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miheer-smk/README.md

Hi, I'm Miheer 👋

AI / Computer Vision Researcher · IIIT Nagpur
Building physics-informed ML systems and agentic AI platforms.

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🧠 About

I'm an AI researcher interested in the intersection of physics, cognition, and machine learning. Most of my work tries to answer one question: can we build models that reason from first principles rather than memorize patterns?

  • 🔬 Currently researching physics-anchored deepfake detection (PRISM framework)
  • 🧬 Built an agentic AI tutoring platform with epistemic state modeling
  • 📷 Interested in sensor physics, noise modeling, and interpretable computer vision
  • 🎓 Based at IIIT Nagpur, India

🛠️ Tech Stack

Languages: Python · TypeScript · C++ ML / CV: PyTorch · OpenCV · scikit-learn · NumPy · SciPy Web: Next.js · React · Tailwind · Node.js Tools: Git · Docker · SQLite · Vercel · Claude API


🚀 Featured Projects

Project Description Stack
🛡️ AEGIS Agentic AI learning platform with hierarchical memory, Ebbinghaus forgetting curve, and Theory of Mind modeling Next.js · TypeScript · Claude · D3.js
👻 Phantom Lens Physics-anchored deepfake detection with 24 feature pillars (shadow geometry, sensor noise, boundary analysis) Python · PyTorch · OpenCV
🔭 PhysDenoiser Image denoiser trained on physically realistic Poisson-Gaussian noise. No pretrained weights, no APIs — from scratch. PyTorch · NumPy

📫 Connect


"The best way to predict the future is to build it — one physically-grounded model at a time."

Popular repositories Loading

  1. aegis-ai-learning aegis-ai-learning Public

    AEGIS — Agentic AI Learning Platform with Epistemic State Modeling, Ebbinghaus Forgetting Curve, and Cognitive DNA Adaptation.

    TypeScript 1

  2. OpenMythos OpenMythos Public

    Forked from kyegomez/OpenMythos

    A theoretical reconstruction of the Claude Mythos architecture, built from first principles using the available research literature.

    Python 1

  3. phantom-lens phantom-lens Public

    Physics-Anchored Deepfake Detection Framework

    Python

  4. phys-denoiser phys-denoiser Public

    Physics-informed image denoiser built from scratch — Poisson-Gaussian noise modeling, residual CNN, no pretrained weights or APIs

    Python

  5. miheer-smk miheer-smk Public