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Source channel @githubtrending · Post #15433 · Jan 23

#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

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Crypto M - Crypto News

@CryptoM · Post #65260 · 04/12/2026, 11:44 AM

🚀 Bitcoin's Current Market Correction Appears Milder Than Previous Cycles On April 12, crypto analyst Axel Adler Jr commented on the current Bitcoin market correction. According to BlockBeats, Adler noted that this correction seems significantly milder compared to the bear markets of the 2017-18 and 2021-22 cycles. However, he cautioned that the current level of correction is insufficient to confirm a market bottom. In previous cycles, the maximum drawdowns were -54% for 2021-22, -64% for 2017-18, and -43% for 2013-15. The current market dynamics suggest a mild bear market, not yet reaching a deep capitulation phase, making it premature to confirm a bottom or a true market recovery. The analyst emphasized that the current situation is more of a pause in the bear market rather than a reversal of trends. #Bitcoin#CryptoMarket#MarketCorrection#BearMarket#BitcoinAnalysis#CryptoTrends#AxelAdlerJr#BitcoinBearCycles#CryptoRecovery#BTC