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A learning map for your AI

Find what you don't know you don't know.

Add Knowledge Porridge to Claude, ChatGPT or any AI assistant. Your AI places you on a sourced map of a field, finds the gaps you couldn't have named, and teaches you one step at a time. Your map and progress stay yours, on every device and in every AI.

Paste this into your AI's connector settings

Then say: "Let's learn management with Knowledge Porridge."

120management concepts mapped
360questions, every key checked
~20questions to find your edge
0ads or trackers

Explore subjects

Each subject is a map built from published sources. No source, no node.

Management live Business economics next International business next Quant trading next
Your AI is the teacher

What your AI can do with Knowledge Porridge

Knowledge Porridge gives your AI seven tools and a memory it can't fake. You just talk.

"Let's learn management."

Your AI agrees your whys with you, asks what you already know, and places you with about 20 questions.

"What are my biggest gaps?"

It reads your map: holes under what you already do, terms you'd never have searched for, and your next step.

"Teach me the next thing."

One reasoning step at a time, opening with the why it serves, and a check question before moving on.

"Quiz me on what's due."

Spaced retests, graded against a fixed key, never by the AI that taught you.

"I ran a hiring loop today."

Log evidence of doing, so your map knows what you can do, not only what you can explain.

Switch AI any time.

Start in Claude on your laptop, continue in ChatGPT on your phone. Same map, same progress.

Add Knowledge Porridge to your AI

How Knowledge Porridge works

Real progress starts with why.

You start by naming the real situations you're learning for. Every lesson says which one it serves, so the struggle goes into the material, not into deciding what to study next.

  1. Agree your whysThree to five situations in the next year that make the subject matter.
  2. Draw your own mapList what you know from memory. What's missing from your list is the first clue.
  3. Get placedAbout 20 questions find your edge without quizzing you on everything.
  4. Learn in modulesYour AI teaches one step at a time, checks each one, and schedules retests.
Steps rising to a flag, like learning aimed at a goal

Your map

Every gap gets a name.

Knowledge Porridge compares what you know with a map of the whole field, built from published sources. It shows you four kinds of gap:

  • Holes below you: things you do every day that rest on ideas nobody checked.
  • Words you couldn't search for: topics missing from your own map of the field.
  • The frontier: what you're ready to learn next.
  • Bridges: ideas that connect the fields you care about.
See your map
A map of a field showing known areas in green and gaps in orange

Learn at the edge of what you know.

Placement finds your edge in about 20 questions. From there, every module is a small cluster of connected ideas with one real-work exercise at the end.

  • Lessons open with the why they serve
  • One reasoning step at a time
  • A check after every step
Start free

Placement question 7 of at most 20

A team's KPI rose after a bonus was tied to it, but the real goal suffered. Why?

High stakes pulled effort onto the number The bonus was too small to matter I don't know

Your AI does the teaching.

Add Knowledge Porridge as a custom connector in Claude or ChatGPT. Your map and progress follow you across devices and across AIs.

https://knowledgeporridge.ai/mcp

Claude: Settings → Connectors → Add custom connector.
ChatGPT: turn on developer mode in Settings, then add a connector.

ClaudeChatGPTAny MCP client

No flattering progress bars.

Answers are graded against fixed keys, never by the AI that taught you. "I don't know" is always an option, and nothing counts as learned until it survives a retest days later.

A calendar with retests spaced out over days

Built on what works.

The ideas behind the method, with their sources.

Research

Testing yourself beats re-reading, a week later, even though re-reading feels better.

Roediger & Karpicke, 2006
Research

Spacing practice out beats cramming the same amount into one block.

Cepeda et al., 2006
Great work
“Four steps: choose a field, learn enough to get to the frontier, notice gaps, explore promising ones.”
Paul Graham, How to Do Great Work
Why us

Not another course. Not another chatbot.

FeatureKnowledge PorridgeOnline courseChatbot aloneFlashcard app
Starts from your whysyesnonono
Finds gaps you can't nameyesnonono
Map built from published sourcesyesyesnono
Graded by a fixed key, not the teacheryesyesnono
Spaced retestsyesnonoyes
Works in the AI you already useyesnoyesno

Free while in beta. No ads. No tracking.

We never see your AI conversations, only the answers you submit. Download or delete everything at any time.

Frequently asked questions, answered.

Is Knowledge Porridge free?

Yes, free while in beta, with no ads and no tracking. You bring your own AI, so the teaching runs on the plan you already have.

Which AI do I need?

Any AI assistant that supports remote MCP servers (custom connectors): Claude, ChatGPT in developer mode, Claude Code, Cursor and many others. The web app shows your map and can run placement and retests on its own, but the teaching happens in your AI.

Why not a chatbot on your website?

Because you already have a good AI, and it knows you. Knowledge Porridge adds what it lacks: a sourced map of the field, an honest record of what you know, and a plan. It works with whichever AI you prefer, and you can switch at any time.

Which subjects are available?

Management is live, with 120 concepts and 360 checked questions. Business economics, international business and quant trading are next.

How do you know what I don't know?

You list what you know from memory, then answer about 20 multiple-choice questions chosen to find your edge. We compare your list and answers with a map built from published sources: the gaps are the ideas you missed and the terms you didn't know to look for.

How is progress measured?

Answers are graded against fixed keys, 'I don't know' is always allowed, and nothing counts as learned until it survives a retest days later.

What data do you keep, and can I delete it?

Your email and your learning data (whys, answers, notes, progress). We never see your AI conversations. You can download everything or delete your account at any time.

Start with why.

Add Knowledge Porridge to your AI, name the situations you're learning for, and see your map in ten minutes.

Add to your AI