#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
📱 TCL Flip 4 5G: tosh davriga qaytishni istaganlar uchun
ℹ️ TCL kompaniyasi yangi Flip 4 5G telefonini taqdim etdi — klassik bukiluvchi dizayn va zamonaviy 5G texnologiyasi uyg‘unlashgan model.
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✅ Bu model soddalikni qadrlovchilar, katta yoshdagilar uchun qulay tanlov bo‘lishi mumkin.
💵 Narxi AQShda $79.99 bilan sotuvga chiqarilgan.
➡️#tcl | Birinchi raqamli IT-Blog
https://wiki.python.org/moin/TkInter
#Tkinter is Python's de-facto standard GUI (Graphical User Interface) package. It is a thin #object-oriented layer on top of #Tcl/Tk.
Tkinter is not the only GuiProgramming toolkit for Python. It is however the most commonly used one. CameronLaird calls the yearly decision to keep TkInter "one of the minor traditions of the Python world."
The Tkinter wiki: http://tkinter.unpythonic.net/wiki/