ManikantaR

Debug why a PlaylistMiner video was categorized incorrectly or not categorized, by tracing through all 3 pipeline layers.

Create or modify an EF Core migration for PlaylistMiner database schema changes, with review and verification steps.

Implement a .NET feature using strict Red-Green-Refactor TDD with xUnit, FluentAssertions, and Moq for PlaylistMiner backend.

Implement a Next.js component or page using TDD with Jest, React Testing Library, and Playwright for PlaylistMiner frontend.

Debug why a video was categorized incorrectly or not categorized at all in PlaylistMiner.

Create or modify an Entity Framework Core migration for PlaylistMiner database schema changes.

Write a new feature using Red-Green-Refactor TDD with xUnit and FluentAssertions for PlaylistMiner .NET backend.

Write a new React component or page using TDD with Jest and React Testing Library for PlaylistMiner Next.js frontend.

Check MoneyPulse Web Firebase deploy readiness, including APIs, secrets, IAM, workflow assumptions, and manual prerequisites.

Review or design Firestore rules for MoneyPulse Web with focus on alias-based isolation, least privilege, and the projected-versus-overlay boundary.

Interview the user relentlessly about a plan, spec, or design until each branch of the decision tree is resolved. Use when a plan is vague, a design needs pressure testing, or the user explicitly asks to be grilled.

Implement or refine a MoneyPulse Web frontend slice that reads de-identified Firebase data using Next.js, React 19, and the repository's data-boundary rules.

Run the mandatory MoneyPulse Web rubber-duck review on a plan, spec, implementation, or fix before handoff or completion.

Interview the user relentlessly about a MoneyPulse plan, design, or spec until each branch of the decision tree is resolved.

Build or review a MoneyPulse backend slice that spans NestJS modules, Drizzle schema, shared validation, and tests.

Implement or refine a MoneyPulse frontend slice with dense finance UI, clear states, and alignment to shared contracts.

Investigate or extend the MoneyPulse Python PDF parser with explicit parser rules, fallback logic, and test coverage.

Run the mandatory MoneyPulse rubber-duck review on a plan, spec, implementation, or fix before handoff or completion.

Refresh Relay's global model policy and catalog when Anthropic ships a new model (~every 2 months). Use when the user says "refresh relay models", "update model policy", "a new Claude model dropped", "bump relay's models", or asks to keep relay's model config current. Updates ONE global file (~/.config/relay/models.yml) + a catalog, never per-repo copies.

Generate or update an interactive, self-contained HTML walkthrough that teaches a codebase — architecture (C4), guided code-walk, per-entrypoint call-flow lifecycles, animated runtime flow, roadmap/task status, and a dev build/install/run guide. Use when the user asks to "explain this codebase visually", "make a walkthrough/onboarding page", "document the architecture and flows", "create/update the code walkthrough", or points at a repo (Python, React/TypeScript, C#, or SQL) and wants a teaching artifact a junior dev can navigate. Produces a dated, offline, single-file docs/walkthrough.html.