Thoughts & Writings

Explorations in mathematics, computation, AI, and the philosophy of science.

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All Blog Posts

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May 2026

Why Numerical Methods Still Matter in the Age of AI

Exploring how classical numerical schemes complement modern deep learning approaches for solving PDEs, and why the marriage of both is the future.

Numerical Analysis AI PDEs
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April 2026

Quantum Computing: A New Frontier for Scientific Computing

My thoughts on integrating quantum-inspired algorithms into traditional numerical schemes and the potential paradigm shift it could bring.

Quantum Computing Scientific Computing
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March 2026

Entropy Stability: The Unsung Hero of Robust Solvers

A deep dive into why entropy-stable schemes are crucial for handling degenerate parabolic equations and ensuring physically meaningful solutions.

Entropy Stability Hyperbolic PDEs
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February 2026

Machine Learning as a Numerical Viscosity Optimizer

How reinforcement learning can automatically tune numerical viscosity parameters, outperforming hand-crafted approaches in complex flows.

Machine Learning Optimization CFD
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January 2026

Teaching Mathematics in the Era of Generative AI

Reflections on how tools like ChatGPT are changing the classroom, and how we can leverage them rather than fear them.

Education Generative AI Pedagogy
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December 2025

From Finite Differences to Neural Operators

A personal journey tracing the evolution of PDE solvers from classical finite difference methods to cutting-edge neural operator architectures.

Neural Operators Fourier Neural Operator Deep Learning
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November 2025

Shock Capturing: Art, Science, and a Bit of Magic

The delicate balance between capturing shocks accurately while avoiding oscillations — a problem that has fascinated me for years.

Shock Capturing Hyperbolic PDEs High-Resolution Schemes
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October 2025

The Beauty of Conservation Laws

Why conservation form matters in numerical schemes, and how violating it can lead to catastrophic results in simulations.

Conservation Laws Finite Volume Godunov Methods
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September 2025

Can AI Discover New Numerical Schemes?

Investigating whether genetic algorithms and neural architecture search can discover novel numerical methods that humans haven't thought of yet.

AI Discovery Genetic Algorithms NAS
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