#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
#ALPHA/USDT analysis :
#ALPHA is currently in an uptrend, forming higher highs (HHs) and higher lows (HLs). The price has retraced to a support zone, and a bounce back is anticipated, with expectations to test previous highs.
TF : 1D
Entry : $0.0870
Target : $0.1340
SL : $0.0674
#ALPHA/USDT analysis :
#ALPHA is presently in a downtrend, trading below the 200 EMA. The price is establishing a pattern of lower lows and lower highs. Currently, it encounters resistance near the 200 EMA, indicating a possible continuation of its bearish trend and a retest of previous lows.
TF : 4h
Entry : $0.0558
Target : $0.0520
SL : $0.0584
Custom Signal: Combination of
👉 Double Bottom
👉 Bollinger Breakout
👉 Trend Line Breakout
We expect the price goes up after double bottom but we can’t trade by using only double bottom pattern. We look for another bullish moves like bollinger or trend line breakout.
What if double bottom, Trend Line Breakout and Bollinger Breakout occur for any asset and it’s price hasn’t risen yet
Bingo !!
#ALPHA did 15% in just 3 hours 👌
Just check the chart, let’s create custom signal