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Overview

Stochastic Lifestyle. I often have people ask how I’m using Claude code so much, given that I have a bot account storming the SciML Open Source Software repositories with tens to hundreds of PRs a day, with many of them successful.

News

Blog 6 months ago
What Agentic AI "Vibe Coding" In The Hands Of Actual Programmers / Engineers
I often have people ask how I'm using Claude code so much, given that I have a bot account storming the SciML Open Source Software repositories with tens to hundreds of PRs a day, with many of them successful. Then GSoC students come in with Claude/Codex
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Blog 7 months ago
Why Julia's GPU Accelerated ODE Solvers are 20x-100x Faster than Jax and PyTorch
You may have seen the benchmark results and thought, "how the heck are the Julia ODE solvers on GPUs orders of magnitude faster than the GPU-accelerated Python libraries, that can't be true?" In this talk I will go into detail about the architectural diff
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Blog 10 months ago
Claude Code sucks but is still useful: experiences maintaining Julia's SciML scientific computing infrastructure
Claude Code sucks but is still useful: experiences maintaining Julia's SciML scientific computing infrastructure So it's pretty public that for about a month now I've had 32 processes setup on one of the 64 core 128gb RAM servers to just ssh in, tmux to a
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Blog 11 months ago
Implicit ODE Solvers Are Not Universally More Robust than Explicit ODE Solvers, Or Why No ODE Solver is Best
A very common adage in ODE solvers is that if you run into trouble with an explicit method, usually some explicit Runge-Kutta method like RK4, then you should try an implicit method. Implicit methods, because they are doing more work, solving an implicit
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Blog 1 year ago
A Guide to Gen AI / LLM Vibecoding for Expert Programmers
I get it, you're too good to vibe code. You're a senior developer who has been doing this for 20 years and knows the system like the back of your hand. Or maybe you're the star individual contributor who is the only person who can ever figure out how to s
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