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Perform a structured code review using change detection and impact

Interpret machine learning models using SHAP, LIME, feature importance, partial dependence, and attention visualization for explainability

Build and train machine learning models using scikit-learn, PyTorch, and TensorFlow for classification, regression, and clustering tasks

Build end-to-end ML pipelines with automated data processing, training, validation, and deployment using Airflow, Kubeflow, and Jenkins

Draft professional emails for various contexts including business, technical, and customer communication. Use when the user needs help writing emails or…

Systematically debug issues using graph-powered code navigation

Deploy machine learning models to production using Flask, FastAPI, Docker, cloud platforms (AWS, GCP, Azure), and model serving frameworks

Optimize hyperparameters using grid search, random search, Bayesian optimization, and automated ML frameworks like Optuna and Hyperopt

Monitor model performance, detect data drift, concept drift, and anomalies in production using Prometheus, Grafana, and MLflow

Design and orchestrate multi-agent systems. Use when building complex AI systems requiring specialization, parallel processing, or collaborative…

Master test-driven development with pytest, fixtures, mocking, and CI/CD integration

This skill should be used when the user asks to "test for directory traversal", "exploit path traversal vulnerabilities", "read arbitrary files through web…

This skill should be used when the user asks to "intercept HTTP traffic", "modify web requests", "use Burp Suite for testing", "perform web vulnerability…

Fetches real-time and historical market data, financial news, and fundamental data for trading decisions

This skill should be used when the user asks to "test for directory traversal", "exploit path traversal vulnerabilities", "read arbitrary files through web…

Break large tasks into ADHD-friendly micro-tasks that minimize activation energy and maximize momentum. Use when feeling overwhelmed, can't start a task, or…

Create clear, comprehensive technical documentation for developers and users. Use when documenting APIs, writing user guides, creating tutorials, or setting up…