Resources

Systems engineering with AI agents

How to connect an agent to MBEstudio, what it can check, how it compares with other MBSE tools, and the engineering notes behind it.

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Articles
Files for agents

Get started

Put an agent to work on a system model

Connect the agent you already use, then follow a workflow from a specification to a checked model.

Agent interface

Connect your agent over MCP

Setup for Claude Code, Claude Desktop, GitHub Copilot, ChatGPT, Cursor and Codex, with real session screenshots.

Workflows

From a prompt to a checked model

Validate a specification for free, compile SysML v2, verify, simulate, and review the result in the studio.

Platform

How the model is evaluated

Requirements, state behavior, trades, geometry and interfaces in one SysML v2 source.

Guide

A guided pass through the studio

Panel by panel, from opening a model to exporting a report.

Reference

The SysML v2 model reference

Parts, ports, quantities, state behavior and executable requirements, as MBEstudio reads them.

Scope

What works today, and its limits

The supported SysML v2 subset, discrete simulation, and the directions under consideration.

Compare tools

How MBEstudio compares

Where each tool runs, what checks the AI, and what sets MBEstudio apart.

Comparison

SysML v2 tools compared

Fourteen SysML v2 and AI systems engineering tools, with a capability matrix and the technical moat.

Buyer guide

The best MBSE software in 2026

Eleven tools ranked on time to a useful model, what checks the result, and cost to find out.

Head to head

MBEstudio vs Cameo

A desktop SysML suite or a browser SysML v2 studio built for agents.

Head to head

MBEstudio vs Dalus

Two browser MBSE tools compared on source of truth, AI, simulation and price.

Explainer

AI MBSE in MBEstudio

How the agent writes a model and what checks it before you see it.

Explainer

AI for SysML v2

Generating SysML v2 text that compiles, and what a compiler catches.

Articles

Engineering notes

Written from what we have built and hit, including the parts that do not work yet.

AI MBSE

What Is AI Model-Based Systems Engineering (AI MBSE)?

What AI does in an MBSE workflow today, the five ways an AI-generated system model goes wrong, and the checks that let you rely on one.

14 October 2026 · 10 min read

Model integrity

Provenance Has to Survive Every Copy

A converter that correctly refuses to invent provenance becomes a data-degradation engine the moment it runs over data that already has some. We shipped that, and measured it before we found it.

26 August 2026 · 8 min read

Data isolation

Isolation Is Tested, Not Configured

A configuration flag named after a behaviour is a claim about that behaviour, not the behaviour itself. When isolation is a filter rather than a wall, the only evidence worth having is a write one tenant cannot see.

26 August 2026 · 9 min read

Configuration management

Evidence Is Only Valid for the Build It Measured

A container told us it was running one commit. Its image label said another. The difference was ten commits of work, and the only thing that caught it was a script that refused to believe either of us.