Pstake Research
@PstakeResearch
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Your data, your models, your rewards. A community-led movement to decentralize AI ownership, attribution & monetization.
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Joined June 2025
AMA with Dr. Shu We’re breaking down: • How tone detection affects market sentiment. • Why RAG changes financial prediction. • Where AIAP adds human alignment.
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🧵 From Sutton’s Warning to Trustworthy Reasoning: Why the next leap in AI isn’t bigger models it’s verifiable reasoning. Let’s break down the TRUST Loop a framework that brings feedback, verification & learning into how LLMs think 👇 1/ Richard Sutton warned that LLMs are “a
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Markets speak in more than words; tone, charts, and confidence all tell a story. This new research paper shows how AI can finally listen to all of it. “Adaptive Financial Sentiment Intelligence” 👇 https://t.co/KwWaUSsaE9
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Listen to the conversation with Dr. Shu as we explore: • How AI learns the language of rhythm • What “musical grammar” means for machines • Whether AI can feel music or just read it Listen 🎧
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🎵 Introducing DeepMusic-OCR a new model that reads sheet music as efficiently as text, converting scores into symbolic formats like MusicXML & MIDI. Built on the architecture of DeepSeek-OCR, it tackles the 2D language of music with smarter vision+language tech. Check out
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When AI listens back 🎶 Dr. Shu & the @pStakeResearch team explore how explainable AI is reshaping music mastering turning automation into a creative duet between human and machine. Read the new paper 👇 https://t.co/ngmEe6UPfH
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AI is learning. Blockchain is remembering. pSTAKE Research (@PstakeResearch) is connecting both.
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LLMs imitate intelligence they don’t verify it. In this AMA, Dr. Shu dives deep into the TRUST Loop framework and what it means to build reasoning systems you can actually trust. Full recording here 👇
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gm Almost always right” isn’t good enough for reasoning. From arithmetic to safety-critical systems, one wrong token can collapse trust. The TRUST Loop introduces feedback, verification, and self-correction into LLM reasoning. Read the paper 👇 https://t.co/R7steGc3bn
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From Sutton’s warning to trustworthy reasoning: LLMs can imitate intelligence but not verify it. Introducing The TRUST Loop a framework for verifiable reasoning that blends deterministic tools, self-correction, and feedback to close the reliability gap. Read the paper 👇
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Can AI really write in your style? 👀 We asked Dr. Shu pSTAKE Research team behind StyleLens research how the models don’t just copy; they think in your rhythm. Catch the full AMA 🎥👇
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New research paper release 📢: Your AI shouldn’t just copy your words it should think in your rhythm. Research on StyleLens, from the pSTAKE Research team: A New Way to Shape How AI Writes 🧠 Read the short paper 👇 https://t.co/v4Wr7EEDbh
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AMA session with Dr. Shu {Head of Research @PstakeResearch} Dive into Beyond the Black Box; how RAG + LLMs are transforming clinical intelligence, transparency, and medical decision-making. 🧠 Watch the full conversation on the latest paper released-> Beyond the Black Box👇
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AI x Decentralization: Driving the Future of Global Economies.🌕 From smarter supply chains to transparent marketplaces see how AI and blockchain are redefining trust, coordination, and scale. 💡 A new vision powered by @pStakeFinance.
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New research paper release 📢: 🚑 Doctors don’t need another black box. They need transparent AI. New research: Beyond the Black Box explores how RAG + LLMs deliver trustworthy, evidence-based clinical intelligence transforming ERs, rural clinics & oncology care. 📖 Read here:
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Decentralized AI marketplaces sound powerful… 📡 But how do we ensure quality + reliability of datasets & models in open systems? ⚒️ This is the type of question driving pSTAKE Research forward.🔰
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🚀 New Listing Alert! We’re excited to announce that $pSTAKE is now listed on @BTCCexchange and available for trading against USDT. This milestone expands access to $pSTAKE, making it easier for the global Web3 community to participate in the ecosystem. 🌍✨ 👉 Visit:
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Insights with Dr. Shu, Head of Research at @PstakeResearch From chest X-rays to Web3, we’re diving into CXR-CLIP 🔬exploring how AI and decentralized incentives could transform medical imaging & global data sharing. 🎙️ Tune in to the convo between Gatsby (Media & Comms Lead,
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