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Source channel @githubtrending · Post #15432 · Jan 23

#jupyter_notebook#chinese_llm#chinese_nlp#finetune#generative_ai#instruct_gpt#instruction_set#llama#llm#lora#open_models#open_source#open_source_models#qlora AirLLM is a tool that lets you run very large AI models on computers with limited memory by using a smart layer-by-layer loading technique instead of traditional compression methods. You can run a 70-billion-parameter model on just 4GB of GPU memory, or even a 405-billion-parameter model on 8GB, without losing model quality. The benefit is that you can use powerful AI models on affordable hardware without expensive upgrades, and the tool also offers optional compression features that can speed up performance by up to 3 times while maintaining accuracy. https://github.com/lyogavin/airllm

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Shadow Traders Fx

@shadowtraderfx · Post #4141 · 08/20/2025, 03:39 PM

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🚀BITCOIN H3 SCENARIO – Bullish Case Strengthening From both a technical and fundamental perspective, Bitcoin is showing strong signs of bullish continuation: 📊Technical Outlook: • Price is consolidating just above the $113K–114K demand zone, where buyers have repeatedly stepped in. • A clean breakout above $118K could trigger momentum toward the $123K–124K resistance zone, in line with previous liquidity sweeps. • Current market structure favors a bullish push if higher lows hold. 🌍Fundamental Outlook: • Recent institutional inflows into Bitcoin ETFs continue to provide upside momentum. • The weakening USD Index (DXY) supports risk-on sentiment across major assets. • Market participants are also pricing in expectations of a more dovish Fed stance, boosting demand for Bitcoin as a hedge. ⚡️Scenario: If buyers defend the $113K–114K base, probability remains high for a retest of $123K+. However, sustained rejection below $113K could invalidate this setup. 💬 Which side do you think will win — bulls or bears? Comment below! 👉 Subscribe for more high-probability setups & real-time insights. #Bitcoin#CryptoTrading#TechnicalAnalysis#FundamentalAnalysis#BTC

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