem, not even just a small one but like something that is affecting me negatively every single day, increasingly making me want to break this machine in half and disappear into the woods.
It's not just AI processes. But things like mediaanalysisd, duetexpertd, etc. even the freaking menu bar agent, all regularly pound my computer both when idling and when in use.
I recently installed App Tamer which is helping a bit, but it doesn't allow me to tame everything. I just checked now and duetexpertd was trying to use nearly two full cores. I have all iCloud integrations turned off, I do not use iCloud at all, and I do not have an iPhone, so I am flabbergasted that this iCloud desktop-phone syncing process runs at such high core usage in the background with extreme regularity. Proof: https://imgur.com/VkBh9bi
Unfortunately, this does nothing for services such as WindowServer which now often takes up 50-100% of a core just on its own.
I have reinstalled and upgraded to the latest version. This MacBook is only a few months old.
While typing this message and literally just having open Codex with one running task that is not doing anything substantial, and Firefox, with no high CPU usage from any tab, my laptop got so hot that I had to use another installed program, Stats, to manually bump up the fan since macOS also has absolutely garbage native system fan controls.
I have fibromyalgia and seem to be sensitive to hot keys; my Thinkpad regularly getting to hot to touch with even light usage is EXACTLY why I went and bought a MacBook one morning in '23. One morning I touched my keyboard and realized I was tired of singeing the nerves on my fingertips and having them hurt for hours. So now in '26, finding myself in the same exact position but with a much more expensive computer, I feel like I am living in a corporate hellscape nightmare.
One thing I have noticed is all of my cores can sit idle except a single one and that will still heat up the machine a lot. If the hardware is designed as such, the software MUST be designed to work around this and not blast a core for 10 minutes straight every time one of a dozen or two misbehaving system processes wants to complete a background task. If the software is not designed for this, the hardware is incomplete and faulty. This would be true if it was shipped as firmware; software doesn't get a free pass here.
But now Pages and Numbers recommend document titles for me, so.... worth it?
Daemons like duetexpertd should be running at a low QoS if they're doing background work and shouldn't be capable of interrupting an app. So you've found a bug. You can report it with Feedback Assistant if you want.
I already have encountered dozens upon dozens of threads, dating back nearly a decade, complaining about duetexpertd. Even if it's meant to do background work, when it starts taking multiple entire cores to do this work, it is categorically not a background service.
Personally I have seen the situation get massively worse since I entered the macOS ecosystem in '23. My machine is running hot right now on flat surface with a nearly 0 user-side load. It's a soup of system processes each taking 15-200% of my cores. I used to not have to mess with the fans at all. Now, I have to keep them on literally full blast via third-party software just to comfortably use my laptop even while simply browsing the web (and I have JS turned off by default).
So I feel silly even considering engaging the Feedback Assistant. My demands are for the ability to categorically disable these services. I do not use Time Machine at all, why is the backup service slamming my machine? I do not need any AI-enabled media features. I don't need document title suggestions. I don't need LLM-powered autocorrect at the cost of heat and performance degradation. I don't need Spotlight indexing. At all. I want it to be a calculator and app launch bar. Literally nothing else. I despise user filesystem indexers as a rule and do not require them to use my machine effectively. I do not use iCloud in ANY capacity, nor Siri. So why are duetexpertd and Siri constantly obliterating my cores and causing sudden performance degradation even while in Gaming mode? I have plenty of free space, so it's not a thrashing issue, either.
My feedback would be that literally half of these services are completely unnecessary to me and yet I cannot fully disable or even configure them. I know this feedback will be completely ignored by Apple, because they are in the business of dictating to me what to expect from my computer and not the other way around.
Now appstoreagent is taking up 95% CPU! What! The! Fuck! Why is this a daemon at all? Apps, user or system, should not be updating silently in the background, and if the App Store is not explicitly open, there is nothing I need from it. The problem isn't just that this daemon is blasting one of my cores; the problem is Apple's perverse design philosophy which allows such a daemon to exist in the first place.
Well, first step I'd recommend not looking. There is someone in the world whose job it is to look at this. You're doing their job for free! [0]
As for turning things off, it's a bad idea to sell a product you haven't tested, and it's also a bad idea to add settings that randomly break stuff because users will forget they changed those settings. So it's difficult.
