#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
#TLM/USDT analysis :
#TLM has successfully broken out and retested the previous swing high level. The price is expected to rebound from this point and test the previous highs again.
TF : 1W
Entry : $0.01480
Target : $0.02400/$0.03260
SL : $0.01067
#TLM/USDT analysis :
#TLM is on the upswing, creating higher highs (HHs) and higher lows (HLs) above the 200-period exponential moving average (200 EMA). Currently, the price is undergoing a corrective pullback. It's probable that it will test the support zone and then rebound from there to sustain its bullish momentum and aim to revisit previous highs.
TF : 1h
Entry : $0.01160
Target : $0.01209
SL : $0.01128
#TLM/USDT analysis :
#TLM is presently in an uptrend, forming higher highs (HHs) and higher lows (HLs). The price is currently trading above the support zone and is projected to rebound from there to sustain its bullish momentum and retest previous highs.
TF : 1h
Entry : $0.01093
Target : $0.01144
SL : $0.01056