deep-finance-seq2seq-demand(automation) · Curator Automations

NAME

deep-finance-seq2seq-demand — "Holiday demand has shifted 11 days earlier each year for three years — December peak this year projects Dec 5, not Dec 16."

SYNOPSIS

id deep-finance-seq2seq-demand tier deep-purple section §22. Finance — AI/subsystem + deep-purple cluster (37) trigger cron (nightly, 24+ mo data) shape PLAYBOOK

DESCRIPTION

A neural network trained on three years of weekly demand learns the shape of seasonality — including the fact that it's been creeping earlier each year. Forecasts the curve, not just the level.

"Holiday demand has shifted 11 days earlier each year for three years — December peak this year projects Dec 5, not Dec 16."

MECHANISM

not-yet-implemented — no cart file at curator-web/src/scheme/carts/…/deep-finance-seq2seq-demand.sks

EXAMPLES

Sakura uses this when seasonal patterns aren't holding still. A sequence-to-sequence model learns from your last 24+ months and projects forward. "Holiday demand has shifted 11 days earlier each year — December peak this year projects Dec 5, not Dec 16."

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)