Plus one for this tool. I've been using it for about eight months or so. Useful for keeping Backblaze and other daemons from taking over when they're supposed to be invisible.
> Unfortunately, this does nothing for services such as WindowServer which now often takes up 50-100% of a core just on its own.
WindowServer can be a real dog (Finder, too, if opening lots of windows with videos that can be previewed in QuickLook). Closing all of the open windows is inconvenient, but it solves the issue until they get built up again and stay open for an extended period of time. I hope they address this in the future; we'll see how a new CEO prioritizes software quality. I'm the most hopeful that I've been in five or more years given the change in leadership. Doesn't mean it'll happen.
> I have fibromyalgia and seem to be sensitive to hot keys; my Thinkpad regularly getting to hot to touch with even light usage is EXACTLY why I went and bought a MacBook one morning in '23.
That shouldn't happen on a machine built in 2023. Take it to an Apple Store (or third-party) and see if a repair tech agrees. I repaired laptops that overheated when I had that role. There was a debacle about thermal paste a decade and a half ago (maybe longer). If it's under AppleCare, you might be able to get it fixed at no extra charge. If not, I'm sorry that it'll cost money, but Apple offers a flat-rate repair for laptops. Maybe they'll say it's fine and it'll be frustrating, but it's worth exploring.
We will see, Ternus was previously senior VP of hardware engineering so my money has been on it getting worse. I'm excited for Gravity Linux though.
I appreciate your suggestion. I'm curious if the machines you repaired then had aluminum unibodies? My understanding is that if my chassis heats up quickly, then the thermal coupling is good, since the unibodies act as a heat sink. Certainly, blasting the fans at 100% typically makes it cold enough to use after just a couple minutes unless I'm actively pelting my cores. Very impressive cooling system. Unfortunately the default curves are terrible and I have to use third-party software to control the fans, but they do work well. Anytime a Rosetta application is running I usually have to blast the fans as well; Thunderbird alone makes the computer too warm to comfortably use. Thankfully, the benevolent overlords at Apple have decided to cut Rosetta support for 28.
The problem is these background services each taking up 50-200% CPU, and it being enough of them that at least one seems to usually be misbehaving. That means the machine is just running hot a lot more often during casual use. My M2 is under Apple Care but I plan to transition it to Asahi or Gravity soon and just live with the lack of proper SEP support on it for a year or two, and see if that clears up the thermal issues, since it was fine until I upgraded to 26.
The M5 is under Apple Care and I do plan to get around to taking it in. It's a daily driver for work so it's been difficult making time and I had some misplaced hope that Apple would correct this as 27 matured.
this is not my experience at all. I wonder if one of your tweaks is causing the software to get into a bad state. Likely worth reporting to Apple even if it feels like it's going into a void.
Which tweaks? This is stock macOS 27 on a stock machine, with of course my development stack on top. I have already tried reinstalling the OS. Besides that, everything else has been configured appropriately in system settings and profiles using Ansible, so that I know exactly what configuration state my machine is in. There's nothing weird I am doing to the system processes other than now using App Tamer to prevent the processes from continuing to use multiple cores while I'm trying to use my machine.
I do feel like my complaints go to the void, and honestly I have seen the kind of responses people get on the Apple support forums and it gives me the same ick that Microsoft's does. And lately I'm just going to get someone's canned, patronizing LLM-generated resume-building response. My only hope out of this mess is Gravity Linux catching up and adding full SEP and thunderbolt support. Once that happens, I'm gone.
I do wonder about the prevalence of my experience vs yours. I can quickly find hundreds of threads across various platforms which confirm my experiences. From what I have been able to ascertain, my experience is increasingly common if not more common than yours. Hard to tell.
You said you were running App Tamer, and I presumed it was doing something unusual, however looking into it, it appears to be using public APIs, so it shouldn't be causing issues.
There's a lot of Macs out there. I would be surprised if that's the common experience for users, however, I fully admit that my sample size is small.
And I totally hear you on the frustration for reports these days. I set my expectations to be that it's a tally mark in some database somewhere with the hope that enough tally marks means a human looks at it, but it's so disheartening when you've spent such a large amount of money on something.
