Data Accuracy Overhaul: From Black-Box to Verified Data
This article documents how we rebuilt our data infrastructure from black-box sources to verified foundations, sourcing adjective definitions from WordNet and Wiktionary while using Tatoeba and human-reviewed AI examples for authentic context—all with transparent, commercial-friendly licensing.
Essays Rewrite Journey: Accidental Deployment to Integrity
This article recounts how an accidental deployment of AI-generated placeholder essays led me, as the site’s creator, to spend ten days re-researching, verifying every citation, and fully rewriting both pieces to uphold academic integrity and intellectual honesty.