#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
#POND/USDT analysis :
#POND has shown a strong recovery from the support zone following a significant decline of -77% from its all-time high (ATH). The price has also successfully broken above the trendline that was previously acting as resistance, indicating a likely continuation of its bullish momentum toward reaching new all-time highs. A potential gain of +120% is anticipated from the current levels.
TF : 1W
Entry : $0.01966
Target : $0.04240
SL : $0.01358
#POND👀
CoinLegs algorithm detected Symmetrical Triangle at 1h chart 📊
Seems like we got a breakout. Stop Loss below the trendline 🛑
Target levels are on the charts.
#POND result
3rd target achieved in just 12 days ✅✅✅
One more huge quick profit 21.9%🤑💰🤑
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#POND result
1st target achieved in just 1 day✅
One more quick profit 7%💰🤑
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