The author of the article is troubleshooting a high CPU usage issue on their Chumby 8 device, which is running a Linux kernel. They investigate the issue by analyzing the kernel's behavior, profiling the CPU, and examining the /proc/stat file. The author discovers that the idle tick counter is not being incremented correctly, leading to inaccurate CPU usage readings. This issue is eventually linked to a configuration option in the kernel, specifically CONFIG_NO_HZ_IDLE, which is similar to a problem experienced by the OLPC project.