Audit and revision

Audit categories reviewed: spelling, clarity, chronology, framing, misinformation, misidentification, out_of_context, quantitative precision, process clarity, context clarity, agency clarity, question emphasis, omission, bias, duplicate. Identified issues were corrected in the final articles where they involved transcription misspellings (e.g., consistent spelling of Sheri James) and unclear organizational acronyms (article uses generic 'national educator standards' rather than an unverifiable garbled acronym from the transcript). Numeric claims made by witnesses are presented as attributed claims and flagged for external verification rather than stated as established facts.