Shift Left, Faster is Safer, feature flags, quality gate pipelines, failure feedback loops. Use when setting up or modifying build and deploy pipelines.
npx claudepluginhub v1truv1us/ai-eng-system --plugin ai-eng-learningThis skill uses the workspace's default tool permissions.
Build and deployment pipelines should enforce quality automatically. Apply Shift Left principles (catch issues early), use feature flags for safe releases, and make the pipeline the authority on whether code is ready to ship.
Creates isolated Git worktrees for feature branches with prioritized directory selection, gitignore safety checks, auto project setup for Node/Python/Rust/Go, and baseline verification.
Executes implementation plans in current session by dispatching fresh subagents per independent task, with two-stage reviews: spec compliance then code quality.
Dispatches parallel agents to independently tackle 2+ tasks like separate test failures or subsystems without shared state or dependencies.
Build and deployment pipelines should enforce quality automatically. Apply Shift Left principles (catch issues early), use feature flags for safe releases, and make the pipeline the authority on whether code is ready to ship.
Catch issues as early as possible:
Small, frequent deployments are safer than large, infrequent ones:
Use feature flags for:
Standard pipeline stages:
| Rationalization | Reality |
|---|---|
| "The pipeline can be fixed later" | Broken pipelines encourage bypassing them, which defeats their purpose. |
| "Full automation is too much work" | Manual deployment is slower, more error-prone, and harder to audit. |
| "Feature flags add complexity" | Feature flags add controlled complexity that prevents uncontrolled deployment risk. |