Maintain bidirectional consistency between story markdown files and GitHub Issues. Use when syncing story status with GitHub.
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Apply Stripe API integration patterns: webhooks, idempotency keys, and subscription handling. Use when integrating Stripe payments.
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Drive development with a red-green-refactor TDD cycle, ensuring tests are written before implementation. Use when implementing any new functionality.
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Apply Docker and Docker Compose best practices for containerising services. Use when writing or reviewing Dockerfiles and compose configs.
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Identify and annotate cloud cost implications of architectural decisions. Use when reviewing infrastructure changes or designing new services.
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Remove AI-isms and artificial language patterns from text. Makes documentation, comments, commit messages, and prose sound more natural and human. Based on Wikipedia's "Signs of AI writing" patterns.
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Apply best practices for Jupyter notebooks: cell ordering, reproducibility, parameterisation. Use when working with .ipynb files.
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Apply PostgreSQL schema, migration, and query patterns with idempotent SQL. Use when writing database schemas or migrations.
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Apply Terraform module structure, state management, and variable patterns for infrastructure as code. Use when writing Terraform.
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Perform STRIDE threat modeling for each component and trust boundary and produce a threat register. Use when reviewing a feature for security.
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Produce a coherent visual identity (palette, typography, spacing, radius) from a brief and serialise to JSON for the design-tokens skill. Use when establishing brand identity.
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