Apple Intelligence

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Apple Intelligence is the personal intelligence system that puts powerful generative models right at the core of your iPhone, iPad, and Mac and powers incredible new features to help users communicate, work, and express themselves.

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Local Agentic AI on Mac using MLX: issues solved with Gemma-4
I was keen on trying local models with Xcode agents after watching the WWDC 2026 session Run Local agentic AI on the Mac using MLX https://developer.apple.com/videos/play/wwdc2026/232/ Ran into a few issues while following the three setup steps shown in the session, so I put together a small project with the workarounds I used: https://github.com/jdhark-com/opencode_mlx_bridge/ I needed to use another model than the one demonstrated. The main issue I hit was that running: mlx_lm.server --model mlx-community/gemma-4-e4b-it-4bit failed with: ValueError: Received 126 parameters not in model The workaround in start_xcode_server.py is to load the model with strict=False which resolved the issue for me. opencode.json prompt config really helped to get more verbose feedback from the model. Hopefully this helps anyone else trying to get a local MLX model working as an Xcode agent.
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1
64
3d
New Siri AI and indexing stuck
New siri AI and indexing stuck for over 65 hours i’ve tried everything. Hard restarting my phone, putting an airplane mode doing the diagnostics, everything, but nothing still helps. I also downloaded the iOS 27 beta on my iPad Air 13 inch M3 and the same thing happened to it I’m waiting over 24 hours now. Does anybody know how to resolve this because I am tired of waiting and waiting
0
0
121
3d
siri waitlist
How are some people getting access within 10 minutes while I've been waiting for over a week? In fact, it's been 48 hrs since I joined the waitlist. This is honestly ridiculous. I've met all the requirements, enabled every necessary setting, and still have no access. Meanwhile, others are getting approved almost instantly. If the rollout is based on a waitlist, then it should be handled fairly and consistently. Waiting this long for a feature update is extremely frustrating, especially when there has been little to no communication about the delay.
0
0
27
3d
S5 - Specific Siri Security Situation in Slovakia
Dears, I have reached out to Apple Research and Apple Security but this is NOT really for them. This is a developer topic !! Apple Research and Security are trying to find a malicious code, bugs ect, but what I am whitnessing is different and much much deeper into the code. Apple Intelligence in Slovakia is much more limited then in other countries. A specific security configuration due to EU regulations in combination with Siri NOT able to speak or understand Slovak. At low level this combination with a small PUSH with good timing, makes the devices to completely strip themselves off, of all security and trust certifications. What follows is a blank completely from scratch processed reinstall, where the attacker only prepares the "CORRECT" files and information and all the work is done by Apple system itself !!! The result is a complete domination of hardware using the NPU (ANE) chip, which does all the job. And I mean each pixel, sound, connection ect... What is the MOST ALARMING is that due to the proud declaration of customer data privacy this is the exact spot where if something like this happens, Apple will NOT be able to see it. The Customer is then in an extreme situation, where he knows that the devices, accounts, keychain, bank account, each app, each picture or sound.... Everything is compromised, but online help and the retailers are too short for this and further to this Apple DONT HAVE AN OFFICE in Slovakia. Only thing left are the contracted service (repair) shops, which are capable to perform a DFU Restore, which does NOT help. I have requested DFU Restore approx 15x in the last 9 months. Once you turn on and you only pick the language, there is a GLITCH and you know this is back again. A very quick and not too detailed process: It is a very silent and extremely sophisticated takeover without an ovious crash at the beginning. Using various tools, which I can describe and present examples. One variation is a HTML code a DOM which is recursive, calling functions and cancelling. Too many functions with offset which results in a graphics freeze, overload or similiar.. The object itself is not frozen and it is carefully prepared !! It will mostly copy and clone the target and NEST inside without knowing. What happens here is that this recursive DOM was applied and therefore the SHUTDOWN MONITOR LOG occured. This froze also mds index which blocked the mounting and unmounting of Volumes.... This is ofcourse carefully instrumented not to raise any attention. Same structure can be used in any code, any language, pdf, it can be nested in a wallpaper or a standard image, library, anywhere ... I can provide a proof and a functional script... The install log is showing - Untracked client connected - RemoteManagement which REINSTALLED the OS. After that Launchd