Well this is a software issue, all of the Macs out there run the same operating system, the same software. This can't an issue of a defective Mac. I also have an M2 which is giving me the same issues.
I am right now using my M5, on low power mode on a flat surface and it's almost too hot to type on. I have Codex open, just idling, Firefox and Logseq.
All of the offending processes at the top of activity manager are currently system processes: duetexpertd, mediaanalysisd, MenuBarAgent, WindowServer, Spotlight Engine, Time Machine, etc. A lot of these deal with caches, files, indexes. I suspect the root problem is a shared internal philosophy which regards the owner of the machine as a second-class citizen to the system.
It is bewildering given that I do not want the majority of "features" this tangled mess is providing. Issues such as bad caches, misbehaving files or directories, etc. are likely not the culprit since I experience this on fresh OS installs across two MacBooks. In the sense that if it is those issues, it's a system issue which needs addressing, and not PEBCAK. I have Siri disabled, Time Machine off, iCloud off, all iPhone integrations I can adjust are off, etc. Yet these processes increasingly dominate my computer.
I do appreciate you engaging with me on this and I hope I haven't come across as confrontational.
> all of the Macs out there run the same operating system,
Wrong. Lots of Mac users skipped the Liquid Glass OSes. I was one until I bought an M5 that came with it. In fact, I was two versions behind on my M1 because the one before Tahoe also offered nothing that I wanted.
> the same software.
This referring to third-party software (my interpretation) is also wrong. People have wildly different setups, at least among us nerds.
> This can't an issue of a defective Mac.
Again, you don't know that. But your comment later on about two models having said issue is concerning. That said, there's a high likelihood that you run the same software on each.
> I am right now using my M5, on low power mode on a flat surface and it's almost too hot to type on.
If that's the case, I begin to suspect that the physical sensitivity that you mentioned in a different comment is the source. If that's the case, I'm empathetic cause it'd really suck to have that reaction. I can only make my M1 hot enough to noticeably warm up (or get hot) when slamming the CPU / GPU. I would hate for it to feel that way to me during normal use and you have my genuine sympathy if that's your experience on a machine running at normal levels. And if that's it, then get an external kbd and mouse. Not an ideal solution, but it sounds like the best option. Not portable. I know. But I'm looking for solutions here and there may be some compromise needed.
> Wrong. Lots of Mac users skipped the Liquid Glass OSes.
I said the same operating system, not the same version of that operating system. Please make sure you're correctly reading my comment before criticizing it.
> This referring to third-party software (my interpretation) is also wrong. People have wildly different setups, at least among us nerds.
Your interpretation is wrong, I am talking about system software, this entire time I've been explicit that this is an Apple daemon and system software issue.
> Again, you don't know that. But your comment later on about two models having said issue is concerning.
Correct, I don't know anything at all 100%. What I do know is I have two laptops worth $10k between them which both have a ton of issues that others online have corroborated and which seem to be tied to 26 and 27 especially. And that these issues all trace back to several Apple daemons. I also am well aware of what 26 and 27 introduced, and can connect the dots. My theory is a solid theory until proven otherwise, but sure, if you want to be smart, literally anything is possible.
> That said, there's a high likelihood that you run the same software on each.
I have already stated in this thread that I have accounted for this extremely obvious possibility while debugging, and assuming I'm an idiot who has not considered this already is patronizing and unhelpful.
> If that's the case, I begin to suspect that the physical sensitivity that you mentioned in a different comment is the source
I hope you think I am capable of reading temperature gauges and differentiating between heat and any additional painful sensation on top before opening my mouth about this issue on a public forum. I also have a partner who I have asked to touch my machine plenty of times to gauge her reaction. I'm not saying these machines get mildly warm. I am saying they get hot.
> I can only make my M1 hot enough to noticeably warm up (or get hot) when slamming the CPU / GPU
Yes, and if you read my comments, you would know that my complaint is that this is exactly what multiple system processes are doing. You would also have seen that I already mentioned I use external peripherals but that I am also often on the go. It is hilarious to suggest that the compromise needs to come from my end when my extremely expensive workstation cannot even idle without sometimes getting warm or hot.
