January 2026 Observatory
18 Things Humans Will Stop Doing Themselves
AI experts have identified critical activities that humans are increasingly delegating to artificial intelligence. This observatory tracks the impact on human agency and provides PALO-aligned mitigation strategies.
"The greatest risk is not that AI will become too intelligent, but that we will become too dependent. Human agency must be preserved through conscious design and continuous vigilance."
Impact Categories
Protect Human Agency with PALO
Use PALO Framework tools to assess AI systems for human oversight requirements and ensure responsible deployment.