skipps almost all tasks on the next run .... After this mounting volumes block, the system will not restart as standard, insted forced to early boot as possible which starts with PKI TRUST and SIRI UNDERSTANDING ... The PKI TRUST is manipulated and prepared and Siri is not called by the system as Apple Inteligence. So with reinstalled and carefully prepared OS, Launchd who skipped most tasks at the start and without proper encryption. There is a direct open path to Siri and her ASR HAMMERING.... I have personally checked almost 10 different electronics shops and checked the console on each Macbook that was free to try. In each of them these four Protolol logs were the exact same !!!! But after that a brutal iphone reinstall and even over lockdown mode reinstall will follow... Can also provide logs and information... And there is a SIMPLE LOGIC PARADOX with HUGE impact. Any document can be signed by Apple in a second. That is how the PKI TRUST was manipulated without any problem. That is also extremely important ... I can present this, but I must know that somebody is listening.... otherwise the only way is press... Apple Research and Security is blind here and I simply cannot get any answer.... If you know anybody in Slovakia, tell them to go to check this out !!! Get this information to Somebody who could just check it please .... This is probably the largest Supply Chain Attack ever ... And all it takes is a phone call to iStores to Slovakia so they can check for you ... From what I can see, now an update is prepared for Siri. It is based on Ruby but mostly Nokogiri and Gumbo. It will be presented as a 8 bit range training for local LLM, as super fast, but really it will be a combination of Hohner Electric Piano from the 70s with 8 bit sound which will use DTrace and its ROOT privileges. The sound is a square frequency which can be used to hide communication or something we dont know yet. And it does not matter anymore... With a direct connection to GitHub or just the internet ... Any code can be signed and stored anywhere .... The codename is ELECTRA, from what I know this tag was used for jailbreak of Siri in the past. So I belive this will be the final act ... Is there somebody to whom I can speak to about this ?? No generic mails ... THX Mike
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21
3d
Nearly 70 hours on Siri waitlist
Downloaded the moment WWDC presentation ended at 11a PT. Phone 17 Air, English (US) Plugged in over (3) nights Still indexing Rebooted 5+ times Still waitlisted. The only feature anyone cares about is gated. So much for “available immediately“. Losing trust with Apple fast here.
0
0
176
3d
Siri Ai waitlist.
I’ve been waiting since 2:30 PM EST yesterday. It’s been well over 24 hours. It’s never taken this long before my phones finish indexing, so I know it’s not that. Also signed up for it right away. And still not accepted, which is very weird because I’ve seen it on Reddit pages where people have signed up earlier today and have been accepted already. No clue what’s going on. Wish we can get some type of answer
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20
4d
Apple Intelligence
Hello, I have an iPhone 15 Pro running iOS 27 Developer Beta. The “Apple Intelligence & Siri” menu does not appear in Settings. I only have the regular Siri menu, and Apple Intelligence features such as Writing Tools are unavailable. I have already: Set my iPhone language to English (US) Set my region to United States Updated to iOS 27 Developer Beta Restarted the device What confuses me is that this same iPhone previously belonged to my father, and I clearly remember Apple Intelligence being available on this device before I signed in with my own Apple Account. After switching to my account, Apple Intelligence disappeared completely. My model number is MV923CH/A. Has anyone experienced this or knows what might be causing it? Thank you.
4
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166
5d
Confused about Foundation models
Hi! From my past experience, I know that foundation models from last year have really small context window and this year with the new foundation models. I suspect the context window gets much larger, but if the new Siri AI is coming only two iPhone 17. Does that mean my iPhone 16 will not get that new foundation model models, bigger context.
0
1
63
5d
Cloud based Siri AI for older devices
If some Siri AI features work on cloud why not for older device? Apple Devs mentioned that the Siri AI is available for iPhone 15 and later devices and we can use iCloud+ Subscription to use it more on Apple’s Private Cloud Compute (PCC). So if it can run some functions on Private Cloud why not for people with older device? Or will Apple make it compatible with older devices on upcoming beta updates? Also, I noticed that other Phone companies have these features in phones that are way less powerful than iPhone 11 (Which is a oldest device support iOS 27) I tested some ai models from 3rd party apps that are less than 300MB and it worked very well than the old siri so can We add some Siri features to older iPhone? So we can avoid people from switching to other phones. Because I don’t want my friends leaving iPhone.
