Design and review goal-oriented agent loops to prevent runaway execution, token burning, and verification gaming.

Map, analyze, and redesign the systems, services, and data flows behind product experiences.

Progressively refine context retrieval across multi-agent passes to solve the subagent context problem.

Build commerce apps with Medusa v2 following best practices for models, workflows, services, and API routes.

Create and configure event-driven automation hooks for Claude Code plugins with prompt and command support.

Architect marketing automation strategies including lead scoring, email sequences, and workflow triggers.