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Dipankar Sarkar 🔬

AI Systems Researcher | Blockchain Architect | Author

Building trustworthy AI at the intersection of cryptography and distributed systems.


The Mission

I solve the trust problem in AI—creating systems that are private, decentralized, and legally compliant. From planet-scale knowledge retrieval to copyright-compliant generative AI, my work bridges theoretical innovation with production-ready solutions.

Industry Background: Technical architect at major tech companies + Published Author of an early Nginx Cookbook.


Active Research

🔐 Viz: Copyright Marketplace
QLoRA-based framework solving IP compliance for generative AI

⚖️ FairFlow Protocol
MEV mitigation framework making Ethereum more equitable

🌐 Planet-Scale Answer Retrieval
LLM-powered knowledge systems at planetary scale

🛡️ Decentralized Deepfake Detection
Blockchain-based content authenticity verification


Technical Focus

Privacy-Preserving AI • Federated Learning • Blockchain Consensus
Distributed Systems • Cryptographic Protocols • Edge Computing

Collaboration Opportunities

🎓 Academic Partners
Joint research on AI ethics, distributed ML, consensus mechanisms

🏢 Industry Projects
Technical advisory, prototype development, production architecture

💡 Open Source
All research published openly—contribute, fork, or build upon


Let's Build Together
🌐 dipankar.cc | 📧 Open for technical collaboration & research partnerships

"Making AI systems you can actually trust."

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  1. deepfake-detection-network deepfake-detection-network Public

    Decentralized Deepfake Detection Blockchain Network using Dynamic Algorithm management

    TeX 2

  2. Viz-A-QLoRA-based-Marketplace-framework-for-Legally-Compliant-Generative-AI Viz-A-QLoRA-based-Marketplace-framework-for-Legally-Compliant-Generative-AI Public

    Viz: A QLoRA-based Copyright Marketplace for Legally Compliant Generative AI

    TeX 2

  3. planet-scale-answer-retrieval planet-scale-answer-retrieval Public

    Navigating the Knowledge Sea: Planet-scale answer retrieval using LLMs

    TeX 1

  4. tesseract-paper tesseract-paper Public

    Towards Universal Atomic Composability: A Formal Model for Multi-Rollup Environments on Ethereum

    TeX 1

  5. fairflow-protocol-paper fairflow-protocol-paper Public

    FairFlow Protocol: Equitable Maximal Extractable Value (MEV) mitigation in Ethereum

    TeX 1

  6. generalised-depin-protocol generalised-depin-protocol Public

    Generalised DePIN Protocol: A Framework for Decentralized Physical Infrastructure Networks

    TeX 1

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