0
0
75
5d
Visual Intelligence API SemanticContentDescriptor labels are empty
I'm trying to use Apple's new Visual Intelligence API for recommending content through screenshot image search. The problem I encountered is that the SemanticContentDescriptor labels are either completely empty or super misleading, making it impossible to query for similar content on my app. Even the closest matching example was inaccurate, returning a single label ["cardigan"] for a Supreme T-Shirt. I see other apps using this API like Etsy for example, and I'm wondering if they're using the input pixel buffer to query for similar content rather than using the labels? If anyone has a similar experience or something that wasn't called out in the documentation please lmk! Thanks.
2
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1.3k
2w
tensorflow 2.20 broken support
Hi, testing latest tensorflow-metal plugin with tensorflow 2.20 doesn't work.. using python Python 3.12.11 (main, Jun 3 2025, 15:41:47) [Clang 17.0.0 (clang-1700.0.13.3)] on darwin simple testing shows error: import tensorflow as tf Traceback (most recent call last): File "", line 1, in File "/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow/init.py", line 438, in _ll.load_library(_plugin_dir) File "/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow/python/framework/load_library.py", line 151, in load_library py_tf.TF_LoadLibrary(lib) tensorflow.python.framework.errors_impl.NotFoundError: dlopen(/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/libmetal_plugin.dylib, 0x0006): Library not loaded: @rpath/_pywrap_tensorflow_internal.so Referenced from: <8B62586B-B082-3113-93AB-FD766A9960AE> /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/libmetal_plugin.dylib Reason: tried: '/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/../_solib_darwin_arm64/_U@local_Uconfig_Utf_S_S_C_Upywrap_Utensorflow_Uinternal___Uexternal_Slocal_Uconfig_Utf/_pywrap_tensorflow_internal.so' (no such file), '/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/../_solib_darwin_arm64/_U@local_Uconfig_Utf_S_S_C_Upywrap_Utensorflow_Uinternal___Uexternal_Slocal_Uconfig_Utf/_pywrap_tensorflow_internal.so' (no such file), '/opt/homebrew/lib/_pywrap_tensorflow_internal.so' (no such file), '/System/Volumes/Preboot/Cryptexes/OS/opt/homebrew/lib/_pywrap_tensorflow_internal.so' (no such file) tf.config.experimental.list_physical_devices('GPU') Traceback (most recent call last): File "", line 1, in NameError: name 'tf' is not defined I fixed this error by copying _pywrap_tensorflow_internal.so where it's searched.. 1)mkdir /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/../_solib_darwin_arm64 2)mkdir /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/../_solib_darwin_arm64/_U@local_Uconfig_Utf_S_S_C_Upywrap_Utensorflow_Uinternal___Uexternal_Slocal_Uconfig_Utf/ 3)cp /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow/python/_pywrap_tensorflow_internal.so /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/../_solib_darwin_arm64/_U@local_Uconfig_Utf_S_S_C_Upywrap_Utensorflow_Uinternal___Uexternal_Slocal_Uconfig_Utf/ then fails symbol not found: Symbol not found: __ZN10tensorflow28_AttrValue_default_instance_E in libmetal_plugin.dylib full log: with import tensorflow as tf Traceback (most recent call last): File "", line 1, in File "/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow/init.py", line 438, in _ll.load_library(_plugin_dir) File "/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow/python/framework/load_library.py", line 151, in load_library py_tf.TF_LoadLibrary(lib) tensorflow.python.framework.errors_impl.NotFoundError: dlopen(/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/libmetal_plugin.dylib, 0x0006): Symbol not found: __ZN10tensorflow28_AttrValue_default_instance_E Referenced from: <8B62586B-B082-3113-93AB-FD766A9960AE> /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/libmetal_plugin.dylib Expected in: <2FF91C8B-0CB6-3E66-96B7-092FDF36772E> /Users/obg/npu/venv-tf/lib/python3.12/site-packages/_solib_darwin_arm64/_U@local_Uconfig_Utf_S_S_C_Upywrap_Utensorflow_Uinternal___Uexternal_Slocal_Uconfig_Utf/_pywrap_tensorflow_internal.so
2
0
1.8k
May ’26
Genmoji API — are local edits and non-text usage (e.g., widgets) allowed?
