The eDoer learning platform, developed by the Lab Learning and Skill Analytics (LSA) at the TIB, evolved from academic research into an AI-driven EdTech solution designed to bridge individual learning needs with labour market requirements. Starting as a junior research group initiative in 2018, the LSA developed the platform through several iterative prototypes—incorporating human-in-the-loop machine learning, Open Educational Resources (OER), and personalised curriculum recommendations—to support informal and vocational learning, particularly in complex fields like healthcare and doctoral education. Now transitioning into a spin-off venture, eDoer aims to transform fragmented organizational knowledge into continuous learning ecosystems, demonstrating the power of AI-assisted, context-aware curriculum development while emphasizing the importance of simplicity and educational guidelines in scaling successful learning interventions. http://edoer.org/ https://tib.edoer.org/en https://www.ai4vet4ai.eu/ https://www.ai2med.eu/