AI at Work
Turn source material into presentations, notes and deliverables you can revise and hand over.
Produce useful, editable work
Recommended reading
How to Build Traceable AI Notes in Obsidian
Practice organizing sources, notes and answers with Obsidian and Markdown.
All articles
- Research & DecisionsHow Should You Verify AI Facts, Inferences, Advice, and Decisions?Classify AI output before checking it: trace facts to evidence, test inferences, compare recommendations, and keep final decisions with a named person.
- Research & DecisionsHow to De-Identify Data or Build Synthetic Practice MaterialIdentify direct and indirect identifiers, preserve only the task structure you need, and create synthetic examples that do not represent real people.
- Meetings & Work NotesAI Meeting Notes: Turn Source Text into Decisions and Action Items You Can ReviewUse AI meeting notes to turn authorized source text into reviewable decisions, action items, owners, and unknowns—without inventing commitments, dates, or responsibility.
- Project DeliveryBuilding an AI Content Workflow Platform, Part 1: Turning an Ambiguous Idea into a Verifiable MVPA real project breakdown of how a software PM used evidence, a Lean PRD, non-goals and acceptance conditions to reduce an ambiguous AI idea to a verifiable MVP workflow.
- Project DeliveryBuilding an AI Content Workflow Platform, Part 2: Turning Model Integration into a System SpecificationA real project breakdown of how a software PM turned model integration into contracts for data lineage, Job lifecycle, readiness, human decisions and private Connector boundaries.
- Project DeliveryWhat AI-Assisted Acceptance Testing Still Cannot SeeWebsite acceptance tests can pass while video playback and visual behavior remain wrong. Three cases show where screenshots and automated checks need follow-up.
- Research & DecisionsThe Limits of Zero-Cost Community MonitoringA cross-language monitoring experiment exposes limits in free community data. Follow the reporting diagnosis and the resulting change in the system's purpose.