Hilary Duff was pictured stepping out in Los Angeles ... posted a series of closeups of herself in a canary-yellow sweater dress that emphasized her smooth skin and prominent cheekbones.

It looks like Matthew Koma is coming clean about what Hilary Duff has been up to ... in a recording studio wearing headphones, a light sweater, jeans and boots. The 37-year-old peered down ...