autoplan

Run CEO, design, and engineering reviews in a deterministic pipeline.

Updated Mar 25, 2026
One-click install
npx skills add https://github.com/Chang-Shih-Yung/auto-learning --skill autoplan-chang-shih-yung
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: autoplan
Source: https://github.com/Chang-Shih-Yung/auto-learning/tree/main/.claude/skills/gstack/autoplan
Command: npx skills add https://github.com/Chang-Shih-Yung/auto-learning --skill autoplan-chang-shih-yung

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Automates the end-to-end review workflow by reading CEO, design, and engineering assessments from disk and executing them in a deterministic sequence to produce a fully reviewed plan.

Core Features & Use Cases

  • Orchestrates CEO, design, and engineering reviews in a single workflow
  • Applies a fixed set of decision principles to surface taste signals at the gate
  • Produces a ready-to-ship plan with minimal manual intervention

Quick Start

Run the autoplan pipeline to automatically review CEO, design, and Eng reviews and produce a fully reviewed plan.

Frequently Asked Questions about autoplan

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate a plan review pipeline for engineering and design files?

To automate a plan review pipeline, you can run a single command that reads CEO, design, and engineering review files from disk and executes them in a deterministic sequence to produce a fully reviewed plan.

What is an automated review pipeline for plan approval?

An automated review pipeline is a workflow that orchestrates CEO, design, and engineering assessments sequentially, applying fixed decision principles to surface taste-style signals and produce a ready-to-ship plan.

Can I run CEO, design, and engineering reviews in a single workflow?

Yes, you can run CEO, design, and engineering reviews in a single workflow by executing a single command that coordinates all three assessments deterministically and produces a fully reviewed plan.

Does the automated review pipeline surface borderline scope and disagreement signals?

Yes, the automated review pipeline applies six decision principles to surface taste-style signals such as close approaches, borderline scope, and codex disagreements at the final approval gate.

What are the limitations of deterministic decision principles in a plan review pipeline?

Deterministic decision principles in a plan review pipeline ensure consistent evaluations, but rely on predefined rules to surface signals like borderline scope and disagreements, which may not capture nuanced context beyond the six fixed principles.

Do I need to prepare review files on disk before running the autoplan workflow?

Yes, you need to have CEO, design, and engineering review files saved on disk before running the autoplan workflow, as the pipeline reads these files directly to execute the sequential review process.