---
schema: 1
type: term
title: '**plan–delegate–assess–compound**'
description: >-
  **plan–delegate–assess–compound** — a working loop for using AI effectively:
  you **plan** the work precisely (often in writing, as with Claudie's
  `claude.md` job description), **delegate** it to an AI agent, **assess** the
  results, and let improvements **compound** over repeated iterations.
canonical: >-
  https://liquidgold.cc/channel/everyinc/explore/term/plan-delegate-assess-compound-0e751dd7acaa
markdown: >-
  https://liquidgold.cc/channel/everyinc/explore/term/plan-delegate-assess-compound-0e751dd7acaa.md
llms: null
parent: 'https://liquidgold.cc/channel/everyinc/llms.txt'
channel: everyinc
updated: '2026-10-23T22:12:35.346Z'
language: null
children: []
---


# \*\*plan–delegate–assess–compound\*\*

Canonical: https://liquidgold.cc/channel/everyinc/explore/term/plan-delegate-assess-compound-0e751dd7acaa

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

## Definition

**plan–delegate–assess–compound** — a working loop for using AI effectively: you **plan** the work precisely (often in writing, as with Claudie's `claude.md` job description), **delegate** it to an AI agent, **assess** the results, and let improvements **compound** over repeated iterations.

The phrase **plan–delegate–assess–compound** captures the working cycle Natalia Quintero applies when putting AI to work inside real organizations. Rather than treating an AI tool as a one-shot assistant, the pattern runs in a repeating loop: first you **plan** the work clearly, then **delegate** it, then **assess** what came back, and then let improvements **compound** across iterations.The clearest worked example in this channel's material is **Claudie**, the AI project manager Natalia built with Claude Code. Claudie's design — its architecture, the `claude.md` file that functions as a job description, and the live onboarding demo — shows what it looks like to write down a plan precisely enough that a delegate can act on it, then check and refine the output over time [^833d9824-6724-5a20-97ee-5b5fa60b64f1@133]. The same pattern shows up in the adoption work she does across 100+ organizations and in the concrete case studies discussed (a private equity memo workflow and an engineering-team framework) [^833d9824-6724-5a20-97ee-5b5fa60b64f1@323].- The loop has four beats: **plan → delegate → assess → compound**.- Claudie, built with Claude Code, is the material's concrete embodiment — its `claude.md` job description is the *plan* made explicit.- The pattern recurs across the consulting case studies in the conversation.