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Source channel @githubtrending · Post #15295 · Nov 11

#python#ai#faiss#gpt_oss#langchain#llama_index#llm#localstorage#offline_first#ollama#privacy#python#rag#retrieval_augmented_generation#vector_database#vector_search#vectors LEANN is a tiny, powerful vector database that lets you turn your laptop into a personal AI assistant capable of searching millions of documents using 97% less storage than traditional systems without losing accuracy. It works by storing a compact graph and computing embeddings only when needed, saving huge space and keeping your data private on your device. You can search your files, emails, browser history, chat logs, live data from platforms like Slack and Twitter, and even codebases—all locally without cloud costs. This means fast, private, and efficient AI-powered search and retrieval on your own laptop. https://github.com/yichuan-w/LEANN

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The Kingfisher - Bitcoin & Crypto liquidations signals and analytics

@thekingfisher_btc · Post #3875 · 02/12/2025, 01:44 PM

Okay, here's an analysis of the ETH liquidation map suitable for Twitter, formatted in Markdown: 🚨#ETH Liquidation Map Analysis 🚨 Here's what the liquidation map tells us about potential price action. 👇 1️⃣Main Liquidation Zones: The BIGGEST liquidation cluster is concentrated AROUND & BELOW the current price (~$2626). Smaller clusters exist further below, around the 2500 to 2600 levels, while Long liquidations reside further above, between 2690 and 2712. 2️⃣Key Price Levels to Watch: * Potential Support (Liquidation Zone): $2500-$2600 acts as strong support and bounce zone. * Danger zone: 2626, current price is the biggest Liquidation cluster * Resistance (Liquidation Zone): $2690 - $2712; push beyond here could trigger more long liquidations. 3️⃣Longs vs. Shorts: The image shows FAR more long liquidations than short liquidations which have already been cleared out. A HUGE cluster of longs is currently sitting under the current price, which can be liquidated. 4️⃣Potential Price Movements: Given the concentration of long liquidations below the current price, a move *DOWN* to trigger those liquidations seems more probable. 📉 Expect volatility around these liquidation zones! 5️⃣Key Takeaways for Traders: * Be cautious of longing: Lots of longs sitting right at the current price could be liquidated. * Anticipate volatility: Large liquidations can fuel price swings. Manage your risk accordingly! * Watch key levels: $2500-$2600 as a potential support/bounce area and $2690-$2712 as potential resistance. Disclaimer: This is just an analysis of liquidation data and not financial advice. Trade responsibly! #Crypto#Trading#Liquidations#ETHanalysis📊