cross-finance-refund-reason-clustering(automation) · Curator Automations

NAME

cross-finance-refund-reason-clustering — "Your '14k gold-filled' descriptions get refunded 4× more than 'stainless' — two clusters: 'tarnished' and 'allergic.'"

SYNOPSIS

id cross-finance-refund-reason-clustering tier pink section §22. Finance — AI/subsystem + deep-purple cluster (37) trigger analysis-pattern tools cortex.aggregate, sakura/local-cluster

DESCRIPTION

Reads your own ledger in Cortex. Never reaches for invented benchmarks. Sakura speaks the answer in plain numbers grounded in your real receipts.

"Your '14k gold-filled' descriptions get refunded 4× more than 'stainless' — two clusters: 'tarnished' and 'allergic.'"

MECHANISM

not-yet-implemented — no cart file at curator-web/src/scheme/carts/…/cross-finance-refund-reason-clustering.sks

EXAMPLES

Sakura uses this when your refund pile starts to feel patterned. She clusters refund narratives on-device. "Your '14k gold-filled' descriptions get refunded 4× more than 'stainless' — two clusters: tarnished and allergic."

TIER

pink

Sakura local 8B · free · on-device

FITNESS

Ready

Fits any shop today — this one has no sample-size floor.

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)