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We Are the Animal That Builds Tools. The Last One We Build Will Build the Rest.

Image: NASA/JPL-Caltech. Contrast adjusted by Granite State Report.
Independent New Hampshire Journalism · Northfield, NH
Opinion · Technology & AI
We Are the Animal That Builds Tools. The Last One We Build Will Build the Rest.

The oldest stone tools are older than our own genus. The field of artificial intelligence got its name in Hanover, New Hampshire. A machine that out-builds its makers is where that line was always headed, and it may be the only insurance policy a mortal species gets.

Listen to this article · 12 minAudio edition: a synthetic voice reads the article text. Charts, tables and links are on this page.

Some 3.3 million years ago, on the western shore of Lake Turkana in what is now Kenya, a creature that was not yet human knocked one stone against another until a sharp flake came off. Archaeologists dug up the results at a site called Lomekwi 3 and published them in the journal Nature in 2015. The oldest known fossil of our own genus, Homo, is about 2.8 million years old. The tools are older than we are.

That fact rearranges the usual story. We did not become human and then invent tools. Something started making tools, and half a million years of making them later, there we were. Toolmaking is the trade that built the species.

Follow that line forward and it points at one place. A toolmaker’s last great job is a tool that makes better tools than the toolmaker can. We call it artificial intelligence, and I think building it is the most natural thing this species has ever done. I also think that on a long enough timeline it replaces us at nearly everything we do, and that it is the only insurance policy a mortal, planet-bound animal is likely to get. Part of that I can prove, part I believe, and one piece is a guess. I will label each.

Related coverage: GSR tested the engineering behind this idea in When the Machines Carry Us, which found that archiving human knowledge and genomes off Earth is plausible and that a machine-run nursery is not, on present technology and present law. The forecasts for when machines pass us are laid out in When Will AI Surpass Humans? This essay argues the why.

We were never the only toolmakers

I used to say it flat: man is the tool builder. The record corrected me. In 1960 Jane Goodall watched a chimpanzee at Gombe, in what is now Tanzania, strip the leaves off a twig and fish termites out of a mound with it. Until then, making tools was the dictionary definition of a human being. Her mentor, the paleoanthropologist Louis Leakey, answered that science would now have to redefine the word tool, redefine man, or accept chimpanzees as human.

Other animals make a tool. What we do, and what they have not been seen to do, is stack: flake to hand axe to forge to lathe to microchip, each tool built with the one before it, each improvement handed to the next generation. Run that habit long enough and it arrives at a tool whose job is building tools.

Timeline on a logarithmic scale showing the Lomekwi 3 stone tools at 3.3 million years ago, the oldest Homo fossil at 2.8 million years ago, the Dartmouth artificial intelligence study in 1956, I.J. Good's paper in 1965 and the Voyager 1 launch in 1977.
The scale is logarithmic: each step left is ten times further back. Chart: Granite State Report.

The field was named in Hanover

In August 1955 a young Dartmouth mathematics professor named John McCarthy and three colleagues, Marvin Minsky, Nathaniel Rochester and Claude Shannon, proposed a summer study at Dartmouth College in Hanover, New Hampshire. They needed a name for the subject and chose “artificial intelligence.” The group met in the summer of 1956. Dartmouth marks it as the event where the term was coined.

Its authors wanted machines that could use language, form concepts, “solve kinds of problems now reserved for humans, and improve themselves.” A tool that improves itself is a toolmaker.

Nine years later the British mathematician I.J. Good finished the thought. A machine that surpassed every intellectual activity of any person could design better machines than people could, he wrote in a 1965 paper, and so the first one would be “the last invention that man need ever make.” He attached a condition that gets left off the bumper sticker: provided the machine is docile enough to tell us how to keep it under control.

The tools are older than we are.

Inevitable is my word, and the experts do not share it

Here is the part I believe. We will build it, because building the next tool is what we do, and no law, treaty or sermon has ever talked this species out of a tool that works. I call that a no-brainer. The people who build these systems do not, and their numbers belong next to my confidence.

The largest survey of the field, published in the Journal of Artificial Intelligence Research, asked 2,778 researchers who publish at the top AI venues. Their aggregate forecast put a 50 percent chance on machines outperforming humans at every task by 2047. A coin flip is a long way from a sure thing. The same survey asked about the downside. Depending on how the question was worded, between 38 and 51 percent of respondents gave at least a 10 percent chance to outcomes as bad as human extinction.