Have you tried not fucking about with all the processes? All my Mac’s run fine and I haven’t fucked with their settings. You’ve fucked with your settings and they all run fucked. “it’s a fresh install”. No you just acknowledged it’s a fresh install that you have immediately put in a very non default state.
I already mentioned I've wiped the OS and I said I recently installed App Tamer to deal with the ongoing problem. Recently. So yes, I have in fact tried not fucking about with all the processes.
> You’ve fucked with your settings and they all run fucked
No, I think what happened is you lack adequate reading comprehension and would rather not interpret comments in good faith and decided to jump the gun and chastise a fictional version of myself.
> No you just acknowledged it’s a fresh install that you have immediately put in a very non default state
No. I shouldn't need to explicitly spell this out. And if you're not sure, you can ask instead of coming in hot with off-base assumptions and attitude. You can rest assured that I know what I'm fucking doing, man. I know how to isolate behavior, eliminate possibilities and debug systems, it is literally my profession. Assume a lot less, please.
When I say I wiped my system, it obviously means to anyone competent that I observed my system after wiping it and before modifying anything substantial. You literally have no idea what my configuration is. What is "fucked with your settings" supposed to even mean? They are settings, my man. They are meant to be set. I know what each one does, and how it affects my system. My system is largely stock other than the user-level applications and environments I manage for work. If changing the theme or disabling iCloud/Siri is causing these problems then I'm going to throw my machine out the window and find a different profession. Come on, man.
I just want to give you props for how reasonably and reservedly you replied to this person. When I read their comment I just about put my fist through my monitor in sympathetic rage.
> I know what each one does, and how it affects my system.
That is a bold claim for someone complaining that their system doesn’t work. Look, I’m not apologizing for macOS but it does seem that they test the happy path these days and you either use it as they give it to you or it runs like ass. Like if you want a computer without Siri and without iCloud etc then get a Linux box.
There are people who are qualified to fuck about with their computer and there are people who aren’t and how you tell the difference is after they fucked about with it they don’t fucking complain about it not working. (Because either it’s working or they understand that they fucked it up and they are choosing the particular form of the fucked-upness because they got some benefit).
You are the worst kind of corporate apologist. You don't sound qualified to have this conversation at all. You're highly emotional and talk like a fucking idiot. Buzz off.
Holy hell, shut up. It was clearly stated that the “fucking with” of the computer happened after and because of the “fucked up” state of the computer. Your hypothesis is ruled out by the laws of causality and the arrow of time, and moreover if we violate all logic to assume your hypothesis is true, you are still wrong because if it was not fucked, he wouldn’t have fucked with it.
But somehow you are possessed of such inexhaustible and unwarranted confidence that you have not even noticed your claim is both nonsense and impossible, and furthermore you feel justified in serving this impossible nonsense with a side of condescension!
This is such an abject failure of reason and decorum that the only course of action to positively contribute that I can suggest to you is to not contribute at all, i.e., shut up.
I assume you’ve never done technical support. The customers who think they know what they’re doing fuck things up so much worse than those that don’t. They don’t listen and they do so much more damage. They know they’re right and they are so entitled to what they think should work. They’ll tell you what they did and the logs or outcome or reproduction will prove otherwise. The loudest ones are always the ones who fucked it up the most - it’s just defensiveness.
You assume incorrectly. Furthermore, your description of tech support is wrong, so much so that I half-suspect it is you who has never done technical support. I mean, come on, one of the mantras of every tech support division I’ve worked in has been some variant of “believe the user”. What you are describing is pretty much the very first attitude you learn is simply unhelpful and ineffective, apart from also being aggravating for the customer.
You are projecting so much, friend. And assuming even more. You literally sound unqualified. I work on computers for a living. The amount of contempt and arrogance you're displaying is nothing short of sad.
Agreed, great advice! I have RSI, lifelong arthritis/gout and other issues so I have to take ergonomics seriously. Laptop stand, external monitor, mechanical and split keyboards and a vertical mouse. But I also work from home and try to move around throughout the day instead of sitting in one spot, and am often on the go, so I find myself having to use the laptop keyboard often.
I'm glad I found it. Jettison looks like a nice tool as well. It's working great so far, just does what I need it to do. Fits in nicely with Stats, which I use for fan control and monitoring power consumption. I also found https://github.com/Digital-Shane/OpenTamer but figured App Tamer was still the more mature option.
medianalysisd for example, which frequently pummels 1-2 cores of my machine for long stretches of time, runs local on-device models to analyze the media on your machine.
