Code-owns-workflow, models-supply-judgment outreach pipeline
A program that researches leads and writes draft sales emails for a person to approve, never sending anything itself.
how it works
Stdlib Python where code does fetching/rule checks (word count, one ask, no hype), an LLM classifier gates the hook, a cheap model drafts, a model picks a contact by INDEX into a code-built list so it cannot invent an address, and a second model reviews; output is a Gmail draft plus a single approval task. Includes threshold calibration against hand-labelled leads and a model bench.
Automation: Something that runs on a schedule by itself.
The code for this one lives in a private repo. This page explains the idea so you can build your own.