AIToday
AI Safety & AlignmentTop Companies' AI MovesTop Companies AIPublished: Oct 5, 2026, 06:30 JST

John Cronin: AI can answer, but can't judge

John Cronin: AI can answer, but can't judge

3 Key Points

  1. What happened

    John Cronin, former Shelter Island town engineer, recounts how an intern solved a Coecles Harbor wave-modeling problem in under an hour — but the answer was absurd.

  2. Why it matters

    Cronin argues that for AI, as with that software, a human must understand the underlying problem well enough to judge whether the output makes sense.

  3. What to watch

    Cronin warns that AI is being asked to analyze, reason, create and assist in decisions across virtually every aspect of our lives — a different scale of challenge than past technologies.

WHO IT HITSPolicymakers, engineers, and maritime professionals who rely on automated tools for decisions may see Cronin's caution as a call to keep human judgment in the loop — though the column stops short of proposing specific rules.

Not sure about something? Ask the AI

Questions and answers are published on this page.

Summaries like this, in your inbox every morning.

Context & Analysis

Cronin's column draws a straight line from the slide rule and FORTRAN of his college days through engineering software like StruCalc, Forte and ClearCalcs, to the automated systems on a modern ship's bridge. In every case, he says, the machine produced an answer, but a person stayed responsible for interpreting it. The turning point he keeps returning to is Coecles Harbor, where an intern's software found a wave-action solution in under an hour that turned out to be absurd — proof, for Cronin, that speed without understanding is dangerous.

He notes that maritime navigation already has safeguards built in: even with Automatic Radar Plotting Aid calculating the closest point of approach, a mariner seeking a Coast Guard license must still understand the underlying math. AI, he suggests, does not come with that kind of defined purpose and understood limits. He points out that even the companies developing these systems acknowledge significant questions about their capabilities and limitations, and that some are turning to philosophers for help.

The stakes, as Cronin frames them, may hinge less on how intelligent machines become and more on whether people stay serious about preserving the judgment to know when a machine's answer is — and is not — the answer. For engineers, mariners and anyone who acts on automated output, that is a test of human discipline as much as technical capability.

FAQ
What did the intern's software mistake show?
An intern used software to solve a Coecles Harbor wave-modeling problem in under an hour, but the answer was absurd, showing that a user must understand the underlying problem to judge if an answer makes sense.
Why does Cronin bring up mariners and radar?
Even with Automatic Radar Plotting Aid and electronic navigation, mariners seeking a Coast Guard license are still expected to understand manual plotting and collision avoidance, so they can interpret what the arithmetic means.
What does Cronin say is different about AI?
Cronin says AI is being asked to analyze, reason, create and assist in decisions affecting virtually every aspect of our lives, calling it a different scale of challenge than past tools.
Top Companies AIRead Original Article

AI news that matters for your work, delivered every morning.

Pick your industry and the AI tools you use, and get news related to your work every day.

Free · 30 seconds with Google · unsubscribe anytimeWhat is AIToday? →

Ask AI

Ask AI anything about this article. The AI reads this article, earlier AIToday articles, and Wikipedia, and cites its sources. Q&As are published on this page for other readers too.

Questions and answers are published on this page.

Related Articles

Next articleVOLTMIND backs 生成AI ideathon at Tokuyama Kosen