#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
#BNX/USDT analysis :
#BNX has experienced a significant drop of approximately 74% from its peak and has found support at a previously respected support zone. The price is currently forming a double bottom reversal pattern at this critical level. It is expected that the price will bounce back from this zone and continue to rise, targeting previous highs.
TF : 1D
Entry : $0.5600
Target : $1.6045
SL : $0.4026
#BNX 30m indicator strategy
👨✈️
GG-Shøt caught the trend at 0.26 - the rest is history /// 😘^^
+4159% max profit (10x lev)
+8318% max profit (20x lev)
The chart speaks for itself.
Others watch
🕺 We execute.
#BNX result
All target achieved in just 6 days ✅
One more huge quick profit 25%🤑💰🤑
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#BNX result
3 nd target achieved in just 6 house ✅✅✅
One more huge quick profit 18.6%🤑💰🤑
👉 Still thinking? The more you wait more you lose profit
☎️ Contact @MichaelStrategiesVip for membership and grab next breakout signal