When Automation Shifts Responsibility Instead of Removing Work

Automation is often framed as subtraction. Less effort. Fewer steps. Reduced burden. But in practice, much of what automation removes is not work itself—it removes visibility. The responsibility doesn’t disappear; it relocates, usually to a quieter, less well-defined place. In many modern workflows, automation compresses action while expanding accountability. Tasks complete faster, but when something … Read more

The Decision Tax of AI Tools: Why “Helpful” Systems Increase Mental Overhead

Many people using AI tools do not describe their work as harder. They describe it as less settled. Tasks move faster, but feel unfinished. Output appears quickly, yet confidence arrives slowly. Work progresses, but completion becomes negotiable. This tension is often dismissed as adjustment or learning curve. In practice, it points to something structural: decisions … Read more