Nuclear Power Reactor Operators

Monitor all systems for normal running conditions, performing activities such as checking gauges to assess output or the effects of generator loading on other equipment.

AI: Fully automatable - Given digitized sensor feeds and modern anomaly-detection models, AI in 2025 can continuously monitor system parameters and assess deviations from normal running conditions.

Record operating data, such as the results of surveillance tests.

AI: Fully automatable - Automated logging and extraction of surveillance test results from digital systems is a routine capability of AI and software tools in 2025.

Note malfunctions of equipment, instruments, or controls and report these conditions to supervisors.

AI: Fully automatable - AI systems can detect equipment/instrument malfunctions from sensor data and automatically generate alerts or reports to supervisors.

Review and edit standard operating procedures.

AI: Fully automatable - Large language models and rule-based tools can effectively review, edit, and draft standard operating procedures, identifying inconsistencies and proposing revisions.

Direct the collection and testing of air, water, gas, or solid samples to determine radioactivity levels or to ensure appropriate radioactive containment.

AI: Fully automatable - Autonomous sampling systems, remote robotics, and lab automation combined with AI analysis can technically direct and perform collection and testing of environmental and radioactive samples for routine and many complex cases by 2025.

Direct measurement of the intensity or types of radiation in work areas, equipment, or materials.

AI: Fully automatable - Distributed radiation sensors, automated survey instruments, and AI analytics can measure and classify radiation types/intensities and report actionable results without continuous human intervention.

Adjust controls to position rod and to regulate flux level, reactor period, coolant temperature, or rate of power flow, following standard procedures.

AI: Partial - Automatic control systems already regulate many reactor parameters, and AI can assist, but rod positioning and related adjustments require licensed human oversight and strict procedures.

Develop or implement actions such as lockouts, tagouts, or clearances to allow equipment to be safely repaired.

AI: Partial - AI can generate and suggest lockout/tagout procedures, but implementing and authorizing physical lockouts requires an authorized human presence and responsibility.

Direct reactor operators in emergency situations, in accordance with emergency operating procedures.

AI: Partial - AI can provide real-time recommendations and decision support for emergency operating procedures, but directing human operators in emergencies typically requires trusted human command and legal responsibility.

Respond to system or unit abnormalities, diagnosing the cause, and recommending or taking corrective action.

AI: Partial - AI diagnostic systems can detect anomalies and recommend corrective actions, but in nuclear operations final diagnosis and corrective action taking require human decision-making and authorization.

Monitor or operate boilers, turbines, wells, or auxiliary power plant equipment.

AI: Partial - AI can monitor and partially control boilers/turbines/auxiliary equipment through automated control systems, but full autonomous operation across all conditions remains risky and often requires human oversight.

Implement operational procedures, such as those controlling start-up or shut-down activities.

AI: Partial - AI can execute scripted start-up/shut-down sequences and assist with procedure enforcement, but full autonomous implementation of complex, safety-critical procedures without human supervision is not generally acceptable or mature.

Participate in nuclear fuel element handling activities, such as preparation, transfer, loading, or unloading.

AI: Partial - AI can plan, simulate, and control robotic assistance for fuel handling, but complete autonomous participation in nuclear fuel handling remains limited by complex manipulations and strict safety/regulatory constraints.

Authorize maintenance activities on units or changes in equipment or system operational status.

AI: Partial - AI can analyze procedures, risk implications, and recommend safe timing/conditions for maintenance, but legal/licensed operator authorization and final responsibility in nuclear plants remains human-controlled in 2025.

Supervise technicians' work activities to ensure that equipment is operated in accordance with policies and procedures that protect workers from radiation and ensure environmental safety.

AI: Partial - AI can monitor technicians, detect deviations from procedures, and provide real‑time guidance or alerts, but full supervisory authority and accountability for radiation safety is still retained by human supervisors.

Dispatch orders or instructions to personnel through radiotelephone or intercommunication systems to coordinate auxiliary equipment operation.

AI: Partial - AI can generate and transmit coordination instructions via communication systems, but the dynamic, safety-critical nature of dispatching orders typically requires human judgment and confirmation.

Authorize actions to correct identified operational inefficiencies or hazards so that operating efficiency is maximized and potential environmental issues are minimized.

AI: Partial - AI can detect inefficiencies and hazards and propose or even execute constrained corrective actions, but comprehensive authorization to implement operational changes in a nuclear context generally requires human approval.

Conduct inspections or operations outside of control rooms as necessary.

AI: Partial - AI-enabled inspection (vision, sensors, robots) can perform many outside-control-room tasks, but full autonomous conduct of all inspections/operations in varied physical environments is not yet universal.

Identify or direct implementation of appropriate decontamination procedures, based on equipment and the size, nature, and type of contamination.

AI: Partial - AI can recommend and sequence decontamination procedures and control robotic decon tools for many scenarios, but selecting and authorizing complex or novel decontamination strategies typically still requires human expertise.

Operate nuclear power reactors in accordance with policies and procedures to protect workers from radiation and to ensure environmental safety.

AI: Not automatable - Operating a nuclear reactor to protect workers and the environment involves regulatory, ethical, and high-stakes judgment that cannot be delegated to AI as of 2025.