What is this Fall thing I keep hearing about?

Forecasts for 1st day on the trail.  I might even need a jacket.

Asheville, NC Thu, Oct 1 H73° L52° mostly cloudy 20% chance of rain
Austin, TX       Thu, Oct 1 H94° L70° mostly sunny 20% chance of rain