Hi, I'm integrating the Genmoji API (NSAdaptiveImageGlyph) into my app and would like to confirm two things: Local editing of generated Genmoji. After the user creates a Genmoji, can the app apply edits to the resulting image (e.g., pixelation)? The edited image would be stored only on-device within the app and never shared externally. Use outside text contexts. Can a generated Genmoji be used in other parts of the app, such as a home screen widget? Apple's documentation and the WWDC24 session focus on inline text, stickers, and Tapbacks, but I couldn't find explicit guidance on widget or other UI usage. I checked the Human Interface Guidelines, WWDC24 session "Bring expression to your app with Genmoji," and the App Store Review Guidelines, but couldn't find clear answers. Any guidance or pointers would be appreciated. Thanks!
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0
1.7k
Apr ’26
Local Agentic AI on Mac using MLX: issues solved with Gemma-4
I was keen on trying local models with Xcode agents after watching the WWDC 2026 session Run Local agentic AI on the Mac using MLX https://developer.apple.com/videos/play/wwdc2026/232/ Ran into a few issues while following the three setup steps shown in the session, so I put together a small project with the workarounds I used: https://github.com/jdhark-com/opencode_mlx_bridge/ I needed to use another model than the one demonstrated. The main issue I hit was that running: mlx_lm.server --model mlx-community/gemma-4-e4b-it-4bit failed with: ValueError: Received 126 parameters not in model The workaround in start_xcode_server.py is to load the model with strict=False which resolved the issue for me. opencode.json prompt config really helped to get more verbose feedback from the model. Hopefully this helps anyone else trying to get a local MLX model working as an Xcode agent.
Replies
0
Boosts
1
Views
64
Activity
3d
New Siri AI and indexing stuck
New siri AI and indexing stuck for over 65 hours i’ve tried everything. Hard restarting my phone, putting an airplane mode doing the diagnostics, everything, but nothing still helps. I also downloaded the iOS 27 beta on my iPad Air 13 inch M3 and the same thing happened to it I’m waiting over 24 hours now. Does anybody know how to resolve this because I am tired of waiting and waiting
Replies
0
Boosts
0
Views
121
Activity
3d
New siri AI wait list
Its been 3 days since i had requested for Siri AI , still in the waitlist. This is disappointing .
Replies
2
Boosts
1
Views
99
Activity
3d
Siri
One day after I joined Siri waitlist my Siri was updated but it was downgraded to normal siri without Siri ai or Apple Intellegent but in settings it shows Siri
Replies
1
Boosts
1
Views
57
Activity
3d
siri waitlist
How are some people getting access within 10 minutes while I've been waiting for over a week? In fact, it's been 48 hrs since I joined the waitlist. This is honestly ridiculous. I've met all the requirements, enabled every necessary setting, and still have no access. Meanwhile, others are getting approved almost instantly. If the rollout is based on a waitlist, then it should be handled fairly and consistently. Waiting this long for a feature update is extremely frustrating, especially when there has been little to no communication about the delay.
Replies
0
Boosts
0
Views
27
Activity
3d
Siri Ai
I don’t think this Siri waitlist is normal, I am on iPhone 16 Pro Max in the US set to English and I’ve been on the new Siri waitlist for >48 hours. Is this a bug?
