#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
#VIDT/USDT analysis :
#VIDT is expected to retrace to a buying zone before bouncing back and breaking above the 200 EMA. Wait for a retest for a confirmed long entry, as this will lead to higher price targets.
TF : 1h
Entry : $0.02747
Target : $0.03040
SL : $0.02560
#VIDT result
1st target achieved in just 6 minutes ✅
One more quick profit 3%+💰🤑
👉 More quick profit signals available in premium channel. Hurry up 🏃♂👇
☎️ Contact @MichaelStrategiesVip
Rose Army - Best Performances in past few months:
#ALCH x5
#LAYER x4
#FART x3
#CHEEMS x2
#BROCCOLI x2
#VIDT x2
#MEMEFI x2
And many alts did +(30-70)%
Also few got stopped out
Be sure that Risk management is key - Managing the risk is more important than earning money.