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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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EdgeMarket.AI 📣

@edgemarketai · Post #8169 · 05/09/2026, 11:11 AM

The internet rewards attention. EdgeMarket is designed to reward accuracy. We are building a decentralised validation layer where communities collectively identify signal, filter noise, and strengthen truth through time. Noise: • Clickbait • Manipulation • Speculation • Fear • Bias Signal: • Clarity • Accuracy • Alignment Maybe the future isn’t predicted. Maybe it’s discovered. $SIGNAL powers the ecosystem. Validate. Earn. Shape the future. #EdgeMarket#SIGNAL#Web3AI#TruthValidation#CollectiveIntelligence

EdgeMarket.AI 📣

@edgemarketai · Post #8170 · 05/09/2026, 11:13 AM

🚨 SIGNAL TGE • MAY 2026 🚨 EdgeMarket is entering the next phase. $SIGNAL will power the liquidity layer behind a new generation of AI validated prediction infrastructure. This is not just another token launch. This is the activation of decentralised truth validation infrastructure. ⚡ Launching with DAO Maker EdgeMarket has secured a DAO Maker launchpad partnership, aligning with one of Web3’s strongest distribution and community ecosystems. Designed for: • High quality participant onboarding • Long term ecosystem alignment • Structured and credible market entry What $SIGNAL powers: • Liquidity infrastructure on BNB Chain • Market participation and pricing • The bridge between prediction, validation, and settlement • Core infrastructure within the EdgeMarket dual layer architecture EdgeMarket System: 🔶 $SIGNAL on BNB Liquidity • Markets • Settlement 🔵 BETON on TON Validation • Reputation • Truth Consensus How the network evolves: • Markets generate signals • Validators verify outcomes • Reputation strengthens through accuracy • Truth becomes scalable infrastructure No hype driven mechanics. No manipulated narratives. No centralised gatekeepers. Only: Conviction. Validation. Results. 📅 DAO Maker Launchpad — May 30 2026 📅 $SIGNAL TGE — May 30 2026 🌐https://edgemarket.ai/bnb/tokenomics Prediction becomes intelligence. Edge is earned. #EdgeMarket#SIGNAL#DAOmaker#BNBChain#TON#AI#Web3#PredictionMarkets#Crypto#DecentralizedAI#TruthValidation#CollectiveIntelligence#Blockchain#TGE#Launchpad