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Source channel @githubtrending · Post #15385 · Jan 2
#python#deep_learning#inference#openai#quantization#speech_recognition#speech_to_text#transformer#whisper Faster-Whisper is a fast version of OpenAI's Whisper that transcribes audio up to 4x quicker with the same accuracy, using less memory on CPU or GPU—benchmarks show it beats original Whisper (e.g., 1m03s vs 2m23s for 13-min audio on GPU). Install via `pip install faster-whisper`, no FFmpeg needed, and use simple Python code like `WhisperModel("large-v3").transcribe("audio.mp3")` for segments with timestamps. You benefit by getting quick, efficient speech-to-text for real-time apps, saving time and resources on long files or batches. https://github.com/SYSTRAN/faster-whisper
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@ethereumglobalnews · Post #929 · 10/12/2025, 04:58 AM
⚠️ 🤣以太區塊鏈新聞 📆 2025-10-12 🎁📲 EthereumGlobalNews ｜🇰🇷區塊鏈市場觀察 🇰🇷【#SouthKorea稅務局：逃漏稅將查扣冷錢包】 ： 為追蹤鏈上資金流，若懷疑資產藏離線，將依法執行查緝。韓國國稅廳（NTS）警告：若加密持有人未繳稅，將可能於家中搜查並扣押冷錢包、硬碟、電腦。 #冷錢包#稅務監管#區塊鏈追蹤#CryptoTax#NTS
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@CryptoM · Post #64567 · 04/09/2026, 08:32 AM
🚀 South Korea's Unclear Tax Standards for Crypto Income Raise Concerns South Korea's National Tax Service has yet to establish definitive tax guidelines for decentralized finance (DeFi), staking, lending, and other forms of cryptocurrency income ahead of the new virtual asset tax regime set to begin next January. According to NS3.AI, the agency, in a written response to lawmaker Song Eon-seog, indicated that it is currently gathering international legislative examples and expert opinions to inform its approach. The lack of clarity on taxing profits from overseas exchanges outside the 56 jurisdictions covered by the Crypto-Asset Reporting Framework could lead to issues of fairness and potential capital flight. #SouthKorea#CryptoTax#DeFi#Staking#Lending#VirtualAssets#TaxRegime#NationalTaxService#CapitalFlight#InternationalLegislation