JMN Field Manual

03.2 — Advanced

Keeping Results in Sync

Edit a prompt after its column already has answers, and JMN AI deliberately does not go quietly recompute everything downstream. It marks the affected cells stale and waits for you.

Why not just auto-recompute?

Auto-recomputing on every edit sounds convenient until a small prompt tweak silently changes forty already-reviewed answers in the background — and now you can't tell which of those forty you actually checked. JMN AI treats "the prompt changed" and "the answer updated" as two separate, human-controlled steps. Nothing recomputes until you tell it to.

What "stale" actually does

When you change a property's prompt or output type, any cell that already has a result for that property gets flagged. The cell keeps showing its last answer — it doesn't go blank — but it's visibly marked as out of date until you re-run it.

9.1
A result cell showing a stale indicator after its prompt changed

FIG. 9.1 — Old answer, clearly marked, never silently replaced.

Where this shows up

Note

Two people editing the same cell at once can't silently overwrite each other either — every cell write checks the version it's based on, and a write that's gone stale in the meantime is rejected rather than applied. You'll see this as a refresh prompt, not lost work.