Understanding how AI systems might distort human beliefs requires first understanding how humans mislead themselves. In this section, we first review literature on how individuals search for and interpret evidence then summarize recent work on the impact of sycophantic AI agents.
A note on Dan Carpenter: Beyond his 2,707 bug fixes, Dan invented the Fixes: tag convention that makes this entire analysis possible. When a kernel developer fixes a bug, they add a line like Fixes: abc123def ("original commit subject") to link the fix back to the introducing commit. This simple convention, now standard practice, created the 125,000-pair dataset we're analyzing. Dan didn't just fix more bugs than almost anyone, he built the system that lets us track them.
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