An adaptable vehicle monitoring system for providing operator feedback to operate a vehicle, wherein the system is adaptable to a different type of vehicle based at least in part on encoded information in a digital file, the adaptable vehicle monitoring system comprising: a context awareness subsystem configured to determine a current vehicle context, wherein the current vehicle context reflects an operational mode of the vehicle comprising a flight operation; a state monitoring subsystem configured to derive a current vehicle state based at least in part on current vehicle state data wherein a perception subsystem having a plurality of cameras is configured to acquire the current vehicle state data visually from instruments located in a vehicle, wherein the state monitoring subsystem is operatively coupled with a knowledge acquisition subsystem that is configured to correlate the vehicle state data with the current vehicle context as a function of at least one parameter of the vehicle, wherein the knowledge acquisition subsystem is arranged to codify a pilot operation handbook in the form of knowledge data to weight certain vehicle state data as a function of the current vehicle context and a predetermined procedure; and wherein the state monitoring subsystem is configured to analyze the current vehicle state data and the current vehicle context to identify one or more trends; a feedback subsystem operatively coupled with the state monitoring subsystem, wherein the feedback subsystem is configured to prepare operator feedback based at least in part on a comparison between the current vehicle state and an expected vehicle state, and wherein the expected vehicle state is derived based at least in part on one or more stored vehicle states and the one or more trends; and a user interface configured to provide the prepared operator feedback. a context awareness subsystem configured to determine a current vehicle context, wherein the current vehicle context reflects an operational mode of the vehicle comprising a flight operation; a state monitoring subsystem configured to derive a current vehicle state based at least in part on current vehicle state data wherein a perception subsystem having a plurality of cameras is configured to acquire the current vehicle state data visually from instruments located in a vehicle, wherein the state monitoring subsystem is operatively coupled with a knowledge acquisition subsystem that is configured to correlate the vehicle state data with the current vehicle context as a function of at least one parameter of the vehicle, wherein the knowledge acquisition subsystem is arranged to codify a pilot operation handbook in the form of knowledge data to weight certain vehicle state data as a function of the current vehicle context and a predetermined procedure; and wherein the state monitoring subsystem is configured to analyze the current vehicle state data and the current vehicle context to identify one or more trends; wherein the state monitoring subsystem is operatively coupled with a knowledge acquisition subsystem that is configured to correlate the vehicle state data with the current vehicle context as a function of at least one parameter of the vehicle, wherein the knowledge acquisition subsystem is arranged to codify a pilot operation handbook in the form of knowledge data to weight certain vehicle state data as a function of the current vehicle context and a predetermined procedure; and wherein the state monitoring subsystem is configured to analyze the current vehicle state data and the current vehicle context to identify one or more trends; a feedback subsystem operatively coupled with the state monitoring subsystem, wherein the feedback subsystem is configured to prepare operator feedback based at least in part on a comparison between the current vehicle state and an expected vehicle state, and wherein the expected vehicle state is derived based at least in part on one or more stored vehicle states and the one or more trends; and wherein the feedback subsystem is configured to prepare operator feedback based at least in part on a comparison between the current vehicle state and an expected vehicle state, and wherein the expected vehicle state is derived based at least in part on one or more stored vehicle states and the one or more trends; and a user interface configured to provide the prepared operator feedback.