As 2021 comes to an end, I took some time to reflect on the year and to share some of my plans for 2022.

Predictability is one of the pillars of AI safety, but for complex learning systems, unpredictability is unavoidable. How do we assure the safety of systems that are inherently unpredictable?

If there’s one thing we are all familiar with today, it’s uncertainty. Managing uncertainty and decision-making in uncertain circumstances is an ongoing challenge. How can decision-making theories help us understand how we manage our changing, and at times, uncertain world?

Arguments against the use of autonomy in weapon systems have garnered more attention over the years, but how accurate are these arguments and what exactly defines a lethal autonomous weapon system?

As we move towards increasingly autonomous systems, traditional human roles will inevitably change. How do we ensure trust in these systems is maintained as human control continues to evolve?

In an increasingly consumer focused society, how are our consumption habits being translated to the digital world?