PSTAKE Research

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2026 AI trends are exploding: agentic AI taking over complex workflows, autonomous agents handling decisions, & blockchain enabling verifiable, decentralized AI compute. What are you discovering about AI real world use case? @PstakeResearch

ECOT-Music breakdown! 🧵 Most AI models label emotions in music. ECOT-Music asks a deeper question: 👉 Can AI explain why music feels a certain way? This work introduces structured emotional reasoning for music using LLMs. 🔻🔻🔻 1/6

New paper: Classical-Fidelity–Aware AI Music Generation Classical music exposes audio artifacts hidden in other genres. We propose perceptually guided adaptive computation + classical-aware evaluation metrics to align AI generation with how expert listeners actually hear. Read more: 🔻🔻🔻 @pstakeresearch/classical-fidelity-aware-ai-music-generation-adaptive-computation-and-perceptually-aligned-f90d90584d61" target="_blank" rel="nofollow noopener">medium.com/@pstakeresearc…

pSTAKE began by advancing BTCFi. But the data revealed something bigger. From financial primitives → intelligent systems. From staking mechanics → AI research. Today, pSTAKE has evolved into an AI Research & Development Lab, researching on models that see, listen, and understand. 🔻🔻🔻

1/6🧵 Most AI systems today understand images or text — but not sound. AcoustiLaySPA changes that. It’s a framework that teaches AI to help design rooms with better acoustics: less echo, clearer sound, smarter material placement. 🔻🔻🔻

New Research Drop: Tree-Structured Reasoning for Financial Policy Interpretation This work introduces a method that optimizes reasoning paths, not just outputs combining Tree-of-Thought exploration, structured scoring, and preference-shaped learning to improve policy compliance & safety in financial systems. 📄 Smarter, safer reasoning → better decisions. 🔻🔻🔻 Read More: @pstakeresearch/tree-structured-reasoning-optimization-for-policy-interpretation-in-financial-systems-6142cdf9d79c" target="_blank" rel="nofollow noopener">medium.com/@pstakeresearc…

An insightful AMA with Dr. Shu, diving deep into AcoustiLaySPA; the framework bringing AI reasoning into room-acoustic design. If you’re curious about AI + physics, this one’s a must-watch. Listen here 👇

PSTAKE is in a new era. 🚀 New leadership. New identity. New mission. We’re evolving from a staking protocol into a research-led AI + Web3 lab exploring modular assets, real-world economic systems & next-gen decentralised innovation. Weekly research. Open communication. Community-first. 👉 Read more: @pstakeresearch/pstake-enters-a-new-era-leadership-transition-brand-upgrade-the-road-ahead-d2e1cad68c5f" target="_blank" rel="nofollow noopener">medium.com/@pstakeresearc…

AI that listens. AI that learns. AI inspired by sound.

1/ CLIP is one of the most powerful models we have for connecting images ↔ text. But adapting it to new domains (like medical imaging) is tricky, even tiny changes can break its alignment. FlyLoRA-CLIP fixes that. Here’s how. 👇

🎙️ FlyLoRA-CLIP AMA Session 3! We unpacked the newest insights on routing stability, cross-domain merging, and how FlyLoRA is reshaping CLIP adaptation. 👇 This one ties everything together.

AMA on X 🔥 The pSTAKE team will unpack our new institutional liquidity inflow and the roadmap as we evolve into an AI Research Lab. If you want the full picture, don’t miss this. 🗓️ 4th December, 2025. ⏰ 1PM UTC 🔻🔻🔻 Set your reminder: twitter.com/i/spaces/1BdGY…

🎶 New Research Drop: ECOT-Music We explore how Large Language Models can reason emotionally about music, not just classify it. A 3-layer framework that links: 🔹 Musical structure 🔹 Cognitive appraisal 🔹 Emotion Chain-of-Thought (E-CoT) A step toward interpretable affective AI. 🔽🔽🔽 📄 Read the paper: @pstakeresearch/ecot-music-a-structured-framework-for-emotional-reasoning-in-music-using-large-language-models-2897cf739e0b" target="_blank" rel="nofollow noopener">medium.com/@pstakeresearc…

We’ve been quietly building. Talking with the right partners. Sharpening our direction. Today, we share with the community, PSTAKE has gotten interest of an institutional liquidity to power our evolution into an AI Research Lab focused on real-sector innovation. Real vision attracts real conviction. ✨ 🔻🔻🔻 Read more: @pstakeresearch/pstake-to-secure-new-institutional-liquidity-injection-as-it-evolves-into-a-full-ai-research-65cd213a0f56" target="_blank" rel="nofollow noopener">medium.com/@pstakeresearc…

🎙️ FlyLoRA-CLIP AMA session is Live! We dove deep into implicit routing, CLIP geometry, domain adaptation, and why FlyLoRA changes everything for medical imaging. 👇 🔁 Watch & share; the insights are worth it.

🥼New research: AcoustiLaySPA a spatial-reasoning framework that brings LLMs, RL, and acoustic simulation together to design better rooms. From coarse planning → RL refinement → physics-aware evaluation. 🎶 📄 Read the paper 👇@pstakeresearch/acoustilayspa-a-spatial-reasoning-framework-for-ai-assisted-room-acoustic-design-045847990691" target="_blank" rel="nofollow noopener">medium.com/@pstakeresearc…

We’re diving deeper into the AMI Benchmark and the future of AI-driven musical creativity.

New Research Drop: FlyLoRA-CLIP A breakthrough way to adapt CLIP without breaking its geometry. Sparse routing. Patch-specific updates. Medical-grade precision. A smarter path to domain specialization without losing alignment. 🔲 Read the paper 👉@pstakeresearch/flylora-clip-implicitly-routed-low-rank-adaptation-for-contrastive-vision-language-models-with-80f5357faf6a" target="_blank" rel="nofollow noopener">medium.com/@pstakeresearc…