Articles on this blog are produced through a research-first pipeline. For each topic, we run competitive SERP analysis to understand what currently ranks, then conduct iterative deep research using web-grounded AI models to gather book examples, data points, academic sources, and practitioner perspectives. A structured outline is generated from that research before any draft is written.
Drafts are generated using Claude Opus with the research bundle as primary source material — not training data alone. Every factual claim in the draft must map to a named source in the research bundle.
Every draft goes through human editorial review before publication. The review process includes: verifying that all book examples are real and the craft analysis is accurate; checking data points against cited sources; editing for voice, accuracy, and emphasis. No article publishes without this gate.
Articles on this blog are written with AI assistance. Specifically: research synthesis, outline generation, and first drafts are AI-assisted. Human editorial review, fact-checking, and final editing are human. The voice guidelines, quality rules, and entity requirements that govern AI generation are set by Charles Antoine.
We disclose this because we believe AI-assisted writing, done rigorously, is compatible with genuine expertise and high-quality content. The research foundation and human review gate are what distinguish this from AI slop.
If you find a factual error in any article, contact us at editorial@unsloppy.ai. Verified corrections are applied within 48 hours and noted with a dateModified update in the article schema.
Last updated: March 2026