The blog post 'Automating my job away' by Austin Z. Henley discusses the philosophy of automation in the workplace, inspired by a friend's advice to automate tasks that are repeated more than twice. It explores the implications and practicality of this mindset within software development and startup environments, suggesting a shift towards automation as a means to increase efficiency.