The skill for "is this AI-written?" or "make this sound more human." Use whenever a specific text sample is in question and the core concern is AI authenticity — student submissions suspected of AI authorship, blog/wiki drafts that feel off, PR commit messages that smell like boilerplate, cover letters that sound robotic, paragraphs an editor flagged. Detects copula avoidance, ChatGPT vocabulary, significance inflation, and 30+ other documented AI tells. Also rewrites flagged sections. Not for grammar checks, summarization, or style edits where AI detection is not the concern.
Chain extract-research-questions into objective-codebase-research. Convenience wrapper for the Q+R phases of QRSPI.
Draft a structured design discussion from research findings. Interactive — presents understanding for corrections before finalizing.
Create a structure outline with vertical slices from a design discussion document. Enforces vertical decomposition over horizontal layers.
Extract 5-10 codebase research questions from a ticket or description. Questions only — no answers or opinions.
Conduct problem-aware, solution-blind codebase research. Outputs factual findings only — no opinions or suggestions.
Extract one durable lesson from a session into AGENTS.md. Invoke with a session ID to review a past session.
Make targeted edits to implementation plans - add tasks, modify steps, update context. Use when plan needs refinement after review or during execution.