Critique Loop Writer is a skill that runs a Draft → Critique → Revise cycle on every piece of writing it produces. Before returning output, it researches genre best practices and audience expectations in the background, then constructs a custom skeptical reader persona — for example, a cynical senior engineer, a weary literary agent, or a hostile-but-fair op-ed reader — to evaluate the draft. The agent revises iteratively until that internal reviewer has no substantive objections remaining.
The process specifically targets recognizable AI writing patterns: overused words and phrases such as “delve,” “tapestry,” and “in today’s fast-paced world,” as well as uniform sentence rhythms that make prose feel machine-generated. Because the skeptical persona reflects the biases of the intended audience, the critique is not purely stylistic — it also checks whether arguments hold up to real-world scrutiny from that audience’s perspective.
Output is delivered in Markdown or plain text, described as ready for publication. Supported genres include essays, technical blog posts, speeches, op-eds, creative writing, and personal statements. The skill is explicitly not intended for brief emails or cover letters.
There are no exposed tools and no listed environment variables, so this skill operates as a self-contained agentic loop rather than a configurable pipeline with external integrations.