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MSc in Biomedical Physics & Technology

verdict slip · printed 1 Aug 2026 · sources on every line

how to read this slip
stays humanthe evidence says this stays human led
with AIdone faster with AI in the loop: still needs you
shiftingthe evidence says AI already reaches this one
no data yetno source covers it yet, so we don't guess

STAYS HUMAN25
with AI30
shifting16
tasks charted · feeds 9 jobs71
of 71 charted tasks: 25 stay human · 30 run with AI in the loop · 16 are shifting. counts only: we don't do scores.

Engineering Teachers, Postsecondary[feeds: source]
Conduct research in a particular field of knowledge and publish findings in professional journals, books, or electronic media.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare course materials, such as syllabi, homework assignments, and handouts.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Evaluate and grade students' class work, laboratory work, assignments, and papers.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Write grant proposals to procure external research funding.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Supervise undergraduate or graduate teaching, internship, and research work.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare and deliver lectures to undergraduate or graduate students on topics such as mechanics, hydraulics, and robotics.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Initiate, facilitate, and moderate class discussions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Microsystems Engineers[feeds: source]
Create schematics and physical layouts of integrated microelectromechanical systems (MEMS) components or packaged assemblies consistent with process, functional, or package constraints.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Investigate characteristics such as cost, performance, or process capability of potential microelectromechanical systems (MEMS) device designs, using simulation or modeling software.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Create or maintain formal engineering documents, such as schematics, bills of materials, components or materials specifications, or packaging requirements.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Conduct analyses addressing issues such as failure, reliability, or yield improvement.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan or schedule engineering research or development projects involving microelectromechanical systems (MEMS) technology.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Propose product designs involving microelectromechanical systems (MEMS) technology, considering market data or customer requirements.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop formal documentation for microelectromechanical systems (MEMS) devices, including quality assurance guidance, quality control protocols, process control checklists, data collection, or reporting.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Communicate operating characteristics or performance experience to other engineers or designers for training or new product development purposes.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Photonics Engineers[feeds: source]
Analyze system performance or operational requirements.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop optical or imaging systems, such as optical imaging products, optical components, image processes, signal process technologies, or optical systems.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop or test photonic prototypes or models.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Design, integrate, or test photonics systems or components.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Assist in the transition of photonic prototypes to production.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in the field.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Write reports or proposals related to photonics research or development projects.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Conduct testing to determine functionality or optimization or to establish limits of photonics systems or components.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Natural Sciences Managers[feeds: source]
Hire, supervise, or evaluate engineers, technicians, researchers, or other staff.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Design or coordinate successive phases of problem analysis, solution proposals, or testing.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan or direct research, development, or production activities.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Review project activities and prepare and review research, testing, or operational reports.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Confer with scientists, engineers, regulators, or others to plan or review projects or to provide technical assistance.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Develop client relationships and communicate with clients to explain proposals, present research findings, establish specifications, or discuss project status.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Determine scientific or technical goals within broad outlines provided by top management and make detailed plans to accomplish these goals.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare project proposals.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Health Specialties Teacher, Postsecondary[feeds: source]
Prepare course materials, such as syllabi, homework assignments, and handouts.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Keep abreast of developments in the field by reading current literature, talking with colleagues, and participating in professional conferences.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Evaluate and grade students' class work, assignments, and papers.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Supervise laboratory sessions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Compile, administer, and grade examinations, or assign this work to others.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Maintain student attendance records, grades, and other required records.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Initiate, facilitate, and moderate classroom discussions.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Plan, evaluate, and revise curricula, course content, course materials, and methods of instruction.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Perform complex calculations as part of the analysis and evaluation of data, using computers.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Analyze data from research conducted to detect and measure physical phenomena.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Describe and express observations and conclusions in mathematical terms.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Design computer simulations to model physical data so that it can be better understood.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Write research proposals to receive funding.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Teach physics to students.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Report experimental results by writing papers for scientific journals or by presenting information at scientific conferences.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Architectural and Engineering Managers[feeds: source]
Manage the coordination and overall integration of technical activities in architecture or engineering projects.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Direct, review, or approve project design changes.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Consult or negotiate with clients to prepare project specifications.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare budgets, bids, or contracts.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Present and explain proposals, reports, or findings to clients.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Confer with management, production, or marketing staff to discuss project specifications or procedures.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Assess project feasibility by analyzing technology, resource needs, or market demand.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Review, recommend, or approve contracts or cost estimates.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Non-Destructive Testing Specialist[feeds: source]
Interpret or evaluate test results in accordance with applicable codes, standards, specifications, or procedures.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Interpret the results of all methods of non-destructive testing (NDT), such as acoustic emission, electromagnetic, leak, liquid penetrant, magnetic particle, neutron radiographic, radiographic, thermal or infrared, ultrasonic, vibration analysis, and visual testing.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Examine structures or vehicles such as aircraft, trains, nuclear reactors, bridges, dams, and pipelines, using non-destructive testing techniques.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Select, calibrate, or operate equipment used in the non-destructive testing of products or materials.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Identify defects in solid materials, using ultrasonic testing techniques.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Prepare reports on non-destructive testing results.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Document non-destructive testing methods, processes, or results.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Supervise or direct the work of non-destructive testing trainees or staff.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Photonics Technician[feeds: source]
Maintain clean working environments, according to clean room standards.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Compute or record photonic test data.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Adjust or maintain equipment, such as lasers, laser systems, microscopes, oscilloscopes, pulse generators, power meters, beam analyzers, or energy measurement devices.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Set up or operate assembly or processing equipment, such as lasers, cameras, die bonders, wire bonders, dispensers, reflow ovens, soldering irons, die shears, wire pull testers, temperature or humidity chambers, or optical spectrum analyzers.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Document procedures, such as calibration of optical or fiber optic equipment.shifting

