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Source channel @githubtrending · Post #14826 · Jun 12

#jupyter_notebook#ai#llm#llms#multi_modal#openai#python#rag Retrieval-Augmented Generation (RAG) is a technique that helps improve the accuracy of large language models by fetching relevant information from databases or documents. This approach ensures that the model's responses are based on up-to-date and accurate data, reducing errors and "hallucinations" where the model might provide false information. For users, RAG offers more reliable and trustworthy responses, allowing them to verify the sources used to generate those responses. This method also saves resources by avoiding the need to retrain models with new data. https://github.com/FareedKhan-dev/all-rag-techniques

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Nothing Phone (2) | Updates

@NothingPhone2Updates · Post #334 · 06/28/2024, 01:40 PM

👩‍💻Android 15 Official Developer Preview | Beta 2 | Nothing Phone (2) ❗️DIsclaimer: - This build of Android 15 is still in an early stage of development and some features might be missing or not working. The build is primarily for developers and other advanced users who wanna test their app compatibility with A15. Installation is not recommended for ordinary users. - This is not Nothing OS! - Your device storage will be formatted, and all of your data will be erased. Take backup before proceeding! - Once the rollback package is used, reverting to Developer Preview is not possible. - Future betas are exclusive to pixel devices only. - Bootloader unlocked users can rollback / update by flashing the stock rom directly via fastboot ⚠️ Issues: - Using recorder to play audio keeps crashing - Settings crash sometimes - No pop-up notification when low battery (<10%) - No Glyph Menu in Settings - No vibration effect - Face unlock/Fingerprint/App Locker/Clone apps/Pop-up view does not work 🔽 Downloads: Incremental update over : NOS 2.5.6 | Dev Preview (Beta- 1) ⚙ Rollback Package: Here ✍️ Feedback Link: Here ⚙️ Instructions: Here 🔖 Tags: #Android15#DeveloperPreview#NothingPhone2 🔔 Updates: @NothingPhone2Updates 💬 Chat: @NothingPhone2