Blog

Writing as we build.

Essays on the ideas underneath Margo — the honest numbers, the trust model, the failures nobody notices.

July 2026Coming soon

The gap is information: why platform numbers and banked revenue disagree

Ad platforms grade their own homework, and the grade is always generous. What the difference between reported conversions and banked revenue actually tells you — and why closing your eyes to it costs real money.

July 2026Coming soon

Trust levels: how much of the job should an AI do without asking?

The wrong answers are “everything” and “nothing.” How we designed per-channel trust that starts at ask-first and is earned upward through reviewed work — and why irreversibility, not confidence, sets the bar.

July 2026Coming soon

Zero sends: the silent failure that costs email programs the most

A broken flow doesn’t throw an error — it just quietly sends nothing while the dashboard stays green. Why the most expensive email failure is the one that looks like calm, and how to catch it on a daily clock.

Essays land here as we ship. The changelog is the factual record.