#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
We can use Short-Term Holder MVRV to monitor the unrealized profit or loss of new market participants. Comparing the STH cost-basis to the spot price reveals the pressure they face to sell at a loss or take profit.
#MVRV is already above the 1.0 Mark, which shows strong bullishness in the market and #MVRV tested the Moving Average as Resistance already, and more momentum yet to come if it crosses the 155D Moving Average with MVRV
By Crypto Australia
#MVRV started flipping bullish as #MVRV Ratio flipping above the 1Y MRVR Moving Average. Historically, we've seen this indicating some good mid-term and long-term trends successfully, so this could be another indication to us.
By Crypto Australia
🚀 Bitcoin's Potential Bear-Market 'Iron Bottom' Predicted by Analyst
A CryptoQuant analyst has projected that Bitcoin might establish a bear-market 'iron bottom' within the $55,000–$60,000 range by the end of 2026. According to NS3.AI, this prediction is grounded in on-chain indicators, notably the MVRV Z-score, which has moderated but remains above negative levels.
#Bitcoin#Crypto#BearMarket#CryptoAnalysis#MVRV#OnChainData#CryptoPredictions#BTC