Lacuna/Labs
deep-finance-topic-reviews
deep purple
#592 / 601

NAME

deep-finance-topic-reviews — "This month's reviews cluster on three themes: chain quality (8 mentions), shipping speed (12), packaging (4). Quotes attached."

SYNOPSIS

id deep-finance-topic-reviews tier deep-purple section §22. Finance — AI/subsystem + deep-purple cluster (37) trigger cron (monthly) shape SINGLE

DESCRIPTION

Cluster reviews by the words they use, but using semantic similarity, not exact word matches. 'Chain broke' and 'clasp came off' land in the same theme. Returns the clusters AND a real example quote for each.

"This month's reviews cluster on three themes: chain quality (8 mentions), shipping speed (12), packaging (4). Quotes attached."

MECHANISM

DATAyour cortexFITLDA / BERTopicPOSTERIORcredible bandFORECASTdecision

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

EXAMPLES

Sakura uses this when your review pile is too big to read. Topic modeling clusters the words people actually use. "Three themes this month: chain quality (8 mentions), shipping speed (12), packaging (4)." She attaches the verbatim quotes so you trust the cluster.

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.

SEE ALSO

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)