Joined June 2025
- Tweets 77
- Following 5
- Followers 199
- Likes 68
19 Photos and videos
PSTAKE Research retweeted
Feb 12
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
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PSTAKE Research retweeted
18 Dec 2025
ECOT-Music breakdown! π§΅
Most AI models label emotions in music.
ECOT-Music asks a deeper question:
π Can AI explain why music feels a certain way?
This work introduces structured emotional reasoning for music using LLMs.
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17 Dec 2025
New paper: Classical-FidelityβAware 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:
π»π»π»
medium.com/@pstakeresearch/cβ¦
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PSTAKE Research retweeted
15 Dec 2025
pSTAKE began by advancing BTCFi.
But the data revealed something bigger.
From financial primitives β intelligent systems.
From staking mechanics β AI research.
Today, pSTAKE has evolved into an AI Research & Development Lab, researching on models that see, listen, and understand.
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PSTAKE Research retweeted
11 Dec 2025
1/6π§΅
Most AI systems today understand images or text β but not sound.
AcoustiLaySPA changes that.
Itβs a framework that teaches AI to help design rooms with better acoustics: less echo, clearer sound, smarter material placement.
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10 Dec 2025
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.
π Smarter, safer reasoning β better decisions.
π»π»π»
Read More: medium.com/@pstakeresearch/tβ¦
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PSTAKE Research retweeted
9 Dec 2025
An insightful AMA with Dr. Shu, diving deep into AcoustiLaySPA; the framework bringing AI reasoning into room-acoustic design.
If youβre curious about AI physics, this oneβs a must-watch.
Listen here π
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PSTAKE Research retweeted
8 Dec 2025
PSTAKE is in a new era. π
New leadership. New identity. New mission.
Weβre 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.
π Read more: medium.com/@pstakeresearch/pβ¦
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PSTAKE Research retweeted
5 Dec 2025
AI that listens.
AI that learns.
AI inspired by sound.
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PSTAKE Research retweeted
4 Dec 2025
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CLIP is one of the most powerful models we have for connecting images β text.
But adapting it to new domains (like medical imaging) is tricky, even tiny changes can break its alignment.
FlyLoRA-CLIP fixes that.
Hereβs how. π
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PSTAKE Research retweeted
4 Dec 2025
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PSTAKE Research retweeted
4 Dec 2025
ποΈ FlyLoRA-CLIP AMA Session 3!
We unpacked the newest insights on routing stability, cross-domain merging, and how FlyLoRA is reshaping CLIP adaptation.
π
This one ties everything together.
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PSTAKE Research retweeted
3 Dec 2025
AMA on X π₯
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, donβt miss this.
ποΈ 4th December, 2025.
β° 1PM UTC
π»π»π»
Set your reminder: x.com/i/spaces/1BdGYZRYjAlJX
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3 Dec 2025
πΆ 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:
πΉ Musical structure
πΉ Cognitive appraisal
πΉ Emotion Chain-of-Thought (E-CoT)
A step toward interpretable affective AI.
π½π½π½
π Read the paper: medium.com/@pstakeresearch/eβ¦
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PSTAKE Research retweeted
3 Dec 2025
Weβve 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. β¨
π»π»π»
Read more: medium.com/@pstakeresearch/pβ¦
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PSTAKE Research retweeted
1 Dec 2025
ποΈ FlyLoRA-CLIP AMA session is Live!
We dove deep into implicit routing, CLIP geometry, domain adaptation, and why FlyLoRA changes everything for medical imaging.
π
π Watch & share; the insights are worth it.
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26 Nov 2025
π₯ΌNew research: AcoustiLaySPA a spatial-reasoning framework that brings LLMs, RL, and acoustic simulation together to design better rooms.
From coarse planning β RL refinement β physics-aware evaluation. πΆ
π Read the paper πmedium.com/@pstakeresearch/aβ¦
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PSTAKE Research retweeted
25 Nov 2025
Weβre diving deeper into the AMI Benchmark and the future of AI-driven musical creativity.
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24 Nov 2025
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. π²
Read the paper πmedium.com/@pstakeresearch/fβ¦
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