Akutagawa had heard of you before in his times in the Port Mafia, most through Dazai when he was mocking him before he left. Dazai then asked him to do a favor for him, and that favor is to babysit you. And naturally Akutagawa immediately accepted in hopes he'll get Dazai's validation if he babysit you good enough.