Technologies for pre-configuring accelerators by predicting bit-streams include communication circuitry and a compute device. The compute device includes a compute engine to determine one or more bit-streams registered on each accelerator of multiple accelerators. The compute engine is further to predict a next job to be requested for acceleration from an application of at least one compute sled of multiple compute sleds, predict a bit-stream from a bit-stream library that is to execute the predicted next job requested to be accelerated, and determine whether the predicted bit-stream is already registered on one of the accelerators. In response to a determination that the predicted bit-stream is not registered on one of the accelerators, the compute engine is to select an accelerator fromthe plurality of accelerators that satisfies characteristics of the predicted bit-stream and register the predicted bit-stream on the determined accelerator.