Purslane

Type: Broadleaf
Appearance: Stems are reddish-green and thick, creep along the ground, and rarely grow more than 4" tall. The leaves are paddle-shaped and can be up to 2" long. This is considered an edible weed, but be sure not to confuse it with Spurge, which is NOT edible.
Life cycle: Annual