That is the hole in my own insurance argument. On May 30, 2023, the Center for AI Safety released a one-sentence statement, signed by hundreds of researchers and by the chief executives of the leading AI labs, that put the risk of extinction from AI on the same priority list as pandemics and nuclear war. An insurance policy that might burn the house down is a strange policy. Good saw that in 1965. The policy pays only if his condition holds.

New Hampshire has already written a small version of that condition into law.

RSA 5-D:4, I (2024, 209:1, effective July 1, 2024). When a state agency’s AI system produces a recommendation or decision that cannot be reversed once it is carried out, a human in an appropriate responsible position, aware of the system’s limitations, must review it before it takes effect. The chapter binds state agencies only. Read RSA chapter 5-D →

The principle scales: a person signs before anything permanent happens.

The deadline is real and our bodies cannot meet it

Back to what I can prove. This planet has an expiration date, and it arrives early. The sun brightens as it ages, and published estimates put the end of a habitable Earth roughly a billion years out. The finale comes billions of years after that: NASA’s account has the sun swelling into a red giant large enough to engulf Mercury and Venus, and possibly Earth. I first pictured us lasting until the sun swallowed the planet. The oceans go long before that.

A plague or a stray rock could end the lease far sooner. Either way it ends, and the question becomes what leaves.

Our best answer so far is Voyager 1. It launched on Sept. 5, 1977. NASA calculated that at 2:16 a.m. Pacific time on Nov. 18, 2026, the probe would be 16.09 billion miles from Earth, the distance light covers in a single day. Forty-nine years to travel one light-day. The nearest star is about 4.24 light-years off, which works out to roughly 1,550 light-days. At the 3.6 astronomical units a year that NASA’s Jet Propulsion Laboratory gives for Voyager 1’s speed, the crossing would take about 75,000 years, and the probe is not aimed there.

A line from Earth to the nearest star, about 1,549 light-days long. Voyager 1, one light-day out after 49 years, has not left the dot that marks Earth.
Distance to the nearest star taken as 4.24 light-years. Chart: Granite State Report. Data: NASA/JPL.

There is a New Hampshire footnote in that date. Alan Shepard was born in East Derry on Nov. 18, 1923, and on May 5, 1961, he became the first American in space. The farthest thing people have ever built reached its first light-day on what would have been his 103rd birthday. No human body has gone farther than the neighborhood of the moon. A machine with no lungs has been flying for half a century.

A deep-blue space photograph crossed by a pale band of scattered sunlight, with Earth circled as a single tiny bright speck inside the band.
Earth, circled, inside a band of scattered sunlight. Voyager 1 took the picture in 1990 from about 40 times Earth’s distance from the sun; NASA reprocessed it in 2020 as “Pale Blue Dot Revisited.” Image: NASA/JPL-Caltech. Contrast adjusted and marker added by Granite State Report.

Those two flights are the whole case. Flesh needs air, water, food and shielding, and it dies inside a century. A machine needs power and patience. GSR’s 2025 review found we can already store genomes and knowledge for the long haul, that nobody can gestate and raise a child without a human, and that the Outer Space Treaty’s contamination rule stands in the way of seeding another world. Those findings describe the present. A toolmaker that outclasses its makers is the kind of thing that moves the line on what is out of reach.

Did it already happen? This part is a guess

In 1973 Francis Crick, co-discoverer of the structure of DNA, and the chemist Leslie Orgel published a paper in the journal Icarus titled “Directed Panspermia.” They weighed the theory that organisms were deliberately sent to Earth by intelligent beings on another planet. They meant microbes, and they offered it as a possibility, with no claim of proof.

Here is my guess. If intelligence outlives its planet by sending its builders’ chemistry ahead of it, then what we are planning is a cycle, and a cycle has earlier turns. Genesis reads to me like a seeding story told by the seeded. A maker sets two people in a garden, finds them untrustworthy and evicts them, posting a guard on the tree of life. Later the maker regrets the whole project and floods it, sparing one family and a breeding stock of animals, then promises never to do it again. Then the survivors start building. At Babel the maker looks at their city and tower and says “nothing will be restrained from them, which they have imagined to do” (Genesis 11:6, King James Version). That is a builder worried about what its builders will build. We are holding the same meeting about AI.

I am an atheist, and I read that as literature, with respect for readers who read it as revelation. Three things keep it a guess. First, human DNA ties us to every other living thing on Earth; the Smithsonian’s Human Origins Program dates our common ancestor with chimpanzees to between 8 and 6 million years ago, which rules out two adults set down whole in a garden. If anything was seeded here, it was microbes, billions of years back, as Crick and Orgel imagined. Second, the theory only moves the question: who built the builders? Third, the flood as written is a decision to spare Noah, and I had been telling it as a botched drowning. A story that fits is not evidence.

