AI and Agency (bitsandletters.com) AI

The piece argues that successful AI adoption depends less on tools and more on team “agency” practices—specifically clarity, psychological safety, and focusing on outcomes—contrasting this with top-down, metric-driven mandates that can undermine motivation and lead to low-value work.