Hey, I'm Manuel Kühnle.
I am very much into Machine Learning, particularly in understanding how models reason internally and how physics-informed approaches can be used to improve and accelerate physical simulations.
About
What I'm doing right now
I am currently pursuing my M.Sc. in Artificial Intelligence in Society at TU Munich. It combines technical training in machine learning, deep learning, generative AI, and NLP with a focus on interpretability, fairness, data protection, and the ethical, legal, and societal implications of AI applications. I recently developed interest in mechanistic interpretability i.e. understanding how black-box models work internally and how they arrive at their predictions. I am also enrolled in the module Scientific Machine Learning and Numerical Analysis at École Polytechnique (L’X). There, I learn to combine classical numerical methods with neural networks to solve forward and inverse problems governed by PDEs. This got me really interested in getting deeper into physics-based ML and data-driven computing.
Projects
Some of my recent coding projects
Visualization
Hand-Gesture-Controlled Saturn Simulation
A particle‑based Three.js simulation visualizing Saturn and a few moons with real‑world dimensions and physics‑based motion. It uses the webcam to translate real-time hand gestures into interactive navigation and simulation controls.
Code
Gaze-Driven LLM Source Verification
An automated fact-checking application that verifies claims from LLMs in real-time based on the user's reading focus and dwell time. It integrates webcam-based eye-tracking to detect longer gaze durations and triggers Google Search Grounding via the Gemini API for instant validation.
Work
Full-Stack Software Development
Through MaTech Software, the company I co-founded, I build professional websites, apps, and customized software for clients. If you are interested, please contact me through MaTech.
Tutoring
Math & Computer Science
I offer tutoring in Mathematics and Computer Science (grades 5–13), both in person in Munich and online. I can do the sessions in German or English. Reach out if you need help with core concepts, assignments, or exam preparation.
Get in touch