#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
#QI/USDT analysis :
#QI has broken out and successfully retested the previous swing high resistance. The price is currently finding support at this zone. It is anticipated that the price will bounce back from here and test previous highs.
TF : 1W
Entry : $0.01650
Target : $0.03380
SL : $0.01080
#QI
https://www.binance.com/en/trade/QI_USDT
Buying Zone 195-200
Sell
🤑 220
🤑 250
🤑 250-280
🤑 280-310
🚀 310-350 & above
Currently facing R if broken x2
we can expect
Bullish above 178🔼
Death zone below 178🔽
#QI👈
Call given here
Hit 52 fourth selling range
Target 1 to 4 done ✅
57% safe profit
If you invested 1 btc it's now 1.57 btc now 🤑🤑
Signal before pump @ low level
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👀#ATA#FIO#GTC#NTRN#PHB#QI#RDNT#BNB Binance Will Extend the Monitoring Tag to Include ATA, A2Z, FIO, GTC, NTRN, PHB, QI & RDNT on 2026-03-13 RDNTUSDT: 0.00571 #Binance#announcement