#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
#CELR/USDT analysis :
#CELR is currently forming a triangle pattern. A breakout from this pattern is anticipated, with the price expected to test previous highs. A long entry is recommended upon a breakout above the $0.02130 level.
TF : 1D
Entry : $0.02130
Target : $0.03180
SL : $0.01695
#CELR/USDT analysis :
#CELR is currently in a downtrend, trading below the 200 EMA. The price is currently facing resistance in this zone. It is expected to reverse from this point and continue its bearish trend to test previous lows. Wait for a breakout below the $0.01114 level to consider going short.
TF : 4H
Entry : $0.01114
Target : $0.01014
SL : $0.01169
#CELR/USDT analysis :
#CELR is in a downtrend, trading below the 200 EMA. The price is forming LLs and LHs structure. Before continuing its bearish momentum, the price is expected to experience a pullback and test the resistance zone. Wait for the pullback for a short entry.
TF : 1H
Entry : $0.01142
Target : $0.01043
SL : $0.01177
#CELR/USDT analysis -
#CELR is in a downtrend, trading below the 200 EMA. The price is currently approaching a resistance zone. It is expected to be rejected from there and continue the bearish momentum towards the previous lows.
TF : 4h
Entry : $0.0157
Target : $0.0129
SL : $0.0164
#CELR/USDT BUY SETUP
CELR has broken out of the descending triangle and is currently testing it. A successful test will confirm a bullish move. Get ready for takeoff. 🚀