How These Articles Are Made

I'm transparent about how this content gets made. Articles on this site are produced through a hybrid workflow: I direct the topics, angle, and editorial standards; modern AI models help with research, drafting, and copyediting; every published piece is fact-checked against primary sources before it goes live.

##The workflow

• Research: I run primary research and use AI tools (Perplexity, Claude, GPT) to consolidate sources. Every cited statistic links to its origin.
• Drafting: AI models produce a first draft against a detailed brief that includes my voice, opinions, and what's off-limits. The brief is mine; the prose is collaborative.
• Fact-checking: Each draft passes through an automated fact-check pipeline that verifies claims against current sources, plus a human review on anything load-bearing.
• Editing: I make the final pass — substantive edits, voice corrections, opinion sharpening — before publishing. Nothing ships without my eyes on it.

##Why this approach

It lets me publish more depth and breadth than I could solo, while keeping the analysis, judgment, and accountability mine. AI doesn't make editorial decisions here — it accelerates research and first drafts. Opinions, recommendations, and the final word are mine.

##Found an error?

If you spot something inaccurate or out-of-date, email me. I update the article and the modification date is reflected in the structured data and visible at the top of the post.

##Author & accountability

All content on this site is published under my name. See the About page for my background, credentials, and how to reach me.