---
schema: 1
type: term
title: '**LFG flow**'
description: >-
  **LFG flow** — the end-to-end _feedback-to-shipped-code_ pipeline described in
  the channel's material: Slack feedback comes in, a structured pull request is
  built, a batch of fixes is implemented, reviewed, and merged, with almost no
  manual steps.
canonical: 'https://liquidgold.cc/channel/everyinc/explore/term/lfg-flow-7af065525396'
markdown: 'https://liquidgold.cc/channel/everyinc/explore/term/lfg-flow-7af065525396.md'
llms: null
parent: 'https://liquidgold.cc/channel/everyinc/llms.txt'
channel: everyinc
updated: '2026-10-23T22:12:35.346Z'
language: null
children: []
---


# \*\*LFG flow\*\*

Canonical: https://liquidgold.cc/channel/everyinc/explore/term/lfg-flow-7af065525396

Parent: [Channel index](https://liquidgold.cc/channel/everyinc/llms.txt)

## Definition

**LFG flow** — the end-to-end _feedback-to-shipped-code_ pipeline described in the channel's material: Slack feedback comes in, a structured pull request is built, a batch of fixes is implemented, reviewed, and merged, with almost no manual steps.

In this channel's material, **LFG flow** names the end-to-end pipeline of the author's AI software factory for **Cora** — a *feedback-to-shipped-code* flow that runs with almost no manual steps. Slack feedback comes in, a structured pull request is built, a batch of fixes is implemented, reviewed, and even merged overnight.[^ee33b4c4-6af4-5c71-93c1-8a41356919c4@50] [^ee33b4c4-6af4-5c71-93c1-8a41356919c4@367] [^ee33b4c4-6af4-5c71-93c1-8a41356919c4@400] [^ee33b4c4-6af4-5c71-93c1-8a41356919c4@422] The term captures the whole journey, not any single stage — explore it stage by stage: feedback capture, structured PR creation, batched implementation, review, and merge.[^ee33b4c4-6af4-5c71-93c1-8a41356919c4@61] [^ee33b4c4-6af4-5c71-93c1-8a41356919c4@128] [^ee33b4c4-6af4-5c71-93c1-8a41356919c4@222] [^ee33b4c4-6af4-5c71-93c1-8a41356919c4@379] A key design choice within the flow is **batching**: working through a whole batch of fixes at once instead of reviewing per item, and the system is built to improve from its own mistakes along the way.[^ee33b4c4-6af4-5c71-93c1-8a41356919c4@367] [^ee33b4c4-6af4-5c71-93c1-8a41356919c4@422] [^ee33b4c4-6af4-5c71-93c1-8a41356919c4@434] [^ee33b4c4-6af4-5c71-93c1-8a41356919c4@411]