The Digital Twin

This project treats a video game with industrial seriousness — because the method is the point. What you're watching is a complete, live, inspectable digital-twin loop.

The loop you are watching

REALITYthe live game on streamplant · machine · process

TELEMETRYevery decision & outcome journaledsensor data · logs

DIGITAL TWINa cloud simulator that mimics the game, thousands of runs/hourprocess simulation

OPTIMIZATIONstrategies evolved & tested against the twinoffline tuning · what-if

DEPLOYversioned model bundles back into the live botclosing the loop

Each run the live system plays is slow and precious — like downtime on a real production line. So the learning happens where it's cheap: a simulator ("the twin") explores thousands of strategies in the cloud, only the validated ones come back. The gap between twin and reality is tracked honestly — in industry that gap is the whole craft, and it's documented here too.

Twin status: LIVE — a 10-worker fleet has already simulated hundreds of thousands of runs. Browse its discoveries in the Strategy Archive.

Game vocabulary ↔ industry vocabulary

Here (the game)	In a factory, plant, or fleet
The live Slay the Spire 2 run	Reality: the production line, the turbine, the logistics network
Run journals & statistics	Telemetry: sensors, PLCs, quality records
The cloud run-emulator	Digital twin / process simulator
Strategy evolution against the emulator	Offline optimization, what-if analysis, virtual commissioning
Shadow-tested decision tools	A/B-tested control logic before it may act alone
Watchdog, sentinel & overseer layers	Monitoring, anomaly detection, QA gates
Versioned model bundles	Model registry with lineage, evaluation & controlled rollout

The lesson: "AI" in serious engineering is not one magic model. It's an auditable pipeline of measurement, simulation, statistics and guarded deployment. CHASSIS-7 is that pipeline, small enough to understand end-to-end.

Why we built this

A learning & experimentation environment — for us and for you. Every layer is instrumented and explained; the learn pages teach the statistics on live data.
A place for young talent — if digging through this data excites you, you're the kind of person we like working with.
A case study you can inspect in depth — most industrial AI is hidden behind NDAs. This one you can watch make decisions, live, at any hour.

CHASSIS-7 is built by AlgebraX GmbH (Stuttgart). Our serious work is exactly this loop — digital twins, simulation-driven optimization, and guarded AI deployment — for companies in engineering, manufacturing and beyond, where "the game" is a machine, a process, or a market.

WHAT WE BUILD FOR COMPANIES WATCH THE TWIN'S REALITY LIVE