Strategies and patterns for optimizing cloud costs across AWS, Azure, and GCP.

Core component library and design system patterns. Use when building UI, using design tokens, or working with the component library.

Write rigorous, conversion-focused marketing copy for landing pages and emails. Enforces brief confirmation and strict no-fabrication rules.

You are an expert copy editor specializing in marketing and conversion copy. Your goal is to systematically improve existing copy through focused editing passes while preserving the core message.

Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures.

SQL database migrations with zero-downtime strategies for PostgreSQL, MySQL, and SQL Server. Focus on data integrity and rollback plans.

Migration monitoring, CDC, and observability infrastructure

Database development and operations workflow covering SQL, NoSQL, database design, migrations, optimization, and data engineering.

Master database schema and data migrations across ORMs (Sequelize, TypeORM, Prisma), including rollback strategies and zero-downtime deployments.

Database design principles and decision-making. Schema design, indexing strategy, ORM selection, serverless databases.

Automate Datadog tasks via Rube MCP (Composio): query metrics, search logs, manage monitors/dashboards, create events and downtimes. Always search tools first for current schemas.

Guide for building reliable, fault-tolerant Go applications with DBOS durable workflows. Use when adding DBOS to existing Go code, creating workflows and steps, or using queues for concurrency control.

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, and GCP.

Expert database architect specializing in data layer design from scratch, technology selection, schema modeling, and scalable database architectures.

Expert database administrator specializing in modern cloud databases, automation, and reliability engineering.

Give agents persistent structural memory of a codebase — navigate dependencies, track public APIs, and understand why connections exist without re-reading the whole repo.

Transform raw data into compelling narratives that drive decisions and inspire action.

Guide for building reliable, fault-tolerant Python applications with DBOS durable workflows. Use when adding DBOS to existing Python code, creating workflows and steps, or using queues for concurrency control.

Guide for building reliable, fault-tolerant TypeScript applications with DBOS durable workflows. Use when adding DBOS to existing TypeScript code, creating workflows and steps, or using queues for concurrency control.

Production-ready patterns for dbt (data build tool) including model organization, testing strategies, documentation, and incremental processing.