For Teams
makau.ai runs real tools — JupyterHub, Node-RED, OpenSCAD, Caldera, CORE emulator, Home Assistant bridges — alongside AI mentors that observe, propose, and only act when a learner clicks Accept. Built for classrooms and engineering teams where invention is the output.
Middle school → university
Domain-aligned lab tracks, facilitator dashboards showing live progress, and provenance trails learners own. Covers cyber, AI, mechatronics, fabrication, data science, and healthcare simulations.
Season tooling for teams
Engineering notebook, match scouting, pit incident tracking, and scrimmage driver log — all multi-user, all auditable, all tied back to real engineering evidence.
Apprentice-style upskilling
Use makau labs as guided shadowing: a junior engineer reproduces a senior's workflow with AI coaching, generating an artifact you can review.
Adversary-emulation training
CORE network emulator + Caldera + SCADA bridges, per-session containerised. Red team / blue team exercises with every action logged.