Skip to content Skip to a section
The work itself

AI Researcher in 1957: Perceptrons and the first winter

ctively yes — a PhD remains the field's real credential, since there is no licensing exam. Strong engineers wi omputer and information research scientist' category was $140,910 in 2024, but new PhDs joining a large techno arts of it clearly are: literature summarizing, boilerplate experiment code and first-draft related-work secti Do I need a PhD to become an AI researcher? For an independent research role at a university or a top industry The first sentence of a careers report on AI Researcher is what the person does. Year: 1957. Line: “Perceptrons and the first winter.” Figure from the workplace: 1973. A famous anecdote is not the definition. Frames a private test of machine consciousness as a variation on Turing's imitation game, and became a reference point in real debates over whether large language models can be meaningfully said to 'understand' anything.

Do I need a PhD to become an AI researcher? For an independent research role at a university or a top industry lab, effectively yes — a PhD remains the field's real credential, since there is no licensing exam. Strong engineers without one increasingly enter through industry residency programs or a public record of open-source work and cited preprints, but titles like 'research scientist' still skew heavily toward doctorate holders.

Is AI research itself at risk from AI? Parts of it clearly are: literature summarizing, boilerplate experiment code and first-draft related-work sections are already routinely AI-assisted, and labs are openly experimenting with systems that propose and run their own experiments. Framing what a result actually means, and taking responsibility for a published claim, have proven much harder to hand over.

It varies enormously by employer and seniority. The US median for the broader 'computer and information research scientist' category was $140,910 in 2024, but new PhDs joining a large technology company's research lab often start well above that, and a small number of senior researchers at frontier AI labs have reportedly been offered total packages worth seven or eight figures during the 2024–2025 hiring competition.

Open with “Perceptrons and the first winter.” AI Researcher becomes visible when 1957 and 1973 are there.1957

Figures to keep

Year of the account
1957
Figure from the work
1973
Occupation
AI Researcher
The task line
Perceptrons and the first winter

AI Researcher in 1974: Expert systems, boom and bustNext essayAll 1000 essays1000