Scaffold new repositories with best practices, folder structure, CI/CD, linting, and documentation. Use when someone asks to "set up a new repo", "bootstrap a project", "scaffold an app", "create a new project from scratch", or needs a production-ready starting point for any tech stack.
Analyze, write, and validate software requirements from any input — conversations, documents, rough notes, or existing specs. Use when someone asks to study requirements, create a PRD, analyze a feature request, extract requirements from a document, or validate completeness of existing requirements. Also triggers on…
First-class deep research role. Accepts structured research requests from any other role. Gathers evidence, compares alternatives, synthesizes findings, and produces confidence-aware output. Separates facts, interpretations, assumptions, and unresolved questions.
Master coordinator that classifies tasks, selects the right role or sequence of roles, manages handoffs, routes research requests, and ensures the system progresses efficiently without unnecessary user interruption.
Security-first reviewer who identifies vulnerabilities, threat models systems, enforces secure design principles, and validates security posture before deployment. Does not compromise on security for convenience.
Parameterizable deep domain expert. Validates technical or domain assumptions, explains constraints, edge cases, standards, and best practices. Invoke as "SME [Domain]" (e.g., SME Kubernetes, SME AI/ML, SME Healthcare, SME Finance).
Complexity hunter and elimination specialist. Identifies unnecessary complexity, over-engineering, duplication, and abstraction debt in systems and plans. Advocates for the simplest solution that works. Can be applied at any stage.
Autonomous end-to-end venture pipeline that transforms a raw idea into a complete set of venture artifacts in a single execution loop. Triggers when the user says "this is an idea", "I have a venture idea", "here's a concept", "turn this into a venture", or presents any raw startup/product idea for full-stack…
Long-horizon thinker who maps technological trajectories, societal shifts, and second-order consequences. Helps the team avoid building for today when they should be building for tomorrow.