Hongyu Yu
Community@hongyu-yu
Assistant Professor in Fudan University Machine learning and Condensed matter physics. Email: [email protected]
Agent Skills by Hongyu Yu
Showing 49 vetted skills indexed across 1 GitHub repositories.
postmortem
Document incident timelines, root causes, and SMART corrective actions in structured postmortems.
model-equivariance-auditor
Audit neural networks for equivariance under specified symmetry groups.
materials-properties
Computes and analyzes materials properties from first- principles using ASE and allied tools.
pymatgen-io
Parse CIF, XYZ, and Gaussian files into pymatgen structures.
sympy
Provides exact symbolic mathematics and algebraic manipulation in Python.
memory
Store and retrieve long-term user context in an append-only JSONL memory file.
materials-databases
Query crystal structures and thermodynamic data from AFLOW and Materials Project APIs.
python-regression-statistics
Provides expert guidance for regression analysis, diagnostics, and outlier detection in Python.
pymatgen-analysis
Consolidate pymatgen.analysis tasks for phase diagrams, structure matching, and surface analyses.
python-multiobjective-optimization
Solve multiobjective optimization problems in Python to discover Pareto fronts.
causal-inference-root-cause
Distinguish correlation from causation to identify true incident root causes.
fluidsim
Run pseudospectral CFD simulations on periodic domains with Python and MPI.
decision-matrix
Frame and score options with weighted criteria to produce a decision recommendation.
markitdown
Converts documents, images, and audio/video transcripts to Markdown via OCR and parsers.
python-plotting
Generate publication-quality static, statistical, and interactive plots in Python using Matplotlib, Seaborn and Plotly.
python-jax
Guides numerical computing with JAX for automatic differentiation, JIT, and transformations across CPU, GPU, and TPU backends.
xlsx
Create and edit Excel spreadsheets with formulas and formatting using Python.
planning
Generate structured work breakdowns, timelines, risk registers, and implementation roadmaps.
Extract text and tables from PDFs using Python libraries.
meta-prompt-engineering
Transform vague prompts into structured prompts with constraints and quality checks.
pymatgen-symmetry
Identify space groups and generate high-symmetry k-paths for crystal structures.
vasp
Extract structured metadata from SKILL.md frontmatter for the VASP skill unit.
symmetry-group-identifier
Map identified symmetries to mathematical groups for ML architecture design.
symmetry-discovery-questionnaire
Identify and document data symmetries and invariances for ML models via a structured questionnaire.