Bridging the gap between theoretical physics, machine learning agents, and scalable software systems.
I am a Master of Science student in Engineering Physics (Quantum Technology) at KTH Royal Institute of Technology, specializing in the intersection of High-Performance ML (JAX/PyTorch), Quantum Information, and AI Safety.
My work focuses on optimizing complex systemsβfrom accelerating Quantum Key Distribution (QKD) speeds by 270x to architecting optical Ising machines for NP-hard problems. I am passionate about building autonomous agents and exploring the physical limits of computation.
| Project | Description | Tech Stack |
|---|---|---|
| Explainable Brain MRI | Clinical-grade tumor classification using Grad-CAM++ and Gemini 1.5 Pro for automated radiologist reporting and visual verification. |
PyTorch Grad-CAM++ Gemini AI
|
| Photonic Ising Machine (Self-Directed) | Architected an optical Ising machine using Spatial Light Modulation (SLM) to solve NP-hard combinatorial optimization problems. |
Python Opics Optimization
|
| ML for QKD Optimization | Designed a hybrid JAX/PyTorch pipeline for real-time parameter prediction in quantum networks, achieving a ~270x speedup across 6,000 scenarios. |
JAX PyTorch Quantum
|
| Autonomy in AI: Subjectivity | Investigated the simulation-reality gap in LLM-powered humanoid robots and proposed accountability frameworks for autonomous agents. |
AI Safety LLMs Research
|
| Post-Quantum Cryptography | Implemented and analyzed Lattice-based cryptography (Kyber/Dilithium) to secure communications against future quantum computer attacks. |
Cryptography Python Security
|
| Small Language Model (SLM) | Built and fine-tuned lightweight language models for specialized reasoning tasks, focusing on efficiency and low-resource deployment. |
LLMs PyTorch Transformer
|
| Numerical Analysis of Glacier Flow | Developed a Non-Linear 2D simulation of the Arolla Glacier using FEniCSx, solving non-Newtonian fluid dynamics with Picard iterations. |
FEniCSx FEM Physics
|
| Qiskit Certification Examples | Comprehensive notebooks and tutorials for the IBM Qiskit Developer Certification, focusing on primitive migration and circuit mechanics. |
Qiskit Education Quantum
|
| Nonlinear Dynamics & Chaos | First-principles derivation of nonlinear ODEs and automated measurement of the Feigenbaum constant ( |
Physics Chaos Theory
|
Technical Director | DreamToDone
(Oct 2025 β Present)
- Architecting an AI reasoning ecosystem or creative workflows.
- Finalist for the KTH Innovation/SSE pitch competition.
Technical Lead (Hackathon) | Grant Seeker AI
(Oct 2025 β Present)
- Designed a multi-agent ecosystem using Google ADK & Gemini Flash.
- Implemented sequential orchestration for automated proposal generation.
(2023 β 2024)
- Led technology strategy and AR prototype development for urban planning.
- Managed full-stack R&D and stakeholder technical demonstrations.
- π Winner, IBM Qiskit Global Hackathon (2020)
- π National Winner, International Physicists' Tournament (2022)
- π IBM Qiskit Advocate & Certified Developer
- π€ QAMP 2025 Mentee (Quantum Certification Tutorial Development)
- ποΈ Technical Mentor, Qiskit Hackathon Taiwan (2021)