#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
She's a mother, a daughter,
She's brave, courageous,
Is She's feeble ? Helpless ?
No! It's you, your frame of mind,
Still let's her freedom to rescind!
She's not disabled,
Just the scenario made her existence confined,
Even in the century of 21st,
She's still defenseless over the set of your mind!
She never got the freedom, which a boy gets at his age,
So could you please let me know,
How She's guilty at every stage ?
Either She's LAXMI to NIRBHAYA and PRIYANAKA in 2019,
Nothing has changed,
Every single day, every single minute, nd in every single second,
She's molested, burnt and raped!
This act is plaintive enough,
We can't even think of,
Only a question I wanted to ask,
When she'll get rid of!
💯
-Gurpreet Bhatia
#guri#poetry#review#write