#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
#Sentiment notes that the activity of #BTC discussion on social media has risen to a 4-month high, there is a serious panic among the crowd. Such depressive indicators in the moods usually preceded the rebounds.
⚡️ Sentiment notes a decrease in the number of wallets with a non-zero balance 🪙#BTC, which may mean that some participants will enter the cache before the US elections. The experts of #Sentiment consider this development of the situation to be #bullish for #BTC after the elections are held...
#Sentiment notes a sharp rise in bullish sentiment in #Solana
there are rumors that #Apple (#AAPL) is starting to use the Solana — Sentiment blockchain
🤣Ethereum Fear & Greed Index has dropped to 13, signaling Extreme Fear across the market.
市場情緒跌入 極度恐懼區間,代表短期資金風險偏好明顯下降,投資人情緒趨於保守。
#Crypto#以太坊#币圈#区块链
⚡️ 歷史上極度恐懼區域,往往出現在市場接近階段性底部時,但短線波動仍可能持續。
#Ethereum#Markets#Sentiment
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