Use for feature development and engineering changes.
This skill should be used when the user asks to 'start data analysis', 'plan a data project', 'explore this dataset', 'what should I analyze', 'set up a new study', or needs the data-science workflow.
Use when the user asks to 'run a work workflow', 'do this properly', 'clarify, plan, and verify this', 'small structured task', or 'don't just wing it' for a bounded task too small for a specialized workflow.
Use when creating or designing a new multi-phase workflow, including its entry points, phases, gates, constraints, compiler manifest, verification, and human review surfaces. Fresh creation entry; use workflow-creator-improve for audits, redesigns, repairs,…
Create an academic workshop presentation and speaker notes from a research paper.
Use when starting or resuming a writing project, gathering sources for a paper, or routing a document through planning, drafting, review, and revision.
Use when auditing, repairing, redesigning, migrating, or applying feedback to an existing workflow. Corrective shared-v1 entry; audit-only requests remain read-only.
This skill should be used when reviewing AI-generated text, checking for AI writing patterns, detecting undisclosed AI content, or before finalizing any written content.