Delivers changes in thin vertical slices. Use when implementing any feature or refactor that touches more than one file or feels too large to land safely in one pass.
npx claudepluginhub v1truv1us/ai-eng-system --plugin ai-eng-learningThis skill uses the workspace's default tool permissions.
Adapted from `addyosmani/agent-skills` (MIT), commit `82ceff41ed4d3c644e3dcca8a0514390b2911223`.
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.
Adapted from addyosmani/agent-skills (MIT), commit 82ceff41ed4d3c644e3dcca8a0514390b2911223.
Implement changes in small, complete slices. Each slice should leave the system buildable, testable, and easier to reason about than one large unverified batch of edits.
Start with the smallest obviously correct solution. Do not introduce abstractions before the problem actually needs them.
Touch only what the current slice requires. Note unrelated cleanup separately instead of mixing it into the implementation.
Do not leave the codebase knowingly broken between slices. If incomplete work must exist, hide it behind safe defaults or a feature flag.
When possible, deliver one thin end-to-end path through the stack instead of building every layer in parallel without verification.
When multiple layers depend on the same interface, define the contract first and build both sides against it.
If one part of the task is uncertain or expensive, prove that part first before investing in the rest.
| Rationalization | Reality |
|---|---|
| "It is faster to do it all at once" | It only feels faster until you have to debug a large unverified diff. |
| "These changes are too small to verify individually" | Small slices are exactly what make debugging and review cheaper. |
| "I will add the flag or guard later" | Incomplete work should not leak into user-visible behavior. |