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DavidL-11/README.md

Hi, I'm David

I'm a Computer Science master's student at FAU interested in AI for science and engineering.

I enjoy working on the software side of technical problems: building ML pipelines, simulation workflows, developer tools, and systems that make complex research workflows easier to automate and experiment with.

What I'm interested in

  • AI for Science & Engineering β€” using ML to accelerate or automate computationally expensive technical workflows.
  • Scientific ML β€” surrogate models, foundation models, optimization, and ML-assisted simulation.
  • Software for research β€” turning research ideas into reproducible, modular, and usable tools.
  • HPC & distributed computing β€” running large simulation and ML workloads efficiently.
  • AI agents & developer tools β€” exploring how LLMs can interact with specialized software and technical workflows.

Projects

πŸ‹ ORCA β€” Open RF Integrated Circuit Automation

An open-source framework for surrogate model creation for radio-frequency integrated circuit (RFIC) components. I work primarily on the software and ML side: automating geometry generation, electromagnetic simulation, dataset generation, surrogate-model training, and distributed execution.

🐍 COBRA β€” A Circuit-Level Open-Source Based RFIC AI-Assisted Optimizer

A tool built around the ORCA-generated ML surrogate models and circuit simulation to optimize circuit designs towards user-defined goals. It also explores using LLMs as an interface for engineering optimization workflows.

πŸ‘·β€β™‚οΈ BOB β€” Bounding-box Oracle for Biomedicine

A tool for automatically generating box prompts for interactive medical image segmentation foundation models, together with a napari 3D-viewer plugin for reviewing the generated prompts.

βš•οΈ med-seg-fm

A framework for evaluating medical image segmentation foundation models across different datasets and imaging modalities, with an emphasis on making comparisons reproducible and easy to extend.

github contribution grid snake animation

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  1. BOB BOB Public

    Bounding-box Oracle for Biomedicine - Predicts boxes for objects of interest in medical images to be used for segmentation foundation models

    Python 1

  2. DI-PASSIONATE/COBRA DI-PASSIONATE/COBRA Public

    AI-assisted RFIC optimization framework combining ONNX surrogate models, Qucs-S/Xyce circuit simulation, and AWS Palace fine-tuning for open-source electronic design automation (EDA).

    Python 8

  3. DI-PASSIONATE/ORCA DI-PASSIONATE/ORCA Public

    Open RF Integrated Circuit Automation - A Toolchain that uses Open-Source tools to efficiently simulate RFIC geometries and train AI/ML-Networks to quickly predict optimal geometries

    Python 6

  4. med-seg-fm med-seg-fm Public

    Evaluation of foundation models for medical image segmentation tasks

    Python 2