Measured all 54 blocked notes first. Only 27 are agent work:
24 not_duplicate the same Vula invoices uploaded three times in
different groupings. Resolving these would
double-count real deliveries.
22 product_matched genuine decisions -> the agent
9 units_convertible pipes sold by the each, ordered by the metre.
The 2.5 in 'IJ Pipes 450x2.5' is the length, so
1 ea = 2.5 m. A conversion rule, not a judgement.
5 po_resolved misread order numbers -> the agent proposes only
The brief leads with the rule that governs it: a wrong product match is
worse than a block, because it applies the wrong rate to a supplier
payment. It names both real wrong matches from this data, ranks the
evidence that is actually decisive (quantity pairing first, word overlap
never), and routes every action through the API so each decision writes
an alias and compounds.
Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
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