You know, that brings something to mind that I haven't seen mentioned (so far). If you wiped the machine, it has to rebuild all that "knowledge". Apple announced that they'd rebuild the Spotlight index with an update to 26 so that people upgrading to 27 could use the new AI features immediately. Maybe the timing rules this out, but keep in mind that the device could be running processes that will eventually expire / run only on new content. Could that be a factor?
I know a new phone or Mac bangs hard on indexing even pre-foundation models. I haven't set up a new device with 27, so I don't know how much that might have increased.
I wiped the machine weeks ago, not recently, and I wiped it while debugging the issue, which existed prior to wiping it. I was having these issues on Tahoe on my M5 (came with it, unfortunately), but not Sequoia on my M2 (occasionally things would spike but it always ran cool when idling or doing my normal work). The issues got even worse on Golden Gate. Upgraded my M2 to test and it started exhibiting the same problems.
I also have as much indexing turned off on Spotlight as I can, and that is another issue. Spotlight seems to disrespect my settings and indexes/displays more than it should. Seems like an open, unaddressed bug. I've assumed this is related to the Spotlight-specific CPU usage issues I have but it doesn't explain the others.
That "moat" is being reduced (again, compared to previous Apple history) as other companies catch up. Apple has continually cannibalized their own hardware to keep ahead of others.
Unlike the "pure" AI players, who rely on NVIDIA and others, Apple is relying on its own capabilities, vertically organized, to maintain its lead in consumer space.
They are using the "cloud" to again, vertically integrated, to preserve their "privacy first" consumer marketing, their hardware to maintain their "premium product" lead, and they are usually second to a market after a first-mover advantage has been reduced by ongoing development.
Well, the moat is that cpu/npu development is very hard, requires talented engineers, and requires access to cutting edge fab process, all of which in turn costs a lot of $$$. So, sure, “anyone” who has all that can definitely breach Apple’s moat.
Most of the smart people I know have left Apple because over the last ten or fifteen years, all of the reasons other than money have gone away, and they don’t pay well.
Don’t kid yourself, Apple paid’s very well and that includes stock options. Apple in comparison to their competition is very careful on who they hire, and they’re also careful on who they layoff in comparison to their competition, who seem to make big mistakes and layoff thousands when it suits them ala Meta or Microsoft recent times.
If you fortunate to get a job at any of the big tech companies today, quibbling about the pay package is the least of your worries.
Apples largest competitive advantage has always been and always will be - trust combined with epic marketing to make the vast majority of people aware of it.
Trust of quality, privacy w.r.t data etc.
I’m sorry but I’ve seen so many bad takes re. Apple over the years. Many of you think you are so smart on topics outside of your domain - but you’re not.
Don’t underestimate how much of their success is due to unusual internal advantages over competitors.
They spent decades learning to eliminate a 1000 headaches for themselves, and many for their customers, by accumulating vertical integration:
The co-design of their own comms, processors, devices and OS variants. Their own integrated supply chain and sales channels.
The better the results, the more invisible or clock-like their delivery.
Very easy to overlook. But nobody can match them on their terms.
(Nintendo also applied a unique set of internal advantages to generations of successful devices: vertically integrating humble components, highly scoped software, a strong theory of fun, and deep branding with novel polished interfaces.)
??? Apple’s advantage over their competition is the fact that they do hardware, Apple Silicon and they do operating systems Apple OS very very well, in comparison to the present competition in the marketplace.
They are the last company that’s vertical from the 1980s. Unfortunately, all the other companies (SGI, Sun, Digital etc..) died in the face of the Wintel colossus.
Marketing is irrelevant. If you don’t have something to sell that is actually any good see the Microsoft Surface fiasco and its lack of an impact in the marketplace.
What exactly about the parent comment is wrong? Apple has always been good at making hardware that people are willing to pay a premium to use. I can easily imagine them playing a similar role in local LLMs to the role they played in personal computing in the 1980s or smartphones in the 2010s.
Nvidia is also selling the shovle but they train their own LLM and by doing so they can fine tune their CUDA/Chip to have a better shovel than others.
