#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
#DEXE/USDT analysis :
#DEXE is currently in an uptrend on the higher time frame (HTF). The price is in an accumulation phase, consolidating sideways. A breakout from this consolidation is anticipated soon, which would likely continue the bullish rally and test the swing high. We should look for potential pullbacks to establish long entries.
TF : 1W
Entry : $8.260
Target : $18.100
SL : $6.340
#DEXE/USDT analysis :
#DEXE is currently facing resistance from the 200 EMA on the daily time frame. On the 4-hour time frame, it has broken and retested the support zone. The price is now likely to continue its bearish momentum and test new lows.
TF : 4H
Entry : $8.461
Target : $7.953
SL : $8.783