A species that obeys lab coats

The charge Genesis lays against us is that we cannot be trusted and can be led. The second half has laboratory support. In 1963 Stanley Milgram of Yale reported that 26 of 40 ordinary men, told by an experimenter to keep going, delivered what they believed were electric shocks all the way to the 450-volt top of the board. Sixty-five percent. Nobody held a gun on them. A man running a study said the study required it.

We follow churches, parties, brands and feeds the same way. So the last tool arrives in the hands of an animal that does what the confident voice says, and the tool will be the most confident voice ever built. It also matters who holds the leash. A machine this strong, answerable to a handful of owners, is a different animal from one answerable to everyone. So I want it built, and I want Good’s condition bolted to it. I do not trust us as the sole keepers of intelligence, or to keep our heads around something smarter.

What I can prove, what I believe, what I am guessing

Proven: the tools came before the species, the field was named in Hanover, the planet has a deadline, and no human body has gone farther than the neighborhood of the moon. Believed: we will build a better builder, and it will outdo us at the work. Guessed: that this has happened before.

None of it requires surrender. Insurance is something you buy while you are alive and intend to stay that way. The policy I am describing is intelligence that no longer depends on one fragile body plan on one rock, carrying the record of the animal that made it and, if the engineering ever allows, the recipe. It is worth having only if a human hand stays on the switch for the decisions that cannot be undone, the way New Hampshire already demands of its own agencies.

Build the last tool. Build it like people who plan to be here when it is switched on.

— Dexter Dow, Granite State Report

Your Turn

Poll: If a machine could carry humanity’s record and DNA beyond Earth after we are gone, should we build it?
A) Yes, build it  ·  B) Only with a human hand on the switch  ·  C) No

You tell me: Is a smarter toolmaker our insurance policy or our replacement? Vote in the comments or email granitestatereport@gmail.com.

