ShaoyuLai
Community@jaaaackielai
NTUST master student.
Agent Skills by ShaoyuLai
Showing 20 vetted skills indexed across 1 GitHub repositories.
jaaaackieLaipaper
Convert research papers and code repositories into structured Claude skill files.
jaaaackieLaisoftware-brainstorming
Guide software teams from vague ideas to concrete design specifications.
jaaaackieLaiscientific-brainstorming
Guide researchers through a five-phase structured brainstorming workflow for hypotheses and methodologies.
jaaaackieLaiscientific-critical-thinking
Critique scientific evidence quality and reliability across study designs.
jaaaackieLaipython-testing
Provides guidance for writing Python unit, integration and system tests with pytest.
jaaaackieLaitorch-geometric
Design, train, and benchmark Graph Neural Networks with PyTorch Geometric.
jaaaackieLainetworkx
Analyze, manipulate, and visualize networks using Python's NetworkX library.
jaaaackieLaiseaborn
Generate publication-ready statistical graphics from pandas DataFrames.
jaaaackieLaipytorch-lightning
Automate PyTorch Lightning training and deployment workflows with distributed strategies.
jaaaackieLaisimpy
Model discrete-event systems with SimPy processes, resources, and events.
jaaaackieLaimatplotlib
Generate publication-quality Matplotlib visualizations from data with standardized styling.
jaaaackieLaipytorch
Build, train, and deploy PyTorch models across CPU and GPU environments.
jaaaackieLaiscikit-learn
Automate end-to-end ML workflows with scikit-learn pipelines, cross-validation, and hyperparameter tuning.
jaaaackieLaipython-patterns
Promote idiomatic Python patterns and code-quality improvements during code reviews.
jaaaackieLaigit-skills
Provide categorized Git commands and workflows for version control tasks.
jaaaackieLaicontinuous-learning
Capture Claude Code session patterns into confidence-scored instincts for reuse.
jaaaackieLaicontext-compression
Compress long agent conversations into structured summaries preserving decisions and files.
jaaaackieLaicontext-optimization
Compress, mask, cache, and partition context for language models.
jaaaackieLaicontext-degradation
Diagnose context degradation in long-running agent conversations with pattern-based detection and risk scoring.
jaaaackieLaicontext-fundamentals
Structure and budget AI agent context across system prompts, tools, and documents.