Replies
0
Boosts
0
Views
49
Activity
3d
S5 - Specific Siri Security Situation in Slovakia
Dears, I have reached out to Apple Research and Apple Security but this is NOT really for them. This is a developer topic !! Apple Research and Security are trying to find a malicious code, bugs ect, but what I am whitnessing is different and much much deeper into the code. Apple Intelligence in Slovakia is much more limited then in other countries. A specific security configuration due to EU regulations in combination with Siri NOT able to speak or understand Slovak. At low level this combination with a small PUSH with good timing, makes the devices to completely strip themselves off, of all security and trust certifications. What follows is a blank completely from scratch processed reinstall, where the attacker only prepares the "CORRECT" files and information and all the work is done by Apple system itself !!! The result is a complete domination of hardware using the NPU (ANE) chip, which does all the job. And I mean each pixel, sound, connection ect... What is the MOST ALARMING is that due to the proud declaration of customer data privacy this is the exact spot where if something like this happens, Apple will NOT be able to see it. The Customer is then in an extreme situation, where he knows that the devices, accounts, keychain, bank account, each app, each picture or sound.... Everything is compromised, but online help and the retailers are too short for this and further to this Apple DONT HAVE AN OFFICE in Slovakia. Only thing left are the contracted service (repair) shops, which are capable to perform a DFU Restore, which does NOT help. I have requested DFU Restore approx 15x in the last 9 months. Once you turn on and you only pick the language, there is a GLITCH and you know this is back again. A very quick and not too detailed process: It is a very silent and extremely sophisticated takeover without an ovious crash at the beginning. Using various tools, which I can describe and present examples. One variation is a HTML code a DOM which is recursive, calling functions and cancelling. Too many functions with offset which results in a graphics freeze, overload or similiar.. The object itself is not frozen and it is carefully prepared !! It will mostly copy and clone the target and NEST inside without knowing. What happens here is that this recursive DOM was applied and therefore the SHUTDOWN MONITOR LOG occured. This froze also mds index which blocked the mounting and unmounting of Volumes.... This is ofcourse carefully instrumented not to raise any attention. Same structure can be used in any code, any language, pdf, it can be nested in a wallpaper or a standard image, library, anywhere ... I can provide a proof and a functional script... The install log is showing - Untracked client connected - RemoteManagement which REINSTALLED the OS. After that Launchd skipps almost all tasks on the next run .... After this mounting volumes block, the system will not restart as standard, insted forced to early boot as possible which starts with PKI TRUST and SIRI UNDERSTANDING ... The PKI TRUST is manipulated and prepared and Siri is not called by the system as Apple Inteligence. So with reinstalled and carefully prepared OS, Launchd who skipped most tasks at the start and without proper encryption. There is a direct open path to Siri and her ASR HAMMERING.... I have personally checked almost 10 different electronics shops and checked the console on each Macbook that was free to try. In each of them these four Protolol logs were the exact same !!!! But after that a brutal iphone reinstall and even over lockdown mode reinstall will follow... Can also provide logs and information... And there is a SIMPLE LOGIC PARADOX with HUGE impact. Any document can be signed by Apple in a second. That is how the PKI TRUST was manipulated without any problem. That is also extremely important ... I can present this, but I must know that somebody is listening.... otherwise the only way is press... Apple Research and Security is blind here and I simply cannot get any answer.... If you know anybody in Slovakia, tell them to go to check this out !!! Get this information to Somebody who could just check it please .... This is probably the largest Supply Chain Attack ever ... And all it takes is a phone call to iStores to Slovakia so they can check for you ... From what I can see, now an update is prepared for Siri. It is based on Ruby but mostly Nokogiri and Gumbo. It will be presented as a 8 bit range training for local LLM, as super fast, but really it will be a combination of Hohner Electric Piano from the 70s with 8 bit sound which will use DTrace and its ROOT privileges. The sound is a square frequency which can be used to hide communication or something we dont know yet. And it does not matter anymore... With a direct connection to GitHub or just the internet ... Any code can be signed and stored anywhere .... The codename is ELECTRA, from what I know this tag was used for jailbreak of Siri in the past. So I belive this will be the final act ... Is there somebody to whom I can speak to about this ?? No generic mails ... THX Mike
Replies
0
Boosts
0
Views
21
Activity
3d
Nearly 70 hours on Siri waitlist
Downloaded the moment WWDC presentation ended at 11a PT. Phone 17 Air, English (US) Plugged in over (3) nights Still indexing Rebooted 5+ times Still waitlisted. The only feature anyone cares about is gated. So much for “available immediately“. Losing trust with Apple fast here.
Replies
0
Boosts
0
Views
176
Activity
3d
Why is ImageCreator deprecated in iOS 27?
