Cubelet AI
// platform.architecture

The Course Factory

Every compliance simulator begins as a market signal. The Course Factory transforms it through a 5-stage AI pipeline into knowledge atoms — Cubelets — that assemble into interactive assessment experiences.

5-Stage AI Production Pipeline

1
Research Haiku

Gather context, regulations, and domain expertise from authoritative sources

2
Write Sonnet

Generate six-face cubelet content with structured learning outcomes

3
Edit Sonnet

Refine coherence, accuracy, and pedagogical clarity across all faces

4
QA Opus

Validate against 42/60 quality gate — no face below threshold

5
Publish Haiku

Write to Neo4j knowledge graph with embeddings and taxonomic links

factory.cubelet.ai — Production Pipeline
The Course Factory production pipeline showing 5-stage agent pipeline with Research, Writer, Editor, QA, and Publisher stages
factory.cubelet.ai — Cubelet Browser
Cubelet Browser showing an AI Safety Engineering cubelet with six-face quality scores and assembly actions

The Knowledge Atom

A Cubelet is a knowledge atom with six faces of understanding — WHAT, WHY, HOW, WHERE, WHEN, and APPLY — explored across five levels of mastery depth.

Each face is scored during production. The quality gate requires a minimum 42/60 aggregate score with no face below threshold. This ensures every cubelet delivers complete, multi-dimensional understanding.

WHAT
WHY
HOW
WHERE
WHEN
APPLY

MCP-Native Delivery

Every Cubelet product ships as an MCP server — a standard protocol that lets AI assistants use specialized tools. Your compliance training runs inside Claude, ChatGPT, or any MCP-compatible client.

16 tools

In Claude Desktop

16 interactive tools — practice listing, simulation, coaching, gap analysis — all accessible through natural conversation.

Same API

In ChatGPT

The same CMMC Mock Assessment Simulator running as a ChatGPT integration. Same intelligence, different surface.

Full UI

In Your Browser

A dedicated web application at cmmc-app.cubelet.ai for teams that prefer a traditional interface.

MCP Tools — Course Factory (34 tools)
MCP Tools interface showing 34 tools across Cubelet, Presentation, Graph, Assessment, Simulation, and Coaching categories

See the platform in action

The CMMC Assessment Simulator is the first product of the Course Factory. Try it today, or talk to us about building simulators for your compliance domain.