#jupyter_notebook
Retrieval Augmented Generation (RAG) helps large language models (LLMs) answer questions using up-to-date or private information by connecting them to external data sources, unlike fine-tuning which retrains the model on specific data. RAG is useful when you need current, dynamic information without costly retraining, making it ideal for tasks like customer support or knowledge management. Fine-tuning is better for deep expertise in a specialized field but requires more data and effort. Using RAG lets you get accurate, relevant answers quickly by combining the model’s language skills with fresh, specific data, improving usefulness and reliability.
https://github.com/langchain-ai/rag-from-scratch
Android Tool
Program to manage control Android devices with Fastboot and ADB
Main Features:
Batch and single app installation (.apk files)
Disable, enable or uninstall system apps
Open, force stop or clear data of your apps
Receive and save logs from your device
Install or boot custom recovery or wipe partitions
Save apps list
Always relevant links to firmware and everything you need
And more
https://github.com/fast-geek/Android-Tool
Download - https://github.com/fast-geek/Android-Tool/releases
Telegram channel - @android_tooI
Telegram chat - @android_tooI_chat
4PDA thread - https://4pda.to/forum/index.php?showtopic=1000362
📡@NoGoolag📡@Libreware
#adb#fastboot
How to run #ADB and #fastboot in #Termux without root to unlock #bootloader, run ADB commands, remove #bloatware, flash ROM, or even root another #Android
https://www.mobile-hacker.com/2025/06/16/how-to-run-adb-and-fastboot-on-a-non-rooted-android-smartphone-using-termux/:
1. It supports debloating of various manufacturers and mobile carriers such as LG, Samsung, Xiaomi, Huawei, Oppo, Realme, Vivo, ZTE, OnePlus, Nokia, Sony, Asus, Google, Fairphone, Motorola, Tecno, Unihertz.
2. Full access to the app’s private storage — including databases, tokens, cached credentials, config files, or even offline user data.
3. Another common issue in AndroidManifest.xml is this flag: When enabled (which it is by default unless explicitly disabled), Android allows the app’s private data to be backed up via ADB — again, even on non-rooted devices.
Android, use termux-adb command instead of adb
https://github.com/nohajc/termux-adb
Android debloater for pc and debloat lists
https://github.com/Universal-Debloater-Alliance/universal-android-debloater-next-generation
https://github.com/Universal-Debloater-Alliance/universal-android-debloater-next-generation/blob/main/resources/assets/uad_lists.json
#debloat