Agentic Coding Adoption Playbook

Instructions

Use this skill to plan and execute an organization-wide rollout of agentic coding tools.

1. Define target use cases (e.g., modernization, onboarding, incident response) and where you expect leverage.
2. Start with a pilot cohort of experienced “super users” who can develop internal practices.
3. Standardize guidance with project-level documentation (for example, a repository-root CLAUDE.md) and keep it updated via normal code review.
4. Enable the broader org via workshops, internal champions, and shared examples.
5. Scope work incrementally (tests-first when appropriate) to reduce risk and make progress measurable.
6. Request complete context when diagnosing issues: full errors, environment details, expected vs actual behavior, and relevant files.
7. Measure impact using both delivery outcomes (throughput, cycle time) and usage/acceptance metrics where available.

Examples

• Write tests for user registration, then implement the registration logic to pass these tests.
• Build a REST API for user management, including specific endpoints and requirements.
• Optimize the database query to reduce response time from 2 seconds to under 500ms.
• Follow this existing API pattern [paste code] / Use this coding style [share guide].
• Create the database schema → implement product catalog API → add shopping cart functionality.
• Create a basic user login form → add input validation → implement password strength requirements.
• The error handling is too generic—add specific validation for email format and password length.
• Using the authentication middleware from earlier, now add role-based permissions.