#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
#PYR/USDT analysis :
#PYR is currently in an uptrend, forming a higher highs (HHs) and higher lows (HLs) structure. At present, the price is undergoing a correction phase, with expectations of a breakout from the trendline soon, which will allow it to resume its bullish momentum. Wait for a break above the $4.320 level as a signal to enter long positions.
TF : 1h
Entry : $4.320
Target : $4.845
SL : $3.969
#PYR/USDT analysis :
#PYR is in a downtrend, forming lower lows (LLs) and lower highs (LHs) structure. The price is currently trading below the 200 Exponential Moving Average (EMA). It is anticipated that the price will retrace back to the resistance zone and then reverse from there to continue its bearish momentum and test the previous swing low.
TF : 30min
Entry : $2.438
Target : $2.299
SL : $2.495
#PYR
https://www.binance.com/en/trade/PYR_BTC
Buying Zone 1850-1868
We are expecting ride in this Coin 🚀🚀🚀🚀
Buy in parts and Strictly follow as directed 👆
Sell
🤑 2000-2050
🤑 2050- 2250
🤑 2250- 2400
🚀 2400- 2600 & above
Exit/Re-Entry point- 1800
#PYR result
2 nd target achieved in just 5 days ✅✅
One more huge quick profit 22.4%🤑💰🤑
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