全部能力

Master Minecraft server plugin development with Bukkit, Spigot, and Paper APIs.

Sets up Docker, CI/CD, and environment configuration with auto-detection. Use when adding DevOps infrastructure to a project.

Creates test documentation (testing-strategy.md, tests/README.md) with Risk-Based Testing philosophy. Use when setting up test strategy for a project.

Fast tokenizers optimized for research and production. Rust-based implementation tokenizes 1GB in <20 seconds. Supports BPE, WordPiece, and Unigram algorithms.…

Detects tests proving platform behavior instead of local product behavior. Use when auditing product-behavior focus.

Best practices for scikit-learn machine learning, model development, evaluation, and deployment in Python

Configures health check endpoints for Kubernetes readiness/liveness/startup probes. Use when deploying to Kubernetes.

Executes implementation tasks through Todo, In Progress, To Review. Use when task needs coding with KISS/YAGNI. Not for test tasks.

Generates GitHub Actions CI workflow configuration. Use when adding continuous integration to a project.

Creates infrastructure.md and runbook.md (Docker-conditional). Use for DevOps documentation in any project.

Configures CORS policy for development and production environments. Use when setting up cross-origin access for APIs.

Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions,…

Performs manual testing of Story AC via executable bash scripts in tests/manual/. Use when Story implementation needs hands-on AC verification.

Coordinates project documentation creation with single context gathering and project type detection. Use when generating project docs subset.

Creates backend docs (api_spec.md, database_schema.md). Use when project has backend API or database.

Bootstraps projects to production-ready structure. Use when creating new or transforming existing projects.

Configures global exception handling middleware. Use when adding centralized error handling to .NET or Python backends.

Executes test tasks (label 'tests') through Todo to To Review with risk-based limits. Use for test task execution. Not for implementation tasks.

Generates Dockerfile and docker-compose configuration for multi-container development. Use when containerizing a project.

Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision, then RLAIF (RL from…