Cubelet AI
Open your practice ↗
// platform.architecture

What powers your practice

Behind every cubelet is a 5-stage AI production pipeline — from domain signal to quality-gated knowledge atom. Here's what your practice is built on.

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
Cubelet AI production pipeline — 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 — Cubelet AI (34 tools)
MCP Tools interface showing 34 tools across Cubelet, Presentation, Graph, Assessment, Simulation, and Coaching categories

// for organizations

Build with cubelets

Organizations can assemble tabletop exercises, custom simulations, and partner tools using the same cubelet foundation that powers cubelet.ai. The full platform story — including CubeletCore air-gapped deployment, the platform substrate, and partner tooling — lives at GRID42.ai.

Try CMMC Simulator See the full platform →

What organizations build

  • ✓ Tabletop exercises from live cubelet content
  • ✓ Custom compliance simulations for clients
  • ✓ Training and consulting partner tools
  • ✓ Air-gapped knowledge substrates (CubeletCore)