using-superpowers

Proactive AI skill invocation is enforced by requiring the assistant to invoke applicable skills before answering or acting on a task. This ensures correct capabilities are considered early and maintains alignment in the development workflow.

A checklist-driven workflow coordinates AI agents and humans by following deterministic steps: invoke a skill, announce the selected skill and purpose, execute checklists, and perform the task. This repeatable flow ensures traceable and safe task execution.

Traceability in AI workflows is maintained through declarative communication, where the assistant announces the selected skill and its purpose before execution. This practice ensures every action is aligned and traceable back to a specific capability.

Manual selection is not needed. Whenever a task could be addressed by a skill, the system proactively identifies and invokes the appropriate skill automatically at the start of the interaction, guiding the assistant to act before answering.

Prompt discipline for deterministic AI execution relies on the assistant consistently following the invoke-announce-checklist-execute flow. Limitations arise if the task lacks an addressable skill or if the AI bypasses the mandatory early invocation step, breaking the deterministic workflow.