Method and device for controlling intelligent devices, intelligent technical systems, robots or the like, and intelligent device, intelligent technical system, robot or the like which is controllable by such a method and/or has such a device

A device (100) for controlling intelligent devices (IG), intelligent technical systems (ITS), robots (R) or the like, comprising:

• a first interface (101) that is set up to read in a control and data specification (SP1), an instruction (H), a maximum control risk value (D) and a control risk context (SK);
• a second interface (102) that is set up to read in input data (ED1) provided by intelligent devices (IG), intelligent technical systems (ITS), robots (R) or the like via a control interface;
• a third interface (103) that is set up to read in a control instruction(S);
• an AI language model module (104) which is set up to execute a deep neural network comprising a small AI language model or SLM on an artificial intelligence processing unit in order to reduce the technical system requirements, to generate control commands as a function of input data (ED1), a control and data specification (SP1), a set of instructions (H), a maximum control risk value (D), a control risk context (SK), and to provide generated data to a test and improvement module (105);
• a verification and improvement module (105) which is set up to read in outputs of the AI language model module (104), to determine a control risk value for executing the control command as a function of the control risk context (SK), to compare the determined control risk value with a maximum control risk value (D), to modify a control command iteratively by modification in order to reduce the control risk value until it complies with a maximum control risk value (D), in order to reduce negative effects and/or risks of a possibly defective, incorrect, incomplete, unintended or only partial control, to provide and output a test result;
• and,
• an execution module (106) that is set up to read a generated control command, to execute it on the operating system and/or to provide it to the control interface (107), to read the output after the execution and/or provision, for example control protocols.