karpathy-guidelines

jbo-tech

Behavioral guidelines to reduce common LLM coding mistakes. Use when writing production code, reviewing changes, or refactoring. Triggers on "keep it simple", "minimal changes", "don't overcomplicate", "surgical edit", "simplify this", "too complex", "avoid overengineering", "what assumptions", "verify this works", "clean code".

ml-review

jbo-tech

Best practices for machine learning, deep learning and data analysis. Activates when the user mentions "model", "training", "features", "cross-validation", "accuracy", "overfitting", "data leakage", "preprocessing", "sklearn", "pytorch", "tensorflow", "neural network", "regression", "classification". Do NOT use for ETL pipelines or data quality (use data-engineering).

security-review

jbo-tech

Security best practices for infrastructure and deployments. Activates when the user mentions "secrets", "permissions", "exposed port", "CVE", "hardening", "vulnerability", "scan", "credentials", "TLS", "firewall", "root access", "capabilities". Do NOT use for container configuration (use infra-containers) unless the issue is specifically security-related.

infra-containers

jbo-tech

Best practices for containerization, orchestration, cloud storage and deployment. Activates when the user mentions "Dockerfile", "docker compose", "podman", "kubernetes", "k8s", "container", "deploy", "healthcheck", "image", "orchestration", "systemd", "kestra", "CI/CD", "monitoring", "S3", "MinIO", "rclone", "homelab", "ZimaBoard", "Raspberry Pi". Do NOT use for pure security questions (use security-review).

agent-builder

jbo-tech

Creates specialized Claude Code agents tailored to the project. Use when starting a new project requiring specific expertise. Triggers on "create an agent", "build an agent", "need an expert", "new agent", "specialized assistant", "make an agent for", "custom agent".

skill-factory

jbo-tech

Creates custom skills that auto-activate when relevant. Use when user wants to create reusable patterns or domain knowledge. Triggers on "create a skill", "make a skill", "build a skill", "I keep explaining the same thing", "can Claude remember how", "reusable pattern", "teach Claude to".

creative-direction

jbo-tech

Creative direction workflow for naming, branding, and concept development. Automatically engages creative thinking modes. Triggers on "brainstorm", "find a name", "help me name", "naming ideas", "brand identity", "tagline", "tone of voice", "creative direction", "need ideas for", "what should I call".

data-engineering

jbo-tech

Best practices for data pipelines, ETL/ELT, data quality and storage. Activates when the user mentions "pipeline", "ETL", "data quality", "parquet", "duckdb", "ingestion", "orchestration", "data pipeline", "schema validation", "idempotent". Do NOT use for machine learning or statistical analysis (use ml-review).