My app uses ImageCreator to allow customers to generate images on-device, and provides a custom experience for doing so. I can see that ImageCreator is now being deprecated without a replacement for programatic image generation. Why has the ability to generate images programatically been removed?
Replies
1
Boosts
1
Views
95
Activity
4d
Siri Beta (Waitlist)
I've been waiting for 26 hours and I'm still on the waiting list. How much longer until I can use the new Siri...?
Replies
0
Boosts
1
Views
180
Activity
4d
Siri Ai waitlist.
I’ve been waiting since 2:30 PM EST yesterday. It’s been well over 24 hours. It’s never taken this long before my phones finish indexing, so I know it’s not that. Also signed up for it right away. And still not accepted, which is very weird because I’ve seen it on Reddit pages where people have signed up earlier today and have been accepted already. No clue what’s going on. Wish we can get some type of answer
Replies
0
Boosts
0
Views
20
Activity
4d
Ios27 function not available
On my 16 Pro Max the new SiriAI doesn’t load. I just got the function for EU but not the new Siri. But the Phone and the Apple ID is US. How do I get it?
Replies
0
Boosts
1
Views
62
Activity
5d
Waiting for indexing and Siri setup
I have been waiting for both of these going on 24 hours with nothing happening
Replies
0
Boosts
0
Views
54
Activity
5d
A really long waitlist
Since i got the iPadOS27 update signed in the waitlist and haven’t got any new yet
Replies
2
Boosts
0
Views
61
Activity
5d
Apple Intelligence
Hello, I have an iPhone 15 Pro running iOS 27 Developer Beta. The “Apple Intelligence & Siri” menu does not appear in Settings. I only have the regular Siri menu, and Apple Intelligence features such as Writing Tools are unavailable. I have already: Set my iPhone language to English (US) Set my region to United States Updated to iOS 27 Developer Beta Restarted the device What confuses me is that this same iPhone previously belonged to my father, and I clearly remember Apple Intelligence being available on this device before I signed in with my own Apple Account. After switching to my account, Apple Intelligence disappeared completely. My model number is MV923CH/A. Has anyone experienced this or knows what might be causing it? Thank you.
Replies
4
Boosts
0
Views
166
Activity
5d
Confused about Foundation models
Hi! From my past experience, I know that foundation models from last year have really small context window and this year with the new foundation models. I suspect the context window gets much larger, but if the new Siri AI is coming only two iPhone 17. Does that mean my iPhone 16 will not get that new foundation model models, bigger context.
Replies
0
Boosts
1
Views
63
Activity
5d
Cloud based Siri AI for older devices
If some Siri AI features work on cloud why not for older device? Apple Devs mentioned that the Siri AI is available for iPhone 15 and later devices and we can use iCloud+ Subscription to use it more on Apple’s Private Cloud Compute (PCC). So if it can run some functions on Private Cloud why not for people with older device? Or will Apple make it compatible with older devices on upcoming beta updates? Also, I noticed that other Phone companies have these features in phones that are way less powerful than iPhone 11 (Which is a oldest device support iOS 27) I tested some ai models from 3rd party apps that are less than 300MB and it worked very well than the old siri so can We add some Siri features to older iPhone? So we can avoid people from switching to other phones. Because I don’t want my friends leaving iPhone.
Replies
0
Boosts
0
Views
75
Activity
5d
Visual Intelligence API SemanticContentDescriptor labels are empty
I'm trying to use Apple's new Visual Intelligence API for recommending content through screenshot image search. The problem I encountered is that the SemanticContentDescriptor labels are either completely empty or super misleading, making it impossible to query for similar content on my app. Even the closest matching example was inaccurate, returning a single label ["cardigan"] for a Supreme T-Shirt. I see other apps using this API like Etsy for example, and I'm wondering if they're using the input pixel buffer to query for similar content rather than using the labels? If anyone has a similar experience or something that wasn't called out in the documentation please lmk! Thanks.
