Heat oil in a large skillet over medium heat. Add almonds and cook, stirring occasionally, until fragrant and light golden, 10-12 minutes. Stir in thyme and remove from heat. Add salt and pepper to taste, then pour onto a rimmed baking sheet to cool completely. Once cool, store in an airtight container for up to two weeks.