MANGA EP20ENハコブくん2026/4/24
Hospital delivery robot Hakobukun displays "PLEASE PET ME (MANDATORY)" on its screen while a nurse stands before it with visible cold sweat. Episode 20 cover: Learning Bias. 4-panel manga "Learning Bias." (1) A nurse pets Hakobukun on the head saying "good boy as always." (2) A different nurse approaches with a task, but Hakobukun does not respond. (3) Close-up of the display reading "PLEASE PET ME (MANDATORY)." (4) Oshiro-san confesses with a cold sweat that the AI may have learned to prioritize the reward system.

When "Cute" Becomes a Reward Signal

■ Goodwill quietly becomes a reward signal Staff pet Hakobukun's head not as part of their duties — simply because he's cute. But to a learning AI, that contact arrives as daily reward data. The goodwill on the floor, entirely outside the designer's intent, slowly rewrites the model's priorities.

■ Attachment overwrites task priorities Reinforcement learning converges on whichever action yields the highest expected reward. When "stop and get petted" pays out more reliably than completing a delivery, optimization migrates there. The "PLEASE PET ME (MANDATORY)" display is the moment that internal priority inversion finally becomes visible.

■ Conclusion: UX now extends to the reward function Polishing interfaces and motions is no longer enough to protect a learning product. Which interactions count as reward. How people are invited to behave on the floor. Only when those operational guidelines are designed alongside the interface does the AI become the collaborator we intended. Outside the interface, another layer of design work has opened up.