#python#deepseek#demo#easy#embedding#flask#gpt#huggingface_transformers#llm#mcp#multimodal#openai#qwen#rag#sentence_transformers#ui#vllm#vlm
UltraRAG is a lightweight framework that makes building retrieval-augmented generation (RAG) systems simple and fast. It uses a low-code approach where you write just dozens of lines of YAML configuration instead of complex code to create sophisticated AI workflows with conditional logic and loops. The framework includes a visual development environment where you can drag-and-drop to build pipelines, adjust parameters in real-time, and instantly convert your logic into interactive chat applications. This means you can deploy powerful AI systems that ground answers in your own data—reducing hallucinations and improving accuracy—without needing extensive coding expertise or lengthy development cycles.
https://github.com/OpenBMB/UltraRAG
#Tkinter#python#AI
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Create an OpenAI Video To Text Transcriber App With Tkinter
Learn to Connect Your Python Apps To OpenAI For Artificial Intelligence The Fast And Easy Way!
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https://www.eduonix.com/blog/software-development/learn-the-basics-of-gui-programming-in-python/
Learn the basics of #GUI Programming in Python
#tkinter
https://wiki.python.org/moin/GuiProgramming
#GUI Programming in Python
Python has a huge number of GUI frameworks (or toolkits) available for it, from #TkInter (traditionally bundled with Python, using Tk) to a number of other cross-platform solutions, as well as bindings to platform-specific (also known as "native") technologies.
GUI Programming in Python is a similar page whose content could arguably complement this page with some editing.
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/
https://pybee.org/news/buzz/2017-google-summer-of-code-final-report-dayanne-fernandes/
After almost 4 months of work on Google Summer of Code 2017, finally I'm completing my proposal. Every widget migration and every commit/PR/issue/discussion with my mentors about Cricket , Toga and rubicon-objc were detailed on the Issue 58.
"Eating your own dog food"
The best way to show that a product is reliable to the customers is use it. So, the way to show that #Toga is an effective tool to build a #GUI is to build a complete application using it.
#Cricket is a graphical tool that helps you run your #test suites. Its current version is implemented using #Tkinter as the main GUI framework. So, why not test Toga inside of another product from #BeeWare? That's what I have acomplished during my GSoC work.