#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
#FLM/USDT analysis :
#FLM is forming higher highs (HHs) and higher lows (HLs) along the trendline support. The price has recently swept through the swing low stop losses and is now expected to move upward, resuming its bullish direction to test the swing high resistance level.
TF : 2H
Entry : $0.0423
Target : $0.0445
SL : $0.0409
#FLM/USDT analysis :
#FLM is currently in a bearish trend on the higher time frame. A retracement towards the 200 EMA is anticipated as the price forms a higher high structure. It is expected to move upward and test previous highs.
TF : 1H
Entry : $0.0584
Target : $0.0636
SL : $0.0560
#FLM/USDT analysis :
#FLM is currently in a downtrend, trading below the 200 EMA. The price is consolidating sideways within a support and resistance zone. It is currently facing rejection at the resistance zone and is expected to decline from this point, testing the support zone.
TF : 1D
Entry : $0.0620
Target : $0.0500
SL : $0.0700
#FLM🧐
👉EMA Confluence
👉Failure Swing
👉MACD
The second chart fully and automatically generated by our algorithm.
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