Articles
All the articles I've posted.
Programmatic Search Agents: Check What the Model Actually Saw
A practical way to diagnose missing evidence in search-agent answers, informed by Programmatic Search Agents research.
How Much Human Work Did the Agent Need?
A practical log for tracking the clarifications, corrections, and reviews behind an AI-assisted result.
Writing a Correction Notice for an AI-Assisted Business Report
Name the affected report, state the corrected conclusion, tell readers what to do, and preserve the superseded version when an AI-assisted report needs a material correction.
A Validation Gate for Spreadsheet Agents: What Must Pass Before Delivery
Check source rows, formulas, recalculation and reconciled totals before accepting an agent-generated workbook, with a clearly illustrative example.