maxwellkonnaris
- 7 skills
- 0 followers
- 10 hours ago last updated
- ▌ Figuregeneration · maxwellkonnaris bundleCreate, revise, and validate publication-ready scientific figures in R with ggplot2 and multi-panel layout tools. Use when generating or polishing analysis plots, reproducing an existing figure from updated data, assembling manuscript figures, improving typography or accessibility, preserving statistical content while redesigning presentation, exporting vector PDFs, or diagnosing clipping, overlap, weak contrast, crowded labels, legends, and panel balance.
- ▌ Researchassistant · maxwellkonnarisUse when planning, coding, debugging, testing, scaling, or interpreting a computational, statistical, simulation, bioinformatics, genomics, machine learning, or data-analysis study. Trigger when the user wants to plan an analysis, design a study, modify analysis code, debug results, run small tests, scale to larger runs, submit HPC/Slurm jobs, evaluate statistical methods, generate figures, compare methods, validate outputs, or interpret scientific results. Enforces investigator questions, staged execution, explicit methods and assumptions, small tests before scale-up, resource estimates, output previews, validation checks, error stop conditions, candidate-plan critique, and evidence-based next-step planning.
- ▌ Hpc Slurm Workflow · maxwellkonnarisUse for Slurm, sbatch, squeue, sacct, logs, quotas, scratch/work storage, micromamba, and HPC job debugging.
- ▌ Learning Deep Dive · maxwellkonnarisUse when the user wants to learn any subject systematically, especially statistics, probability, causal inference, uncertainty quantification, statistical machine learning, probabilistic machine learning, deep learning, modeling, nonparametric statistics, time series, stochastic modeling, computational biology, math, algorithms, or scientific methods.
- ▌ Scientific Writing · maxwellkonnarisImprove scientific prose by guiding the reader clearly through sentence structure, paragraph flow, and argumentative emphasis.
- ▌ R Package Methods Check · maxwellkonnarisReview R package method changes for statistical correctness, numerical robustness, API stability, tests, and docs.
- ▌ Python Rust Package Methods Check · maxwellkonnarisReview Python packages, Rust crates, and mixed scientific software for correctness, numerical robustness, APIs, tests, performance, and docs.