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Source channel @githubtrending · Post #15314 · Dec 6

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#python#brain_inspired_ai#deep_learning#large_language_models#reasoning The Hierarchical Reasoning Model (HRM) is a new type of AI that reasons more like a human brain, using a fast part for quick details and a slow part for big-picture planning. It solves hard logic tasks like Sudoku, mazes, and IQ-style puzzles very well, even though it is tiny (only 27 million parameters) and learns from very little data (just 1,000 examples). Unlike most large language models, it does not need long chains of written reasoning steps or huge amounts of training, which makes it much faster, cheaper, and more efficient. For the user, this means powerful reasoning in a small, fast system that can run on ordinary hardware and still beat much larger models on tough problems. https://github.com/sapientinc/HRM

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Nothing Phone (2) | Updates

@NothingPhone2Updates · Post #475 · 11/22/2024, 06:31 AM

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Google's Play Integrity policy is making it harder to use custom ROMs. If you can't access banking apps or payments, it's time to take action! 🔑 What is a Keybox? When using a custom ROM, some apps won’t work due to security checks (Strong Integrity). A keybox acts as a fake certificate to trick apps into thinking your phone is unmodified, allowing apps like banking apps to work. Modules like TrickyStore can be used along with keyboxes to bypass these restrictions. However, keyboxes are being abused in certain ways: - Shared publicly or checked via bots, leading to revocations. - Scammers sell fake or leaked keyboxes. - Genuine users who need keyboxes for essential apps are losing access. ❗️Precautions: - Don't use keyboxes for flexing unless your important work apps really need it. Stick with Device Integrity, it makes no difference. - Avoid sharing them publicly or checking them via keybox checker bots in telegram. These get forwarded to the hosters in some cases! - Stop checking for Integrity via multiple apps / playstore repeatedly. You should not bother until your apps stop working. - Use alternative apps when possible. Please do remember that any keybox made public or being used in bulk would trigger the failsafe and Goolag would eventually ban it! 🚨✍️Sign the Petition✍️🚨: https://www.change.org/p/stop-google-from-limiting-custom-roms @alph4 is working to take legal action against Google through Antitrust and consumer protection agencies in the European Union over the issue of Google Play Integrity! "We ask Google to change its Play Integrity implementation, allowing Custom ROMs to pass Play Integrity so the users can enjoy their device's capabilities fully" ✅ To-Do List: • Sign and verify your signature via email auth. • Share how experience regarding how Play Integrity affects your custom ROM experience with respect to apps. • Spread the word to friends and other groups. Forwarding this post can also help. Thanks for your attention and support! A community post made on behalf of @Nothing_Archive & @Crosscrew Federation #Keybox#PlayIntegrity#Petition#StrongIntegrity#CustomROM#AndroidFreedom#DigitalRights

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