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Nikolas Borrel

PROFILE

Nikolas Borrel

Worked on optimization improvements for the Rocket Fin Example in the pasteurlabs/tesseract-core repository, focusing on reducing container overhead and enhancing solver performance. Leveraged Python and data science skills to persist the bars_3d container and route data via URL, eliminating the need to spawn new containers for each iteration. Provisioned design_tess using Tesseract.from_image with explicit network wiring, and replaced the umfpack solver with PETSc LU to address NaN issues. Upgraded dependencies, including tesseract-core and PyVista, and integrated tqdm for optimization tracking. Manual notebook validation demonstrated improved stability and reproducibility, preparing the workflow for production-grade optimization runs.

Overall Statistics

Feature vs Bugs

100%Features

Repository Contributions

1Total
Bugs
0
Commits
1
Features
1
Lines of code
348,362
Activity Months1

Work History

April 2026

1 Commits • 1 Features

Apr 1, 2026

April 2026: Delivered end-to-end optimization improvements for the Rocket Fin Example by adopting the latest Tesseract, which reduces container overhead and enhances solver performance. Key changes include persisting bars_3d as a container and routing data via URL to avoid spawning a new container per iteration; serving design_tess via Tesseract.from_image with explicit network wiring; expanding the Neumann BC mask to cover all end-nodes; swapping the solver from umfpack to PETSc LU to fix NaNs. Upgraded core dependencies to tesseract-core 1.6.0, unpinned PyVista to resolve Python 3.11 wheel incompatibilities, and integrated tqdm into the optimization loop. Adjusted configuration (tesseract_config.yaml) to target_platform native to reduce QEMU overhead on Apple Silicon. Comprehensive manual notebook validation completed; results show improved stability and reproducibility, setting the stage for production-grade runs.

Activity

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Quality Metrics

Correctness80.0%
Maintainability80.0%
Architecture80.0%
Performance80.0%
AI Usage40.0%

Skills & Technologies

Programming Languages

Python

Technical Skills

Pythondata sciencemachine learningsoftware development

Repositories Contributed To

1 repo

Overview of all repositories you've contributed to across your timeline

pasteurlabs/tesseract-core

Apr 2026 Apr 2026
1 Month active

Languages Used

Python

Technical Skills

Pythondata sciencemachine learningsoftware development