Lacuna/Labs
voice-faithful-rewrite
light purple
#247 / 601

NAME

voice-faithful-rewrite — Rewrite a listing in the operator's own voice (Atlas-grounded). Addresses pain #1, #7, #20. Matrix mod 2026-06-01: + Engram-hosted so cloud reasoning has full operator history context.

SYNOPSIS

id voice-faithful-rewrite tier light-purple section §9. Light purple — cloud reasoning (51 baseline, 86 post-matrix) trigger event (operator asks for rewrite) tools cortex_query source new

DESCRIPTION

cloud reasoning rewrites a listing while preserving the operator's voice. Atlas-trained on the operator's own past edits — every word choice traces back to something they've already written. The #1 customer pain (generic AI prose) fixed by giving the model your edits as ground truth.

Rewrite a listing in the operator's own voice (Atlas-grounded). Addresses pain #1, #7, #20. Matrix mod 2026-06-01: + Engram-hosted so cloud reasoning has full operator history context.

MECHANISM

INPUToperator / ctxTRANSFORMverb callOUTPUTrender / done

not-yet-implemented — no cart file at curator-web/src/scheme/carts/…/voice-faithful-rewrite.sks

EXAMPLES

Example forthcoming — docs/automations/examples.json entry editable in place.

TIER

light purple
cloud reasoning · cents per call

FITNESS

Almost there

Works on smaller shops too; the answer sharpens as you collect more sales.

SEE ALSO

HISTORY

canonical source: curator/docs/AUTOMATIONS-CANONICAL.md · §9-light-purple-cloud-reasoning-51-baseline-86-post-matrix
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)