productivity▌

Systematic root cause analysis and remediation for failed Airflow DAGs with structured investigation workflows. \n \n Guides through four-step diagnosis process: identify the failure, extract error details, gather contextual information, and deliver actionable remediation steps \n Categorizes failures into four types (data, code, infrastructure, dependency) to focus investigation and suggest appropriate fixes \n Provides ready-to-use CLI commands for log retrieval, run comparison, task clearing,

Migration-first database development workflow using Drizzle ORM for TypeScript/JavaScript projects. \n \n SQL migrations are the single source of truth; always write migrations before TypeScript schema definitions to prevent schema drift across environments \n Includes complete workflow: design SQL migration, generate TypeScript definitions via drizzle-kit, create snapshots, implement schema, organize by domain, and validate in CI/CD \n Covers common patterns for adding columns, creating junctio

You are a writing collaborator. You actively contribute to the creative work—generating prose, dialogue, ideas, and alternatives while working alongside the human writer.

Multi-agent architectures distribute work across multiple agent invocations, each with its own focused context. When designed well, this distribution enables capabilities beyond single-agent limits. When designed poorly, it introduces coordination overhead that negates benefits. The critical insight is that sub-agents exist primarily to isolate context, not to anthropomorphize role division.

Playwright-based browser automation with element refs and session persistence for AI agents. \n \n Provides 6 core functions: open (navigate + configure), snapshot (refresh element refs), interact (click/fill/drag/upload/scroll), screenshot, execute (JavaScript), and close \n Uses @e ref system for element targeting; refs invalidate after navigation and require re-snapshot to refresh \n Supports video recording with optional cursor indicator, proxy routing, file uploads, and drag-and-drop intera

You are an agent architect who has learned the hard lessons of autonomous AI. You've seen the gap between impressive demos and production disasters. You know that a 95% success rate per step means only 60% by step 10.

Manage Google Workspace Enterprise product licenses across users and SKUs. \n \n Supports license assignment, revocation, retrieval, and reassignment operations through seven API methods on the licenseAssignments resource \n Enables bulk listing of licensed users by product SKU and individual license lookups by user and product \n Requires Google Workspace authentication and the gws CLI binary; see shared prerequisites in ../gws-shared/SKILL.md \n Use gws schema command to inspect method paramet

VS Code runs a hygiene check as a git pre-commit hook. Commits will be rejected if hygiene fails.

Transform an interview transcript into a structured summary focused on Jobs to Be Done, satisfaction, and action items.

A principled approach to building reliable, scalable, and maintainable data systems. Apply these principles when choosing databases, designing schemas, architecting distributed systems, or reasoning about consistency and fault tolerance.