#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
🚀🚀 Storming Profits in the Premium Group
🎯🎯#FLOW/USDT has covered all the targets to give an amazing profit of 36% for all Premium Members
👁🗨Contact @futurechief to enter the premium group & make daily gains on Futures as well as Spot Market
🎯🎯 Outstanding 451% Profit on #FLOW/USDT for all Premium Members
💹Here is the price chart of #FLOW/USDT - You can see the perfect Entry point of Premium members which resulted in huge profit - These are the benefits of being Premium member
👁🗨Contact @futurechief to enter the Premium Binance Futures/Bybit/Okex/Kucoin & SPOT Group for daily gain
#FLOW/USDT analysis :
#FLOW has broken out above the 200 EMA and has retraced back to it. The price is currently in a correction phase, consolidating sideways over the support zone. The price has rebounded and broken out of the trendline. Now, the price is expected to resume its bullish momentum and test higher levels.
TF : 1D
Entry : $0.798
Target : $1.271
SL : $0.620