#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
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#FLUX/USDT analysis :
#FLUX is currently in a downtrend, forming lower lows (LLs) and lower highs (LHs) below the 200 EMA. The price is rejecting from the resistance zone and is expected to decline further, maintaining its bearish momentum and potentially testing lower levels. Wait for pullback for short entry.
TF : 4h
Entry : $0.5124
Target : $0.4521
SL : $0.5531
#FLUX/USDT analysis :
#FLUX has recently rebounded from the support zone. It is anticipated to keep rising and test the resistance zone on the lower time frame (LTF).
TF : 1h
Entry : $0.5469
Target : $0.5847
SL : $0.5207