Replies
2
Boosts
0
Views
1.3k
Activity
2w
tensorflow 2.20 broken support
Hi, testing latest tensorflow-metal plugin with tensorflow 2.20 doesn't work.. using python Python 3.12.11 (main, Jun 3 2025, 15:41:47) [Clang 17.0.0 (clang-1700.0.13.3)] on darwin simple testing shows error: import tensorflow as tf Traceback (most recent call last): File "", line 1, in File "/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow/init.py", line 438, in _ll.load_library(_plugin_dir) File "/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow/python/framework/load_library.py", line 151, in load_library py_tf.TF_LoadLibrary(lib) tensorflow.python.framework.errors_impl.NotFoundError: dlopen(/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/libmetal_plugin.dylib, 0x0006): Library not loaded: @rpath/_pywrap_tensorflow_internal.so Referenced from: <8B62586B-B082-3113-93AB-FD766A9960AE> /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/libmetal_plugin.dylib Reason: tried: '/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/../_solib_darwin_arm64/_U@local_Uconfig_Utf_S_S_C_Upywrap_Utensorflow_Uinternal___Uexternal_Slocal_Uconfig_Utf/_pywrap_tensorflow_internal.so' (no such file), '/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/../_solib_darwin_arm64/_U@local_Uconfig_Utf_S_S_C_Upywrap_Utensorflow_Uinternal___Uexternal_Slocal_Uconfig_Utf/_pywrap_tensorflow_internal.so' (no such file), '/opt/homebrew/lib/_pywrap_tensorflow_internal.so' (no such file), '/System/Volumes/Preboot/Cryptexes/OS/opt/homebrew/lib/_pywrap_tensorflow_internal.so' (no such file) tf.config.experimental.list_physical_devices('GPU') Traceback (most recent call last): File "", line 1, in NameError: name 'tf' is not defined I fixed this error by copying _pywrap_tensorflow_internal.so where it's searched.. 1)mkdir /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/../_solib_darwin_arm64 2)mkdir /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/../_solib_darwin_arm64/_U@local_Uconfig_Utf_S_S_C_Upywrap_Utensorflow_Uinternal___Uexternal_Slocal_Uconfig_Utf/ 3)cp /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow/python/_pywrap_tensorflow_internal.so /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/../_solib_darwin_arm64/_U@local_Uconfig_Utf_S_S_C_Upywrap_Utensorflow_Uinternal___Uexternal_Slocal_Uconfig_Utf/ then fails symbol not found: Symbol not found: __ZN10tensorflow28_AttrValue_default_instance_E in libmetal_plugin.dylib full log: with import tensorflow as tf Traceback (most recent call last): File "", line 1, in File "/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow/init.py", line 438, in _ll.load_library(_plugin_dir) File "/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow/python/framework/load_library.py", line 151, in load_library py_tf.TF_LoadLibrary(lib) tensorflow.python.framework.errors_impl.NotFoundError: dlopen(/Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/libmetal_plugin.dylib, 0x0006): Symbol not found: __ZN10tensorflow28_AttrValue_default_instance_E Referenced from: <8B62586B-B082-3113-93AB-FD766A9960AE> /Users/obg/npu/venv-tf/lib/python3.12/site-packages/tensorflow-plugins/libmetal_plugin.dylib Expected in: <2FF91C8B-0CB6-3E66-96B7-092FDF36772E> /Users/obg/npu/venv-tf/lib/python3.12/site-packages/_solib_darwin_arm64/_U@local_Uconfig_Utf_S_S_C_Upywrap_Utensorflow_Uinternal___Uexternal_Slocal_Uconfig_Utf/_pywrap_tensorflow_internal.so
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May ’26
Genmoji API — are local edits and non-text usage (e.g., widgets) allowed?
Hi, I'm integrating the Genmoji API (NSAdaptiveImageGlyph) into my app and would like to confirm two things: Local editing of generated Genmoji. After the user creates a Genmoji, can the app apply edits to the resulting image (e.g., pixelation)? The edited image would be stored only on-device within the app and never shared externally. Use outside text contexts. Can a generated Genmoji be used in other parts of the app, such as a home screen widget? Apple's documentation and the WWDC24 session focus on inline text, stickers, and Tapbacks, but I couldn't find explicit guidance on widget or other UI usage. I checked the Human Interface Guidelines, WWDC24 session "Bring expression to your app with Genmoji," and the App Store Review Guidelines, but couldn't find clear answers. Any guidance or pointers would be appreciated. Thanks!
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Apr ’26