High-precision metal parts are crucial for the manufacturing sector; yet programming machines to produce these components remains a time-consuming and repetitive task. As the shortage of skilled workers intensifies, this process increasingly becomes a bottleneck. Manukai, a spinoff from ETH Zürich, addresses this challenge by developing a novel AI, which automates repetitive programming tasks by leveraging available production data.