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Perform diagnostic analyses of processing steps, using analytical or metrological tools, such as microscopy, profilometry, or ellipsometry devices.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Assist engineers in the development of new products, fixtures, tools, or processes.with AI

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗
Mix, pour, or use processing chemicals or gases according to safety standards or established operating procedures.stays human

Eloundou et al., "GPTs are GPTs" (2023-03, arXiv:2303.10130) · dated 2023-03.

open source ↗

the delta: what moves your picture
#1 Directing AI to draft a research methodology or experimental plan, then checking it against what the equipment can actually measure
In MSc in Biomedical Physics & Technology's own task ledger, Engineering Teachers, Postsecondary's "Conduct research in a particular field of knowledge and publish findings in…" rates exposed and Microsystems Engineers' "Plan or schedule engineering research or development projects involving…" rates exposed; 2 of the 4 matched rows here rate augmented and 2 rate exposed. Checking a proposed methodology against what the available equipment can actually measure is what keeps an experimental plan worth running. first step: MIT OpenCourseWare: 22.15 Essential Numerical Methods (free, methodology and validation basics) · free · ~25 min
#2 Drafting training manuals, course materials, and testing procedures with AI, then piloting them before they go live
Among MSc in Biomedical Physics & Technology's matched ledger rows, Engineering Teachers, Postsecondary's "Prepare course materials, such as syllabi, homework assignments, and handouts" rates exposed and Non-Destructive Testing Specialist's "Supervise or direct the work of non-destructive testing trainees or staff" rates augmented; 1 of the 2 matched rows here rates augmented and 1 rates exposed. Piloting a drafted manual on someone at the learner's real skill level is what keeps training material something people can actually follow. first step: CAST: Universal Design for Learning guidelines (free, for building materials that actually work) · free · ~15 min
#3 Using AI to draft a physics simulation or results write-up, then checking the math and the reported result against a known solvable case
Looking at the roles MSc in Biomedical Physics & Technology feeds into, Physicist's "Describe and express observations and conclusions in mathematical terms" rates exposed; 1 of the 3 matched rows here rates augmented and 2 rate exposed. Checking a simulation against a known solvable case first is what keeps a reported result trustworthy. first step: MIT OpenCourseWare: 8.01SC Classical Mechanics · free · ~25 min
* THE HONESTY BOX
“not cooked” ≠ “nothing changes.” 30 of your 71 charted tasks already run with AI in the loop. this slip shows only what we could source: where studies disagree, we print both. nobody can promise outcomes; anyone who does is selling something.

Task-level AI evidence on this page is largely US-scoped research; local pay and market context differ.
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