Nvidia's own model does not have to beat OpenAI or any SOTA model. Nvidia just need to build up the in house expert and knowledge to make a better chip since hyperscalers and none hyperscaler like Meta is building their own AI chip now.
Apple can chose not to train their own model to learn how to sell a better shovel.
just wish their containerization / linux compat wasn't so nerfed. Just moved my homelab's inference engine over to a GB10 from a Mac MTP setup to have first class k8s support, as well as open up access to the broader CUDA ecosystem (cuOpt etc.).
They’re not really. They make the things useful for two classes of users: Mac Studio for people running models locally and Siri backed by Gemini for voice interaction.
They’ll likely embed text models more deeply in the future, but the history of “Apple Intelligence” doesn’t give a lot of hope that they’ll nail it.
So they’re not selling shovels (a precursor to making the thing) but products and services to use it.
apple is pretty well set up for this because they do all their hardware in house. if they wanted to, they could pivot in this direction. Ternus is also a hardware guy.
That's just BS cope. They tried and miserably failed - and still are failing badly. Remember, they were the ones to push for AI with "Siri". Many firings later and 2 CEOs later we are still exactly in square one. The fucking thing can't even get who I want to call, let alone set an alarm without touching my phone FFS.
What is there to cope about? Apple is the last vertical computer company left from the 1980s. Apple Silicon just gets better every year. They have also managed to replace several companies that well gave them problems over the years or said no to doing anything that involved moving into the future. i.e, Motorola of Schaumburg, Illinois, IBM and Intel one company’s out of business. and the other two are trying to hang on to past glories.
By the way, the new Apple folding phone appears to be a hit. a real hit the last test left is whether or not it is as good as it appeared to have been in the demonstrations. only time will tell when it gets into the hands of the general public.
Lets not overlook the fact that Apple is only around due to sheer luck with NeXT reverse acquisition, and having Steve Jobs back on the steering wheel.
Nowadays they are basically the iDevices company, if macOS wasn't required for XCode, the worldwide sales would be much less.
I was just thinking back to how fun the DVD menus were as a kid. Sometimes you'd even have games on them, not that they played very well at all or I never used the right remote. I wish Plex had a feature of dropping an iso, and being able to get the whole dvd/blu-ray menu experience.
So what are some use cases people have found for running these sized multimodals on their device? What is it accurate on, and what is the hallucination rate like?
The image search in the Edge Gallery app of theirs is really incredible. Blows their Screenshot app out of the water for what I wanted it for. I stopped using it when they quietly changed their wording around it suggesting it would use Gemini instead of Gemini Nano, which was the whole reason I was excited about it.
I haven’t tried it yet, but, for law practice, I could imagine using it to search a case file for “undamaged roof before Hurricane Katrina” and “damaged roof after Hurricane Katrina” and being able to locate both deposition testimony and pertinent photographs in the body of evidence.
This is exactly the use case. And if your indexing software uses it correctly you can also do "video deposition with Jane Doe where she angrily discussed John Doe's mother's behavior concerning his grandfather's estate." With audio embeddings, transcripts/captions, and periodic image embeddings contributing to tags on the media item you'd be golden.
The main one is mapping images to text and visa versa, e.g. semantic search of images via text, where the images are encoded and the text question is encoded with the same model, then finding nearest neighbors.
I run offmetaedh.com off of them and this model is a drop in replacement for gemma embedding v1 and HQ-CLIP. Better quality, less RAM usage, faster embeddings, I'm fucking pumped for it.
What are the odds of there being smaller exoplanets that are effectively being outshone by the others? Since each one these is more massive than Jupitar.
But I doubt they’re outshining other planets — other planets on the same orbit would be unstable, and most likely be ejected from the system very quickly. The system is about fifty million years old, so a good guess is that the orbits have been stable for about fifty million years.
So Pi is a lot of fun. I’ve been working on Volt, a fork of Pi, mostly out of my frustrations with remote development. I expanded out the existing RPC and built a mobile app around it.
It kind of just gets with how you creative you want to be about it.
That's actually kind of wild. I wonder if part of this was done to catch out people using 3rd party harnesses, users might notice them costing more than Claude Code.
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