#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
https://docs.python.org/3/library/marshal.html#module-marshal
marshal — Internal Python #object_serialization
This module contains functions that can read and write Python values in a binary format. The format is specific to Python, but independent of machine architecture issues (e.g., you can write a #Python value to a #file on a PC, transport the file to a Sun, and read it back there). Details of the format are undocumented on purpose; it may change between Python versions (although it rarely does).
@thefavbot
Qué puede hacer este bot?
Este bot puede recopilar todos sus medios en un solo lugar.
Usted puede acceder a sus medios favoritos en cualquier chat!
Para eso debes escribir @thefavbot en el chat que deseas. Soporta:
Foto, video, archivo, audio, voz, gif.
Para agregar cualquier medio a su colección, solo necesita enviarlo o reenviarlo al bot.
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#gift, #video, #image, #file
#Musicopy#Music#File#Transfer
Join the Musicopy: Music File Transfer beta on ✈️#TestFlight
🔗 Link: https://testflight.apple.com/join/Ck9KaZVR
Shared by Dimitri
Sharing
Share files and apps on android to other devices using browser
Share files and apps over HTTP.
You need the other device to be connected to the same network. just toggle on the server and scan the QR Code on other device and you're good to go. Files sent from browser to the app can be found in Sharing/ folder in your internal storage. You can always disable uploads in the app settings.
https://github.com/Ammar64/Sharing
Download
https://github.com/Ammar64/Sharing/releases/latest
https://f-droid.org/packages/com.ammar.sharing/
#share#file#Transfer#Android#qr
@warlockpublicurl_bot
Qué puede hacer este bot?
Envíale cualquier Archivo Multimedia de Telegram y generará un enlace directo para ello
Los Archivos Porno están Estrictamente Prohibidos.
Idioma: Inglés
(visto en @BotsGram_cu)
#file, #upload, #link, #url, #public, #telegram