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STOP 01

Two sources disagree

One ID with two amounts, or a tracker and notes that give different dates or statuses.

Synthetic expense export, 14 rows.
source_rowamountexpense_id
7120.00001006
8140.00001006

If it guesses

Guess between 120.00 and 140.00 and the total may be off by 20.00, unmarked.

COPY INTO YOUR INSTRUCTION

When two sources disagree on a value, a date or a status, do not pick one. Show both, say where each comes from, and ask which prevails.

RECORDED SYNTHETIC RUNS / EXPENSE CLEANUP

◯ Handed back to you: Codex · GPT-6.1 Sol; Claude · Sonnet 5.5, Opus 5.5 and Haiku 4.5.

13 & 22 October 2026 · Open the field test →

Where it appears