#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
#LPT is consolidating within a falling wedge pattern and is currently trading above the support trendline.
A bounce from this level is possible, while a breakout of the pattern would confirm bullish momentum.
Conversely, a breakdown below the wedge could lead to further correction.
#LPT/USDT analysis :
#LPT is currently experiencing a bearish trend, trading below the 200 Exponential Moving Average (EMA). The price has encountered resistance at the 200 EMA and has broken below the established trendline, suggesting further downward momentum. A decline to test the swing low level is anticipated.
TF : 2h
Entry : $5.423
Target : $4.883
SL : $5.740
#LPT/USDT analysis :
#LPT has broken down and retested the previous support zone, which is now acting as resistance for the price. It is anticipated that the price will resume its bearish momentum from the current level and test lower levels. For a short entry, it is advisable to wait for a price retracement.
TF : 1H
Entry : $13.76
Target : $12.78
SL : $14.36
#LPT/USDT analysis :
#LPT is currently consolidating sideways in a correction phase above the 200 EMA. The price is likely to test the support zone and then bounce back from there to test the resistance zone.
TF : 1H
Entry : $14.60
Target : $15.30
SL : $14.25