#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
#SYS/USDT analysis :
The #SYS is currently in a downtrend, trading below the 200EMA. The price is testing resistance at the current level, and it's expected to decline further from there, potentially testing lower price levels.
TF : 2h
Entry : $0.0487
Target : $0.0410
SL : $0.0522
#SYS/USDT analysis :
#SYS is currently in a correction phase, experiencing a retracement toward the 200 EMA. This presents a potential long trade opportunity on lower time frame. Look for price to retrace and test the support zone for a long entry.
TF : 30min
Entry : $0.0676
Target : $0.0735
SL : $0.0644
#SYS/USDT analysis :
#SYS is currently consolidating sideways within the support zone and is expected to rebound from this level, potentially testing previous highs. It is advisable to wait for a pullback to establish a long position.
TF : 1D
Entry : $0.0964
Target : $0.1257
SL : $0.0822
BUYING $SYS HERE
Exchange: Binance / Binance Futures
Leverage: 3-5x
Breakout confirmed. Market conditions are perfect for an easy 100-200% move on #SYS
Targets: OPEN
SL: Below 0.0254
#SYS result
2 nd target achieved in just 11 hours ✅✅
One more huge quick profit 17% +🤑💰🤑
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