The loop: flat, runnable, and relentless
A flat course sounds easy until you realize there is no break in it. There is no long climb that forces you to hike and eat, and no big descent to coast on, so your legs run nonstop from the gun to the finish. That constant turnover is its own kind of fatigue, and it is why people who treat Autumn Leaves like a casual jog get humbled in the back half. The smart move is to run the early laps slower than feels right and bank patience instead of time.
The footing is friendly. Most of the loop is smooth bike path, with a short stretch of dirt singletrack along the river, so road shoes or light trail shoes are plenty. You start in the dark, so you will need a headlamp for that first lap, and the early-morning air in the Willamette Valley in late October is cold and often damp.