Abstract: Systems devices, and methods including: an additive manufacturing component having tools for manufacturing parts and a support structure associated with a part being manufactured; a computing device configured to: identify a region to support on the part being manufactured; determine a set of one or more slices via an iterative process; determine a set of support lines based on the determined set of one or more slices; determine a density associated with the determined set of support lines; and transmit instructions to the additive manufacturing component to add a slice on to the support structure based on the determined set of support lines and associated density; and where the additive manufacturing component is configured to execute a series of instructions to connect the support structure to the region to support via the determined set of support lines.

Abstract: Systems, devices, and methods including: receiving, by an interpreter component having a processor with addressable memory, a first state of a tool of a computer numerical control (CNC) machine; determining, by the interpreter component, a reward and a value of the reward based on the received first state, where the reward is at least one of: positive and negative; transmitting, by the interpreter component, a set of information comprising the determined reward and the value of the reward to an agent component; performing, by the agent component, at least one action to generate a tool path and to proceed to a second state, where the second state is combined with the first state; and determining, by the agent component, the generated tool path based on the determined reward and value associated with the at least one action.

Abstract: Systems devices, and methods including: an additive manufacturing component having tools for manufacturing parts and a support structure associated with a part being manufactured; a computing device configured to: identify a region to support on the part being manufactured; determine a set of one or more slices via an iterative process; determine a set of support lines based on the determined set of one or more slices; determine a density associated with the determined set of support lines; and transmit instructions to the additive manufacturing component to add a slice on to the support structure based on the determined set of support lines and associated density; and where the additive manufacturing component is configured to execute a series of instructions to connect the support structure to the region to support via the determined set of support lines.

Abstract: Systems, devices, and methods including: receiving, by an interpreter component having a processor with addressable memory, a first state of a tool of a computer numerical control (CNC) machine; determining, by the interpreter component, a reward and a value of the reward based on the received first state, where the reward is at least one of: positive and negative; transmitting, by the interpreter component, a set of information comprising the determined reward and the value of the reward to an agent component; performing, by the agent component, at least one action to generate a tool path and to proceed to a second state, where the second state is combined with the first state; and determining, by the agent component, the generated tool path based on the determined reward and value associated with the at least one action.