Guided Growth: Mentoring Humans and Humanoids. Posted 09 June 2026 on MaintenanceWorld.com
I’d like to share another insight from the article here with you:
It is about The Weight of Starting Small
Every newcomer carries an invisible load on day one.
When a newcomer enters a new environment, they are not only acquiring skills. They are building a mental model of how things work. The Zone of Proximal Development (ZPD) [1] is an educational concept introduced by Soviet psychologist Lev Vygotsky in the early 1930s. It refers to the difference between what learners can do independently and what they can achieve with guidance or collaboration from others, such as adults or more knowledgeable peers.
This “zone” represents a critical area for skill development, where tasks are challenging yet achievable with support, fostering growth and learning. Similarly, Etienne Wenger work on Communities of Practice [2] emphasized that learning happens through participation in a community, not in isolation. A newcomer learns by engaging with others, observing, asking, and gradually becoming part of the practice. This means onboarding is not a transfer of instructions. It is a structured process of guided participation, where meaning, confidence, and capability grow together. How do this look in a humanoid world?
This effort is often underestimated.
And it is not limited to humans. Industries move toward deploying interactive humanoids—not traditional fixed robots. But mobile systems expected to operate in human environments—the burden shifts but does not disappear. Leaders like Jensen Huang of NVIDIA have emphasized that bringing physical AI into real-world operations is far more complex than digital intelligence alone. Understanding environments, handling variability, and interacting safely with tools and people introduce a different level of challenge. In both cases, human or humanoid, the starting point is the same: limited understanding, high uncertainty, and the need for guided learning.
You can read more in the MaintenanceWorld.com: Guided Growth: Mentoring Humans and Humanoids. Posted 09 June 2026