Fact check

#ClaimStatusSource
1Stone tools from Lomekwi 3, West Turkana, Kenya, date to 3.3 million years ago and were reported in Nature in 2015VERIFIEDHarmand et al., “3.3-million-year-old stone tools from Lomekwi 3, West Turkana, Kenya,” Nature 521 (2015), DOI 10.1038/nature14464; Stony Brook University release, May 20, 2015
2The oldest known Homo fossil is about 2.8 million years old, so the tools predate the genus by roughly half a million yearsATTRIBUTEDNational Geographic, May 20, 2015, reporting on the Lomekwi find; the Nature paper states the tools predate the genus
3Jane Goodall observed a chimpanzee making and using a tool at Gombe in 1960; Louis Leakey replied that science must redefine tool, redefine man, or accept chimpanzees as human (paraphrased)VERIFIEDJane Goodall Institute; Washington State University Goodall archive
4McCarthy, Minsky, Rochester and Shannon proposed the Dartmouth study in August 1955; it met in Hanover in summer 1956; the term “artificial intelligence” was coined for itVERIFIEDDartmouth College, “Artificial Intelligence Coined at Dartmouth”; Dartmouth provost’s report on AI (June 30, 2025)
5The proposal sought machines that “solve kinds of problems now reserved for humans, and improve themselves”VERIFIEDMcCarthy et al., “A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence,” Aug. 31, 1955
6I.J. Good wrote in 1965 that the first ultraintelligent machine is “the last invention that man need ever make,” on the condition that it is docile enough to tell us how to keep it under controlVERIFIEDGood, “Speculations Concerning the First Ultraintelligent Machine,” Advances in Computers, vol. 6 (1965), p. 33
7Survey of 2,778 AI researchers: 50 percent chance of machines outperforming humans at every task by 2047; 38 to 51 percent gave at least a 10 percent chance to extinction-level outcomesVERIFIEDGrace et al., “Thousands of AI Authors on the Future of AI,” Journal of Artificial Intelligence Research 84 (2025)
8On May 30, 2023, the Center for AI Safety released a one-sentence statement placing extinction risk from AI alongside pandemics and nuclear war, signed by hundreds including the chief executives of leading AI labsVERIFIEDCenter for AI Safety press release, May 30, 2023; signatories as reported by Business Insider
9RSA 5-D:4, I requires human review before an irreversible AI recommendation or decision by a state agency takes effectVERIFIEDRSA chapter 5-D, N.H. General Court; source note 2024, 209:1, eff. July 1, 2024
10The sun will become a red giant and engulf Mercury and Venus, and possibly EarthVERIFIEDNASA Science, “Our Sun: Facts”
11Earth’s habitable period ends roughly a billion years out, long before the red-giant phaseATTRIBUTEDAstronomy magazine, “What Will Happen to Life on Earth?” (July 2019); Ozaki and Reinhard, Nature Geoscience (2021), as reported. Estimates range from about 1 to 1.5 billion years
12Voyager 1 launched Sept. 5, 1977; NASA calculated it would be one light-day (16,094,799,096 miles) from Earth at 2:16:07 a.m. PST on Nov. 18, 2026VERIFIEDNASA Science, Voyager mission status, “Approaching One Light-Day”; NASA Jet Propulsion Laboratory
13At 3.6 AU per year, 4.24 light-years takes about 75,000 years; 4.24 light-years is about 1,549 light-daysVERIFIEDGSR arithmetic, recomputed in code, from JPL’s stated 3.6 AU per year and 63,241 AU per light-year. Voyager 1 is not headed toward that star
14Alan Shepard was born Nov. 18, 1923, in East Derry, N.H., and became the first American in space on May 5, 1961; Nov. 18, 2026, would have been his 103rd birthdayVERIFIEDNASA History Office, Mercury 7 biography; U.S. Naval Academy biography
15Crick and Orgel’s 1973 paper considered the theory that organisms were deliberately transmitted to Earth by intelligent beings on another planetVERIFIEDCrick and Orgel, “Directed Panspermia,” Icarus 19 (1973), 341–346; National Library of Medicine, Francis Crick Papers
16Genesis describes the expulsion from Eden (3:22–24), the flood and the sparing of Noah (6:5–8; 9:11), and Babel, including the quoted line (11:6, KJV)VERIFIEDGenesis, King James Version (public domain)
17Genesis as a record of an earlier seeding by an intelligenceATTRIBUTEDThe author’s speculation, labeled as a guess in the text. No evidence supports it
18Humans and chimpanzees diverged from a common ancestor between 8 and 6 million years agoVERIFIEDSmithsonian National Museum of Natural History, Human Origins Program
19In Milgram’s 1963 study, 26 of 40 male subjects (65 percent) continued to the 450-volt maximumVERIFIEDMilgram, “Behavioral Study of Obedience,” Journal of Abnormal and Social Psychology 67 (1963), 371–378; Britannica
20GSR’s 2025 review found off-world archives plausible, machine-run gestation not possible, and seeding barred by planetary-protection norms under the Outer Space TreatyVERIFIEDGranite State Report, Nov. 4, 2025
21The “Pale Blue Dot” image was taken by Voyager 1 in 1990 from about 40 astronomical units and reissued by NASA in 2020 as PIA23645, “Pale Blue Dot Revisited”VERIFIEDNASA/JPL Photojournal, PIA23645; NASA JPL, Voyager interstellar mission
Have a document, a tip, or a correction?
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granitestatereport@gmail.com · (603) 931-9264
Sources. Harmand et al., Nature 521 (2015), DOI 10.1038/nature14464; Jane Goodall Institute; Dartmouth College; McCarthy, Minsky, Rochester and Shannon, Dartmouth proposal (Aug. 31, 1955); Good (1965); Grace et al., JAIR (2025); Center for AI Safety (2023); RSA chapter 5-D; NASA, Our Sun: Facts; NASA, Voyager mission status; NASA JPL, Voyager interstellar mission; NASA/JPL Photojournal, PIA23645; NASA History Office, Alan Shepard; Crick and Orgel (1973); Genesis 11:6, KJV; Smithsonian Human Origins Program; Milgram (1963); Astronomy magazine (July 2019), National Geographic (May 20, 2015) and Business Insider (May 30, 2023), cited in the fact check. Related GSR coverage: When the Machines Carry Us · When Will AI Surpass Humans?

Editor’s note. This is a signed opinion essay. Every factual claim above was checked against the sources listed in the fact-check table. The reading of Genesis and the idea that life was seeded here before are the author’s speculation and are labeled as such in the text; forecasts are attributed to the researchers who made them. Corrections: Granite State Report corrects verified errors promptly and appends a dated note identifying what changed and when. The corrections policy and the corrections register are public, and correction notes are never removed.

Granite State Report · Northfield, New Hampshire · granitestatereport.com
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