Core Technology

K-Core

The personalization engine at the heart of Kinetropic.

K-Core is not a product you open or download. It is the intelligence layer beneath every Kinetropic product — learning each user's knowledge landscape and ensuring that every interaction is genuinely personal.

Capabilities

Three things K-Core does exceptionally well

These three capabilities form the foundation of everything K-Core powers — and by extension, every Kinetropic product built on it.

Maps Your Knowledge

K-Core receives content and automatically organises it into a personal knowledge tree — subjects branching into topics, topics into subtopics. Every user's map is entirely their own, built from their own materials and interactions, with no manual tagging or setup required.

Knows What You Know

Against every node in your knowledge tree, K-Core maintains a mastery score — a continuous, precise signal of how well that individual understands that concept. Strong areas remain dormant. Weak areas surface first. The model adjusts in real time as the user learns.

Understands Your Intent

When a user communicates with a K-Core-powered product, K-Core reads the intent behind the words — whether they want to target weak areas, revisit familiar material, practise something specific, or state a goal. It acts on that intent precisely, without the user needing to explain further.

How It's Different

Not memory. A knowledge model.

ChatGPT and Gemini can recall your conversations. K-Core does something structurally different — and that difference is what makes every product built on it feel genuinely personal.

ChatGPT / Gemini
K-Core
What it stores
Conversation history
A knowledge model — what you understand, topic by topic
Knows your weak areas
Only if you tell it
Automatically, from your results
Adapts without instructions
Must be prompted each time
Infers what you need autonomously
Improves as you learn
History grows; no mastery tracking
Mastery scores update with every result
Shared across products
Locked to one chat window
Product-agnostic — your profile carries over

ChatGPT and Gemini are powerful general-purpose tools. K-Core is built for a single purpose: to know each user's knowledge precisely, and to make every product built on it act accordingly. These are different tools solving different problems.

Architecture

The common foundation for every Kinetropic product

K-Core was not built for a single use case. It was designed as a product-agnostic personalization layer — a foundation that any domain, any content type, and any Kinetropic product can register with and use from day one.

Every product built on K-Core starts with a complete model of the user. There is no generic mode. From the very first interaction, the engine begins constructing a picture of who this person is, what they know, and how they engage — and every subsequent interaction is shaped by it.

Today, K-Core powers CramMe. Every new Kinetropic product will be built on the same foundation — ensuring that personalization is not a feature we add later, but the baseline from which we always begin.

See CramMe →
Personal Knowledge Map Powered by K-Core
Chemistry
Organic Reactions
72%
Thermodynamics
31%
Electrochemistry
58%
Mathematics
Calculus
88%
Statistics
45%
History
Modern Era
81%
Ancient Civilisations
40%
The Process

How K-Core builds your profile

Every interaction with a K-Core-powered product teaches the engine something new. Over time, the model becomes more complete — and every response more precise.

Receive & Map

K-Core takes incoming content and places it in the user's personal knowledge tree, automatically determining which subjects and topics it covers — without any manual tagging, labelling, or configuration.

Learn & Track

User behaviour — results, goals stated, patterns of engagement — continuously updates the knowledge tree. Mastery scores shift in response to what the user actually does, not what they say they know.

Personalize

Every query and action is answered with the full context of who this person is, where they stand in their knowledge landscape, and what they need most right now. Not a generic response — a precise one.

Design Principles

Built with intention

Three principles guided every decision in K-Core's design — and they will guide every product built on it.

Individual by Default

K-Core treats every user as unique. There are no aggregate profiles, no demographic assumptions, no one-size-fits-all responses. Every knowledge model is built and maintained for one person only.

Improves Over Time

Each interaction gives K-Core more signal. The knowledge model becomes more accurate, more nuanced, and more useful the longer a user engages — with no effort required from them beyond simply using the product.

Product-Agnostic

K-Core does not assume the domain, the content type, or the application. It is a general-purpose personalization engine. Any Kinetropic product, in any field, can register with it and immediately benefit from a full user model.

K-Core powers CramMe — available now in beta.

CramMe is our first K-Core-powered product. If you are studying in Japan, you can start using it today via LINE.