#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
#SLP/USDT analysis :
#SLP is currently in a downtrend, forming lower lows (LLs) and lower highs (LHs) structure. The price is currently testing the resistance zone and the 200 EMA. A decline from this level is expected, with a potential test of the swing low level.
TF : 2h
Entry : $0.001740
Target : $0.001530
SL : $0.001847
#SLP/USDT analysis :
The #SLP is currently experiencing a downtrend, trading below its 200 Exponential Moving Average (EMA). The price has broken and retested the support zone, indicating a potential resumption of bearish momentum. The next target for the price will be the swing low level.
TF : 4h
Entry : $0.002105
Target : $0.001800
SL : $0.002290
#SLP/USDT analysis :
#SLP is currently in a bearish trend, marked by a consistent formation of lower lows (LLs) and lower highs (LHs), while respecting the established trendline. The price is expected to maintain this trajectory, with further tests of lower levels anticipated in the near future.
TF : 1D
Entry : $0.003233
Target : $0.002530
SL : $0.003727
#SLP/USDT analysis :
#SLP is currently moving within a bullish channel that is sloping upwards. The price has recently tested the support levels. It is likely to rebound from this point and target the previous swing high.
TF : 1D
Entry : $0.00246
Target : $0.00284
SL : $0.00226
#SLP/USDT analysis :
#SLP is currently finding support over the support zone and the 200-period exponential moving average (200 EMA). The price is expected to sustain its bullish momentum from this current zone and challenge the previous swing high.
TF : 30min
Entry : $0.00281
Target : $0.00287
SL : $0.00276