Nuclear Engineers.

This job has 20 core tasks. We went through 19 of them, one at a time.

Task by task, from the work Nuclear Engineers actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

1. TASK 01

   Prepare technical reports of findings or recommendations, based on synthesized analyses of test results.

   AI DOES

   Drafts report sections, summarizes test data, and suggests standard language and structure

   YOU DO

   Verify safety conclusions and sign off with professional judgment

2. TASK 02

   Prepare environmental impact statements, reports, or presentations for regulatory or other agencies.

   AI DOES

   Drafts report sections, summarizes data, and formats presentations

   YOU DO

   Verify every technical claim and sign off with your engineering judgment

3. TASK 03

   Recommend preventive measures to be taken in the handling of nuclear technology, based on data obtained from operations monitoring or from evaluation of test results.

   AI DOES

   Scans large datasets, flags anomalies, and drafts preliminary safety reports

   YOU DO

   Apply deep domain expertise and take legal responsibility for every safety call

4. TASK 04

   Keep abreast of developments and changes in the nuclear field by reading technical journals or by independent study and research.

   AI DOES

   Summarizes technical papers, highlights key findings, and surfaces relevant new research fast

   YOU DO

   Apply deep domain judgment to decide what new findings matter for your plant or project

5. TASK 05

   Design or develop nuclear equipment, such as reactor cores, radiation shielding, or associated instrumentation or control mechanisms.

   AI DOES

   Runs simulations, searches technical literature, drafts design specs, and flags potential safety issues

   YOU DO

   Own every safety-critical decision, validate physical results, and sign off on regulatory approval

6. TASK 06

   Design fuel cycle models or processes to reduce the quantity of radioactive waste generated from nuclear activities.

   AI DOES

   Searches research, summarizes past cycle designs, and helps set up simulation inputs

   YOU DO

   Own the safety tradeoffs, regulatory decisions, and novel engineering choices

7. TASK 07

   Conduct environmental studies on topics such as nuclear power generation, nuclear waste disposal, or nuclear weapon deployment.

   AI DOES

   Searches research databases, summarizes environmental data, drafts study sections, and flags regulatory requirements

   YOU DO

   Own the safety judgments, interpret site-specific conditions, and sign off on findings that affect public health

8. TASK 08

   Design or direct nuclear research projects to develop, test, modify, or discover new uses for theoretical models.

   AI DOES

   Searches prior research, drafts project plans, and helps analyze theoretical model data

   YOU DO

   Make safety calls, set research goals, and judge which new ideas are worth pursuing

9. TASK 09

   Develop or contribute to the development of plans to remediate or restore environments affected by nuclear radiation, such as waste disposal sites.

   AI DOES

   Drafts remediation plan sections, summarizes regulations, models contamination scenarios, and flags gaps in documentation

   YOU DO

   Apply site-specific safety judgment, navigate regulatory approval, and take legal responsibility for public safety decisions

10. TASK 10

    Examine accidents to obtain data for use in design of preventive measures.

    AI DOES

    Searches accident databases, summarizes incident reports, and spots data patterns

    YOU DO

    Apply safety judgment and approve design decisions that protect lives

11. TASK 11

    Direct environmental compliance activities associated with nuclear plant operations or maintenance.

    AI DOES

    Searches regulations, drafts compliance documents, and summarizes monitoring data

    YOU DO

    Own the legal sign-off and judgment calls in safety-critical situations

12. TASK 12

    Write operational instructions to be used in nuclear plant operation or nuclear fuel or waste handling and disposal.

    AI DOES

    Drafts procedure outlines, formats step-by-step instructions, and checks for missing sections or unclear language

    YOU DO

    Verify every technical and safety detail with your deep domain knowledge and regulatory accountability

13. TASK 13

    Monitor nuclear facility operations to identify any design, construction, or operation practices that violate safety regulations and laws or could jeopardize safe operations.

    AI DOES

    Scans sensor data and logs to highlight patterns that may signal rule violations

    YOU DO

    Physically inspect the facility, apply expert judgment, and own the safety call

14. TASK 14

    Conduct tests of nuclear fuel behavior and cycles or performance of nuclear machinery and equipment to optimize performance of existing plants.

    AI DOES

    Analyzes performance data, runs simulations, and spots patterns in test results

    YOU DO

    Physically conduct tests, make safety calls, and sign off on findings in regulated nuclear settings

15. TASK 15

    Design or oversee construction or operation of nuclear reactors, power plants, or nuclear fuels reprocessing and reclamation systems.

    AI DOES

    Runs thermal-hydraulic simulations, flags design anomalies, and drafts technical documentation

    YOU DO

    Own every safety decision and be physically present for construction and operational oversight

16. TASK 16

    Consult with other scientists to determine parameters of experimentation or suitability of analytical models.

    AI DOES

    Summarizes literature, drafts model parameters, and flags inconsistencies in experimental designs

    YOU DO

    Lead technical discussions and make safety-critical scientific judgments with peers

17. TASK 17

    Discuss construction project proposals with interested parties, such as vendors, contractors, or nuclear facility review boards.

    AI DOES

    Drafts meeting agendas, summarizes proposals, and prepares technical talking points

    YOU DO

    Lead live discussions, read the room, and make safety-critical judgment calls

18. TASK 18

    Direct operating or maintenance activities of nuclear power plants to ensure efficiency and conformity to safety standards.

    AI DOES

    Monitors sensor data, flags anomalies, and summarizes compliance reports

    YOU DO

    Own every safety call and stay physically present on the floor

19. TASK 19

    Perform experiments that will provide information about acceptable methods of nuclear material usage, nuclear fuel reclamation, or waste disposal.

    AI DOES

    Helps design experiments, models outcomes, and analyzes data from tests

    YOU DO

    Physically run experiments, handle materials safely, and make real-time safety calls on-site