全部能力

animation-principles---quick-start — an installable skill for AI agents, published by dylantarre/animation-principles.

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

animation-principles---expert — an installable skill for AI agents, published by dylantarre/animation-principles.

animation-principles---advanced — an installable skill for AI agents, published by dylantarre/animation-principles.

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

animation-principles---master — an installable skill for AI agents, published by dylantarre/animation-principles.

This skill should be used when the user asks to "create a slash command", "add a command", "write a custom command", "define command arguments", "use command…

animation-principles---novice — an installable skill for AI agents, published by dylantarre/animation-principles.

animation-principles---teaching-others — an installable skill for AI agents, published by dylantarre/animation-principles.

Implement computer vision tasks including image classification, object detection, segmentation, and pose estimation using PyTorch and TensorFlow

Track and analyze user cohorts over time, calculate retention rates, and identify behavioral patterns for customer lifecycle and retention analysis

Core BMAD Method orchestrator and workflow manager

Python machine learning with scikit-learn, PyTorch, and TensorFlow

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

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

Use multiple Claude agents to investigate and fix independent problems concurrently

Autonomous browser automation for AI agents. Two tools: agent-browser (CLI Playwright for step-by-step control) and browser-use (Python autonomous agent that decides what to do on pages). Navigate, click, fill forms, scrape data, manage sessions, and run complex multi-step browser tasks.

Optimize AgentDB performance with quantization (4-32x memory reduction), HNSW indexing (150x faster search), caching, and batch operations. Use when optimizing…

Reduce feature dimensionality using PCA, t-SNE, and feature selection for feature reduction, visualization, and computational efficiency

animation-principles---refresher — an installable skill for AI agents, published by dylantarre/animation-principles.