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A/KAI Kills What?

Task // O*NET task

Very low exposure · 1 occupations · 0 evidence

Research and test new or modified hardware or software products to determine performance and interoperability.

Research and test new or modified hardware or software products to determine performance and interoperability.

Task automation exposure

20/100

Very low exposure

Exposure basis

[v4/median/cap20] score 20 (raw 40 | A 65 / B 15 / C 40 | modality: physical_primary) AI can handle literature review, generate test plans, and run automated virtual or scripted hardware tests, but physical setup and nuanced performance interpretation still require human involvement. (capable: GPT-4o with network automation frameworks (e.g., Ansible, Netmiko, Python scripts))

0 capabilities · 1 occupations

Basis

How exposure was assessed

[v4/median/cap20] score 20 (raw 40 | A 65 / B 15 / C 40 | modality: physical_primary) AI can handle literature review, generate test plans, and run automated virtual or scripted hardware tests, but physical setup and nuanced performance interpretation still require human involvement. (capable: GPT-4o with network automation frameworks (e.g., Ansible, Netmiko, Python scripts))

Automation exposure20/100

How much of this task's output current AI can produce or substantially assist.

Strongest applicable capability0/100

Best current model strength on any capability this task requires.

This is an assessment of technical feasibility plus published evidence - not a forecast. Even fully automatable tasks are often not automated, because of cost, verification, liability, regulation or the fact that the task is bundled with other work.

Occupations

Occupations that perform this task (1)

Importance is the O*NET-style weight of this task within each occupation. The same task can be highly exposed but peripheral to one job and core to another.

Occupations performing Research and test new or modified hardware or software products to determine performance and interoperability., with task importance and exposure.
OccupationIndustryImportanceRoleOccupation AI exposure
Computer Network ArchitectsCross-industry3.5/5core14

Evidence

Evidence (0)

No evidence item is mapped to this specific task yet. The exposure figure above rests on the v1 editorial baseline and on the capability assessment, and should be treated as low-confidence. Pages with fewer than 0 evidence items are excluded from sitemaps.