#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
DataBackup
An easy-to-use backup Libre application for Android, however your phone needs to be rooted , unless a ROM were to include it as a system app
Support for #multi-user/double backup: same backup/restore on multiple partitions!
Cloud: fully supports #Rclone, which can perform local mounting of network drives from various service providers.
100% data integrity: all data will be retained and there is no need to reconnect or download additional packages.
Complete: Split Apk, Arm32, Arm64, x86, x86_64, Android9+.
Fast: Support: tar lz4 zstd (default).
GitHub - XayahSuSu/Android-DataBackup: 数据备份 DataBackup for Android - https://github.com/XayahSuSuSu/Android-DataBackup
Reminder : to install it via F-Droid first add the Izzy repository to F-Droid ( settings - repositories/sources)
IzzyOnDroid F-Droid Repository -
https://apt.izzysoft.de/fdroid/
#Backup #Android
https://pypi.python.org/pypi/numpy
#NumPy is a general-purpose #array-processing package designed to efficiently manipulate large #multi-dimensional arrays of arbitrary records without sacrificing too much speed for small multi-dimensional #arrays. NumPy is built on the #Numeric code base and adds features introduced by #numarray as well as an extended #C-API and the ability to create arrays of arbitrary type which also makes NumPy suitable for interfacing with general-purpose #data-base applications.
Данные от Santiment: 10 крупнейших кошельков удерживают значительные доли в крупнейших альткоинах, что подчеркивает проблему централизации в крипте:
#Polygon (MATIC): 69.4%
#Shiba Inu (SHIB): 61.2%
#Uniswap (UNI): 50.8%
#Pepe (PEPE): 46.1%
#Ethereum (ETH): 44.0%
#Tether (USDT): 33.1%
#Chainlink (LINK): 31.1%
#Toncoin (TON): 27.5%
#Multi Collateral Dai (DAI): 24.5%
#USD Coin (USDC): 19.0%
💬Мнение : Такая концентрация может повлиять на рынок, так как несколько крупных игроков могут существенно влиять на цену и ликвидность этих активов.
#КриптоНовости#обзоррынка