#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
#GLMR/USDT analysis :
#GLMR is in downtrend trading below 200ema. Price has broken down below support zone it is expected to continue declining. For short entry wait for the price to test the resistance zone.
TF : 2h
Entry : $0.1186
Target : $0.0940
SL : $0.1332
#GLMR/USDT analysis :
#GLMR has broken below the 200 EMA and is currently consolidating sideways near the 200 EMA. The price is expected to reverse from there and continue its bearish momentum to test the previous swing low.
TF : 1h
Entry : $0.1547
Target : $0.1415
SL : $0.1635
#GLMR👈
Call given here
Hit 1474
All Target done ✅
142% safe profit in spot
If you invested 1 btc it's now 2.42 btc now 🤑🤑
Signal before pump @ low level
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#GLMR👈
https://www.binance.com/en/trade/GLMR_BTC
Buying Zone 610-630
Coin on the brink of 🚀
Buy in parts 👈strictly follow for max profits as its 🚀
Sell
🤑 660-700
🤑 700-750
🤑 750-800
🚀 800- 750 & above
Bullish above -600