The end of the age of heroes

Noahpinion · collected 2026-09-05 · by Noah Smith commentary
Read the original at Noahpinion ↗

Summary

OpenAI has announced its new model, Astra, which has solved ten major outstanding problems in math and theoretical computer science. This marks a significant milestone in the development of artificial intelligence, as it surpasses human capabilities in certain areas of mathematics. According to University of Toronto mathematician Daniel Litt, AI is no longer limited to solving problems by combining existing insights, but can also make novel leaps of insight. However, some mathematicians have expressed despair and even suicidal thoughts over the prospect of being replaced by machines, feeling that their discipline will lose its human spirit and creative value.
Written by the local model on 2026-09-05, using this article's own text rather than the other coverage of the same event.

Signals How these are calculated →

Claims extracted
143
claim-shaped sentences
Uncertain
8%
11 of 143 hedged
Leaning
Leans right
expected in commentary, which argues a position
Publisher trust
not scored
Commentary is not rated for newsroom trust
Outlets on this story
unclustered
not grouped into a story yet
Narrative spread
1
articles carrying this framing
Analyzed 2026-09-05 · how these are computed

AI analysis (generated at analysis time, not now)

Why this leaning score
The article's own words the score was based on. Each is quoted verbatim and was checked against the article text before being stored, so you can find it in the original.
Score +0.55 Confidence high
Leaning score +0.55 for article 4600 (high confidence, 6 verified quotes) · logged 2026-09-05

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Noahpinion · 20 article(s) · 0 correction(s) detected

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Who wrote this

Noah Smith
18 article(s) here · 1 carrying a prediction
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2026-09-05 · assertive framing · The end of the age of heroes
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🔮 But I suppose there’s one reason it might be interesting, which is that over the past decade or so, a fairly large portion of the left-leaning intellectual class in America has become fairly-to-very resentful of the American tech industry, and has spent an enormous amount of intellectual effort on criticizing that industry.
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Also by Noah Smith
Why did South Korean stocks just crash?
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Nothing else under this byline is closely related to this article, so these are simply their most recent.
All 18 articles by Noah Smith →

Topics

Astra Google DeepMind LLMs OpenAI The University of Toronto’s

Subjects

Daniel Litt PERSON · 1× Garry Kasparov PERSON · 1× Google DeepMind ORG · 1× John Henry PERSON · 1× Lee Sedol PERSON · 1× Litt PERSON · 1× OpenAI ORG · 1× Paul Bunyan PERSON · 1× The University of Toronto’s ORG · 1× Tom Zahavy PERSON · 1×

Narrative

On top of that, it’s an open question whether most of the frontier mathematical research being done by the very best mathematicians is actually producing value for money in economic terms — other than some cryptography and the occasional physics application, there isn’t much use for most frontier math.
framing: assertive · carried by 1 article(s) · first seen 2026-09-05
🔮 I remember using a hand calculator and seeing if my uncle could get it right without a tool faster than I could; more often than not, he could.
2026-09-05 · Noahpinion
The end of the age of heroes · assertive framing

Claims (143 extracted, 11 hedged)

I had a great-uncle who was a “human calculator”. asserted
who → have → uncle
It’s an odd, rare ability that allows people to multiply large numbers quickly in their heads. asserted
people → ’ → heads
I remember using a hand calculator and seeing if my uncle could get it right without a tool faster than I could; more often than not, he could. uncertain
he → remember → tool
Human calculators used to be very valuable as employees, back when calculation was done by hand. asserted
calculation → use → hand
Today they’re just a curiosity. asserted
they → ’re → ?
Technology came along and superseded that particular human ability, as it has so many others. asserted
it → come → others
The story of John Henry being superseded by the steam drill, or Paul Bunyan by the chainsaw, is a metaphor for the march of progress. asserted
Henry → supersede → progress
In some cases, like Garry Kasparov or Lee Sedol losing to computers at chess and Go, the moment really happened. asserted
moment → lose → chess
This week marked another important such moment in the history of man versus machine. asserted
week → mark → machine
OpenAI announced that its new model, Astra, managed to solve ten major outstanding problems in math and theoretical computer science. asserted
model → announce → math
Here’s a simple explanation of the problems. asserted
explanation → ’ → problems
The general consensus seems to be that these are extremely important, stunning breakthroughs. asserted
these → seem → ?
This does not mean that computers are now capable of doing every kind of math better than humans can. asserted
humans → mean → math
Some people have argued that AI is good at results where the solution can be found by reading the entire literature and combining existing insights — exactly the kind of thing you might expect a computer to be superhuman at — but still not as good as humans at making truly novel leaps of insight. uncertain
computer → argue → insight
This may represent a real, general limitation of LLMs’ capabilities — as Tom Zahavy of Google DeepMind put it, it may still be the case that “LLMs can’t jump.” uncertain
LLMs → represent → it
But the trend line is becoming clearer. asserted
line → become → ?
The University of Toronto’s Daniel Litt, one of the most prominent skeptics of AI’s potential for frontier math research, recently conceded a major bet about what AI could do: uncertain
AI → concede → what
Litt appears to no longer believe that there is any important type of math that AI won’t soon be able to do, writing: “The models don’t yet seem able to do certain kinds of high quality research, but I also expect this is a matter of (not too much) time.” asserted
this → appear → time
Some mathematicians have reacted to this development with despair. asserted
mathematicians → react → despair
Kirwin Hampshire’s post is probably the most evocative and the most well-read: asserted
post → read → ?
He writes: I am suffering a profound spiritual crisis due to these developments. asserted
I → write → developments
I have been screaming internally for days. asserted
I → scream → days
It feels as though I am living inside of a nightmare… asserted
I → feel → nightmare
For me, the affective quality of learning mathematics is empathetically tethered to an act of discovery and creation… asserted
quality → learn → discovery
If The Library of Babel existed, would authors continue to write books?… Perhaps I shouldn’t tell you this, but my aim is to be open: These developments have triggered some deranged thoughts in me. asserted
developments → exist → me
I have wondered if it is the express goal of these companies to make me kill myself… asserted
me → wonder → myself
The story of human discovery and the triumph of the human spirit will soon be excised from this discipline… asserted
story → excise → discipline
[T]he process of prompting novel proofs will be as auraless as ordering doordash. asserted
process → prompt → doordash
Watch as magic and mystery evaporate. asserted
magic → watch → ?
Watch as the sun sets on our heroic age… asserted
sun → watch → age
There is nothing I can do. asserted
I → be → ?
There may be nothing you can do. uncertain
you → do → ?
I have no prescriptions, policy recommendations, or coherent call to action. asserted
I → have → action
I just want to be honest and open about my emotional and spiritual response. asserted
I → want → response
I want to feel seen….I asserted
I → want → ?
need the architects of our new mathematical paradigm to look me in the eye and acknowledge our shared humanity and soul before they deliver the coup de grâce. asserted
they → need → coup
Math PhD student Tasmin Chu, meanwhile, urges a more confrontational path, calling on mathematicians to avoid working with AI companies and to aggressively preserve the way that math research is currently done. asserted
research → urge → way
This seems extremely unlikely (and would fail if it were attempted), but it demonstrates the depth of emotion out there. asserted
it → seem → emotion
Even the mathematicians who don’t share Hampshire’s despair have expressed alarm at the sudden disruption of their profession. asserted
who → share → profession
The entire way that mathematical research works — training grad students, working on problems, collaborating with colleagues, building theories — is going to have to be overhauled. asserted
research → work → theories
…and 103 more, not listed.
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