Agent Skills by sogersen
Showing 25 vetted skills indexed across 1 GitHub repositories.
SOGERSENmath-modeling-pipeline
Route math modeling problems through 19 phases with I-O contracts.
SOGERSENphase-000-env-check
Validate Python, pip, venv, and MATLAB for the math modeling pipeline.
SOGERSENmath-modeling-pipeline/phase-10
Transforms preceding phase outputs into publication-ready Word and PDF documents.
SOGERSENmath-modeling-pipeline/phase-5-dl
Automate deep learning model optimization using cross-review feedback in PyTorch.
SOGERSENmath-modeling-pipeline/phase-3.5-dl
Automate DL model unit tests and output Markdown and JSON reports.
SOGERSENmath-modeling-pipeline/phase-3-dl-matlab
Automate MATLAB transfer learning for image datasets under 2000 images.
SOGERSENmath-modeling-pipeline/phase-5
Tune Phase 5 solver workflows and validate convergence against audit standards.
SOGERSENmath-modeling-pipeline/phase-2
Aggregate reference materials and generate GB/T 7714 formatted citations per solution path.
SOGERSENmath-modeling-pipeline/phase-3
Generate, execute, and validate MATLAB solver code for phase-3 modeling tasks.
SOGERSENmath-modeling-pipeline/phase-4
Run three independent reviewer audits on Phase 3 outputs to produce standardized reports.
SOGERSENmath-modeling-pipeline/phase-7.5
Re-run dependent sub-questions using verified data without recomputing Q1/Q2.
SOGERSENmath-modeling-pipeline/phase-5-dl-matlab
Optimize MATLAB deep learning models with tuned architecture, training options, and augmentation.
SOGERSENmath-modeling-pipeline/phase-5.5-dl
Combine ensembles, distillation, and inference optimizations in PyTorch pipelines.
SOGERSENmath-modeling-pipeline/phase-3.5
Automate MATLAB unit testing against physical reference values and generate pass/fail reports.
SOGERSENmath-modeling-pipeline/phase-9.2
Optimize academic papers through multi-stage audits and template-driven revisions.
SOGERSENmath-modeling-pipeline/phase-8
Generate a publication-ready Markdown manuscript from verified modeling outputs.
SOGERSENmath-modeling-pipeline/phase-1
Coordinate six expert agents to generate 12+ candidate directions for math modeling problems.
SOGERSENmath-modeling-pipeline/phase-6
Fuse Phase 5 sub-path solutions into a final_model.m with convergence checks.
SOGERSENmath-modeling-pipeline/phase-7
Execute 12 baseline checks and 4 deep verifications for mathematical modeling pipelines.
SOGERSENphase-0-type-judgment
Extract competition problem text from PDFs and classify into A/B/C/D/E/F types.
SOGERSENmath-modeling-pipeline/phase-9
Coordinate multi-round expert reviews of math-modeling papers with structured scoring templates.
SOGERSENmath-modeling-pipeline/phase-10.5
Inspect final Phase 10.5 PDF pages for visual defects and generate a structured audit report.
SOGERSENmath-modeling-pipeline/phase-5.5
Coordinate six advisor agents to generate a consolidated optimization plan.
SOGERSENmath-modeling-pipeline/phase-1.5
Select 3-5 solution paths from 36 brainstorm directions with citations.