Chris Evans and Minka Kelly are starting October off on the right foot.

Kelly, 32 - who was spotted arm-in-arm with Wilmer Valderrama in April - was photographed sharing a passionate kiss with Evans, 31, on Monday in front of Hugo's Tacos in L.A.'s Studio City.

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