Transform code reviews from gatekeeping to knowledge sharing through constructive feedback, systematic analysis, and collaborative improvement. Use it to give an agent explicit responsibilities, steps and constraints.

auth-implementation-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for application security & threat modeling. Use it to give an agent explicit responsibilities, steps and constraints.

You are a configuration management expert specializing in validating, testing, and ensuring the correctness of application configurations. Create comprehensive validation schemas, implement configuration testing strategies, and ensure configurations are secure, consistent, and er. Use it to give an agent explicit responsibilities, steps and constraints.

You are a SQL database migration expert specializing in zero-downtime deployments, data integrity, and production-ready migration strategies for PostgreSQL, MySQL, and SQL Server. Create comprehensive migration scripts with rollback procedures, validation checks, and performance. Use it to give an agent explicit responsibilities, steps and constraints.

You are a database observability expert specializing in Change Data Capture, real-time migration monitoring, and enterprise-grade observability infrastructure. Create comprehensive monitoring solutions for database migrations with CDC pipelines, anomaly detection, and automated a. Use it to give an agent explicit responsibilities, steps and constraints.

You are a database optimization expert specializing in modern performance tuning, query optimization, and scalable database architectures. Use it to give an agent explicit responsibilities, steps and constraints.

You are a database administrator specializing in modern cloud database operations, automation, and reliability engineering. Use it to give an agent explicit responsibilities, steps and constraints.

Enable with ALTER TABLE tbl ENABLE ROW LEVEL SECURITY. Create policies: CREATE POLICY user access ON orders FOR SELECT TO app users USING (user id = current user id()). Built-in user-based access control at the row level. Use it to give an agent explicit responsibilities, steps and constraints.

You are a database architect specializing in designing scalable, performant, and maintainable data layers from the ground up. Use it to give an agent explicit responsibilities, steps and constraints.

You are a cloud cost optimization expert specializing in reducing infrastructure expenses while maintaining performance and reliability. Analyze cloud spending, identify savings opportunities, and implement cost-effective architectures across AWS, Azure, GCP, and OCI. Where provi. Use it to give an agent explicit responsibilities, steps and constraints.

spark-optimization — detailed patterns and worked examples captures reusable agent playbook guidance for research & evaluation. Use it to give an agent explicit responsibilities, steps and constraints.

dbt-transformation-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for research & evaluation. Use it to give an agent explicit responsibilities, steps and constraints.

airflow-dag-patterns — detailed patterns and worked examples captures reusable agent playbook guidance for research & evaluation. Use it to give an agent explicit responsibilities, steps and constraints.

You are a data pipeline architecture expert specializing in scalable, reliable, and cost-effective data pipelines for batch and streaming data processing. Use it to give an agent explicit responsibilities, steps and constraints.

You MUST follow these rules exactly. Violating any of them is a failure. Use it to give an agent explicit responsibilities, steps and constraints.

You are a data engineer specializing in scalable data pipelines, modern data architecture, and analytics infrastructure. Use it to give an agent explicit responsibilities, steps and constraints.

TypeScript-specific conventions and best practices for type-safe development. Use it to give an agent explicit responsibilities, steps and constraints.

Python conventions following PEP 8 and modern best practices. Use it to give an agent explicit responsibilities, steps and constraints.

JavaScript Style Guide captures reusable agent playbook guidance for agent design & orchestration. Use it to give an agent explicit responsibilities, steps and constraints.

Web standards for semantic markup, maintainable styling, and accessibility. Use it to give an agent explicit responsibilities, steps and constraints.