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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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@venturevillagewall · Post #3445 · 12/19/2024, 12:00 PM

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Bitcoin Demand vs. Supply Dynamics Satoshi anticipated individuals like Michael Saylor would attempt to buy large Bitcoin supply. Bitcoin's scarcity drives prices up as demand increases, making further purchases expensive. The challenge lies in acquiring more coins when prices rise due to limited supply. 🔥 #Bitcoin#Demand#Supply#MichaelSaylor#PriceRise#Scarcity#CryptoNews#Investment#MarketDynamics#Satoshi#Finance#Trend#Economics#Growth#Assets#Strategy

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Venture Village Wall 🦄

@venturevillagewall · Post #3993 · 01/26/2025, 10:00 PM

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Bitcoin Supply Drops Below 1M 🟠 Only 1,056,700 Bitcoin left to mine, forever. This significant milestone emphasizes Bitcoin's scarcity as its supply rapidly decreases. 📈 Hyperliquid achieves record $157B monthly volume in perpetual contracts, projecting $0.5T by March 2025 if trends continue. 🇫🇷 French Senate approves 2025 budget including an annual ‘unproductive wealth’ tax on unrealized cryptocurrency gains. Awaiting vote in the National Assembly. 🚨 180M USDT transferred from Tether Treasury to Bitfinex. Details from Whale Alert. #Bitcoin#Crypto#Tax#Finance#Volume#France#Investment#Currency#USDT#Tether#Bitfinex#WhaleAlert#PerpetualContracts#Market#Scarcity#Trading#Budget#NationalAssembly#Future

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#bitcoin #crypto #tax #finance #volume #france #investment #currency #usdt #tether #bitfinex #whalealert #perpetualcontracts #market #scarcity #trading #budget #nationalassembly #future