#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
#MBL/USDT analysis :
#MBL is currently consolidating above the support zone. The price is expected to test this zone again before moving towards the swing high. It is recommended to wait for a pullback to enter a long position.
TF : 1D
Entry : $0.002672
Target : $0.003095
SL : $0.002527
#MBL/USDT analysis :
#MBL is in an uptrend, forming higher highs (HHs) and higher lows (HLs) above the 200 EMA. The price has recently bounced back from a support zone after retracement to it. It is expected that the price will sustain its bullish momentum and test the previous swing high.
TF : 1H
Entry : $0.00256
Target : $0.00265
SL : $0.00251
#MBL/USDT analysis :
#MBL is in a downtrend, trading below the 200 EMA. The price is expected to experience a pullback and will continue its downward momentum. Wait for the price to reject from the resistance zone for short entry.
TF : 15min
Entry : $0.00211
Target : $0.00190
SL : $0.00220
Falling wedges detected on #KMD & #MBL by CoinLegs algorithm 📉
Bullish reversal ahead? Now imagine never missing this unique combo setup or dozens of other patterns again 💫
Our platform tracks every asset, all timeframes so you get alerts first 🛎️
www.coinlegs.com