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wtf is professional-agentic-product-engineering?

krivitsky/professional-agentic-product-engineering — explained in plain English

Analysis updated 2026-05-18

17JavaScriptAudience · developerComplexity · 2/5Setup · easy

TL;DR

A field guide plus interactive tutor and coaching tools that teach people to work with AI coding agents through eight skill tiers, from writing prompts to running agents in production.

Mindmap

mindmap
  root((PAPE guide))
    What it does
      Eight tier skill ladder
      Tutor mode
      Ambient coaching plugin
    Tech stack
      Markdown guide
      Static site generator
      Claude Code plugin
    Use cases
      Learn agentic engineering
      Tutor a team member
      Coach during real work
    Audience
      Engineers and founders
      Product managers
      Non technical learners
    Formats
      Markdown source
      Web version
      Obsidian vault

Code map

Detail Auto

An interactive map of this repo's files and how they connect — its source is parsed live in your browser. Click Visualize to build it.

filefunction / class

Why would anyone build with this?

REASON 1

Read the eight tier guide to level up how you prompt and manage coding agents.

REASON 2

Clone the repo and let the built in tutor diagnose your skill level and teach you.

REASON 3

Install the ambient coaching plugin to get nudged during real coding sessions.

REASON 4

Browse the guide as a linked Obsidian vault to study concepts by topic.

What's in the stack?

MarkdownJavaScriptClaude Code plugin

How it stacks up

krivitsky/professional-agentic-product-engineeringajaxfnc-yt/d.w.i.falanhuang168/ai-project-workflow
Stars171717
LanguageJavaScriptJavaScriptJavaScript
Setup difficultyeasymoderateeasy
Complexity2/52/53/5
Audiencedeveloperdeveloperdeveloper

Figures from each repo's GitHub metadata at analysis time.

How do you spin it up?

Difficulty · easy Time to first run · 5min

The coaching plugin needs jq installed on the user's PATH.

Wtf does this do

This repository is a field guide called Professional Agentic Product Engineering, or PAPE, that teaches people how to work with AI coding agents like Claude Code at a professional level. Its core argument is that skilled agentic engineering is not about writing clever prompts, it is about building the system of habits, checks, and tools around the model. As tasks get harder, the guide says, the prompt itself gets shorter while the surrounding system grows. The guide organizes this skill into eight tiers, going from simple to advanced. Tier one covers writing prompts an agent can actually act on. Tier two covers planning and breaking work into smaller pieces before building. Tier three covers giving the agent the right background information and tools. Tier four, which the author calls the heart of the method, is about making the agent prove that a task is genuinely finished rather than just claiming it is done. Tier five covers saving progress with git and connecting automated tests and continuous integration. Tier six covers running multiple agents at the same time. Tier seven covers managing a whole group of agents together. Tier eight covers putting agents into real production systems. Readers are encouraged to start wherever matches their current skill level rather than working through every tier in order. The material is offered in three connected forms. The main guide is a markdown file meant to be read directly or fed to an agent. A website version presents the same content one tier per page. An Obsidian vault version splits the guide into linked pages so it can be explored like a network of ideas rather than read top to bottom. Beyond the written guide, the repository includes two interactive pieces. One is a tutor mode: when opened in Claude Code and given a greeting, it estimates the user's current skill level, with consent looks at the person's past local prompts to understand their habits, and then teaches lessons tailored to that person's own coding style. The other is an ambient coaching plugin that watches a user's normal work quietly and only speaks up when it notices a specific bad habit, such as deleting a failing test instead of investigating why it failed, then points to the relevant tier in the guide. The project targets engineers, technical founders, product managers, senior leaders, and non-technical professionals who want hands-on experience directing coding agents rather than just reading slides about them.

Yoink these prompts

Prompt 1
Clone this repo, open Claude Code, and say hi so the tutor can diagnose my current tier.
Prompt 2
Explain the difference between tier 3 context management and tier 5 checkpointing in this guide.
Prompt 3
Help me install the agentic-coach plugin from this repo's marketplace in Claude Code.
Prompt 4
Summarize the Instead versus Prefer examples for tier 4 in guide.md.

Frequently asked questions

wtf is professional-agentic-product-engineering?

A field guide plus interactive tutor and coaching tools that teach people to work with AI coding agents through eight skill tiers, from writing prompts to running agents in production.

What language is professional-agentic-product-engineering written in?

Mainly JavaScript. The stack also includes Markdown, JavaScript, Claude Code plugin.

How hard is professional-agentic-product-engineering to set up?

Setup difficulty is rated easy, with roughly 5min to a first successful run.

Who is professional-agentic-product-engineering for?

Mainly developer.

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