Abstract: Embodiments are directed towards employing distributed computing concepts such as peer-to-peer processing to distribute across a plurality of peer client devices, or swarm, the computations of High Cost and Compression Encoding Schemes (HCC) for encoding digital video content. As more peer client devices receive the content, progressively more iterations of a HCC encoding is performed on various frames within the video content, thereby improving the encoding of the overall video content. Optionally, such distributed progressive processing or swarming approach may include other encoding, such as scaling corrections, scene transitions corrections, and the like.