deep-finance-crf-refund-labels(automation) · Curator Automations

NAME

deep-finance-crf-refund-labels — "This refund tags as {chain-quality, comm-response-slow} — two structured signals, not one cluster. Both worth addressing."

SYNOPSIS

id deep-finance-crf-refund-labels tier deep-purple section §22. Finance — AI/subsystem + deep-purple cluster (37) trigger event (refund posted) shape SINGLE

DESCRIPTION

Conditional Random Fields: assign multiple labels to one refund at once ('chain-quality' AND 'slow-response') while respecting that some labels tend to co-occur. Catches the multi-cause cases that flat classifiers miss.

"This refund tags as {chain-quality, comm-response-slow} — two structured signals, not one cluster. Both worth addressing."

MECHANISM

not-yet-implemented — no cart file at curator-web/src/scheme/carts/…/deep-finance-crf-refund-labels.sks

EXAMPLES

Sakura uses this on each posted refund to extract structured signals. A conditional random field labels the refund narrative — "this is two signals, not one cluster: {chain-quality, comm-response-slow}" — so the next month's report is built from facts, not vibes.

TIER

deep purple

deep reasoning · batched · dollars per run

FITNESS

Not yet

This method only gives a real answer above a sample threshold. Running it on a small shop produces a confidence band the size of the universe — useless. When the shop crosses the threshold, this lights up.

HISTORY

canonical source: curator/docs/AUTOMATIONS-CANONICAL.md · §22-finance-aisubsystem-deep-purple-cluster-37
last regenerated: 2026-06-05 20:31 UTC (mechanical — edits land in the MD or sidecars, not here)

KNOWN BUGS

(none recorded — flag in AUTOMATIONS-CANONICAL.md or open an issue against the cart file)