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platform/src/servers/api
pastilhasandClaude Opus 5 ab79470356 a commander that classifies should propose being told when it cannot
the owner had to think of it. a commander that files items into categories
already knows the one event where a person changes the outcome — an item it
could not place — and it should offer that rather than asking an open
question about what should happen with results.

the loop it completes: the owner says where that one belongs, and the
commander turns the answer into a rule so it never comes back.

with the other half, which is why "notify me about everything" is the wrong
default: the owner started this and assumes it works. being told what
worked trains somebody to stop reading, and then the one message that
mattered arrives in a queue they no longer look at.

stated beyond classification, because the shape is general — any step that
can fail to reach a conclusion has it. the failure is where a person is
worth interrupting; the success is not.

Co-Authored-By: Claude Opus 5 <noreply@anthropic.com>
Officer-Session: 656f5c85-e49a-4f1f-b9f3-042a04b4d043
2026-08-25 08:03:37 +00:00
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