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Source channel @githubtrending · Post #14925 · Jul 7

#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

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Libreware

@libreware · Post #1092 · 06/20/2022, 01:50 PM

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Andriller https://github.com/den4uk/andriller Software utility with a collection of forensic tools for smartphones. It performs read-only, forensically sound, non-destructive acquisition from Android devices. It has features, such as powerful Lockscreen cracking for Pattern, PIN code, or Password; custom decoders for Apps data from Android (some Apple iOS & Windows) databases for decoding communications. Extraction and decoders produce reports in HTML and Excel formats. Features Automated data extraction and decoding Data extraction of non-rooted without devices by Android Backup (Android versions 4.x, varied/limited support) Data extraction with root permissions: root ADB daemon, CWM recovery mode, or SU binary (Superuser/SuperSU) Data parsing and decoding for Folder structure, Tarball files (from nanddroid backups), and Android Backup (backup.ab files) Selection of individual database decoders for Android apps Decryption of encrypted WhatsApp archived databases (.crypt to .crypt12, must have the right key file) Lockscreen cracking for Pattern, PIN, Password (not gatekeeper) Unpacking the Android backup files Screen capture of a device's display screen 📡@NoGoolag📡@Libreware #andriller#android#forensics#backup

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