#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
#FIDA/USDT analysis :
A retracement to the 200 EMA is anticipated for #FIDA. Price has broken through a trendline and a minor resistance level, successfully retesting the zone. It is expected to rebound from the current level and move upward to test higher levels.
TF : 2H
Entry : $0.1187
Target : $0.1325
SL : $0.1090
#FIDA/USDT analysis :
#FIDA has rebound from the support zone after multiple tests. The price is anticipated to continue rising and challenge previous highs.
TF : 1D
Entry : $0.2267
Target : $0.2900
SL : $0.1840
#FIDA result
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