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OakRing Labs
OakRing Labs

OakRing Labs

AI products, not AI models.

First up: MetaSpan — it tracks what you know, and picks what you learn next.

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First product

MetaSpan

An AI system that builds a model of what you know, and uses it to decide what you should learn next.

Consuming information isn't the same as understanding it.

Most learning tools optimize for how much they show you. MetaSpan checks whether you understood what it already showed you, then decides what's next.

The Delta Engine

A Delta is one carefully chosen idea. Finding information is easy — deciding what should come next is the hard part. That's what the Delta Engine does.

SourcesΔOne Delta
Mastered conceptsRelationshipsActive explorationGapsLong-term goals

Your knowledge graph

A model of what you know, built from every Delta and every reflection you write.

How it works

  1. 01

    Choose a direction

  2. 02

    Receive a Delta

  3. 03

    Explain it in your words

  4. 04

    Continue when ready

On the web, or on WhatsApp — same graph, same Deltas.

Learning through reflection

Before the next Delta, you write a short reflection in your own words. MetaSpan responds with feedback — not a grade.

Reflection

In your own words — what did this Delta change about how you see the idea?

Take your time. Clarity matters more than polish.

Product mockup of writing a short reflection after a Delta.

Different from a feed

  • Active engagement, not scrolling
  • Feedback on every reflection you write
  • A knowledge graph that updates with every Delta
  • One next step, not an endless feed

OakRing Labs

Beyond MetaSpan

MetaSpan is the first product from OakRing Labs. We're building more — each one focused on a specific problem, not a broad platform.