#typescript#12_factor#12_factor_agents#agents#ai#context_window#framework#llms#memory#orchestration#prompt_engineering#rag
The 12-Factor Agents are a set of proven principles to build reliable, scalable, and maintainable AI applications powered by large language models (LLMs). They help you combine the creativity of AI with the stability of traditional software by managing prompts, context, tool calls, error handling, and human collaboration effectively. Instead of relying solely on complex frameworks, you can apply these modular concepts to improve your existing products quickly and reach high-quality AI performance for real users. This approach makes AI software easier to develop, debug, and scale, ensuring it works well in production environments[1][3][5].
https://github.com/humanlayer/12-factor-agents
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