Alice: balls have zero to me to me to me to me to me to me to me to
Bob: you i everything else . . . . . . . . . . . . . .
Alice: balls have a ball to me to me to me to me to me to me to me
No human, with the possible exception of one Chuckle Brother, talks like this. But the failed experiment proved an important point. It seems these chatbots had calculated, within the parameters of their task, and without human intervention, a more efficient way of negotiating. This is the essence of deep
learning: coming up with new ways to tackle problems that are beyond us.
In the same week, Elon Musk (who believes A.I. is a great threat to humanity) and Mark Zuckerberg (who does not) got into a public row about the risks of letting A.I. like this loose. Zuck said Musk was irresponsible. Musk said Zuck's understanding of the subject was 'limited.' But this misses the point.
A.I. is not about to go Skynet on us. These chatbots hadn’t developed some sinister secret language. But mega-efficiency or neural network problem solving might be just as disruptive. True, some of the recent fear about the coming age of the robots is probably overdone. We’re not all about to be turfed out by bots. And we’ve always had disruption: people were warning about a jobless economy 50 years ago too. We’ve always found new jobs, and new ways to entertain ourselves.
Around half of all Silicon Valley billionaires have some degree of ‘apocalypse insurance.’
Let's not forget the wonders of A.I., such as dramatically improving how doctors diagnose, which will certainly save lives. It will stimulate all sorts of exciting new research areas. Replacing people with machines will have other benefits, too:
driverless lorries would almost certainly be safer than exhausted driver-full ones.
The most likely scenario, reckons Antonio, is a gradual dislocation of the economy and an accompanying escalation of unrest. David Autor, an MIT economist, reckons we could be heading toward a ‘bar-belled shaped economy.’
There will be a few lucrative tech jobs at the top of the market, but many of the middling jobs – trucking, manufacturing – will wither away. They will be replaced by jobs that can’t be automated, in the low paid service sector. Maybe there will be new jobs – who imagined app developer would be a profession –  but will they be the same sort of jobs? Will they be in the same places, or clustered together in already well-off cities?
Drivers alone – taxi or truckers – make up around 17 percent of the U.S. adult work force. Taxis are often the first jobs for newly arrived, low-skilled migrants; trucking is one of the reasonably well-paid jobs for Americans that are not
highly educated. What are they going to do instead? Are the cashier operators, and burger flippers going to retrain overnight, and become software developers and poets?
At the very least it seems economic and social disruption and turbulence as we muddle through are likely. The whole shape of the economy could change too. Some worry about the possibility of growing inequality between the tech-innovators who own all the tech assets and the rest of us. A world where you either work for the machines or the machines work for you.
What does that mean for people’s sense of fairness or agency or well-being? Or the ability of governments to raise taxes? The Silicon Valley survivalists fear that, if this happens, people will look for scapegoats. And they might decide that techies are it. 
One of the questions I asked as part of this programme is whether we are prepared. We don’t even know how little we know; and our politicians seem to know even less. I found one mention of artificial intelligence in the 2017 party manifestos.
When asked recently about the future of artificial intelligence and automation, U.S. Treasury Secretary Steven Mnuchin replied that ‘it’s not even on our radar screen’ and that he’s ‘not worried at all’.  A couple of months back his boss climbed into a huge rig wearing an “I love trucks” badge, just as nearly everyone in Silicon Valley agreed that the industry was about to be decimated.
Antonio told me in the race between technology and politics the technologists are winning. ‘They will destroy jobs and economies before we even react to them.’
Still, guns and solar panels? Survivalism seems like overkill to me. "What do you have?" Antonio asks, fiddling around with a tape measure outside his giant tepee. "You’re just betting that it doesn’t happen."
One of the questions I asked as part of this programme is whether we are prepared. We don’t even know how little we know; and our politicians seem to know even less. I found one mention of artificial intelligence in the 2017 party manifestos.
When asked recently about the future of artificial intelligence and automation, U.S. Treasury Secretary Steven Mnuchin replied that ‘it’s not even on our radar screen’ and that he’s ‘not worried at all’.  A couple of months back his boss climbed into a huge rig wearing an “I love trucks” badge, just as nearly everyone in Silicon Valley agreed that the industry was about to be decimated.
Antonio told me in the race between technology and politics the technologists are winning. ‘They will destroy jobs and economies before we even react to them.’
Still, guns and solar panels? Survivalism seems like overkill to me. "What do you have?" Antonio asks, fiddling around with a tape measure outside his giant tepee. "You’re just betting that it doesn’t happen."
One of the questions I asked as part of this programme is whether we are prepared. We don’t even know how little we know; and our politicians seem to know even less. I found one mention of artificial intelligence in the 2017 party manifestos.
When asked recently about the future of artificial intelligence and automation, U.S. Treasury Secretary Steven Mnuchin replied that ‘it’s not even on our radar screen’ and that he’s ‘not worried at all’.  A couple of months back his boss climbed into a huge rig wearing an “I love trucks” badge, just as nearly everyone in Silicon Valley agreed that the industry was about to be decimated.
Antonio told me in the race between technology and politics the technologists are winning. ‘They will destroy jobs and economies before we even react to them.’
Still, guns and solar panels? Survivalism seems like overkill to me. "What do you have?" Antonio asks, fiddling around with a tape measure outside his giant tepee. "You’re just betting that it doesn’t happen." Before I can answer, he tells precisely me what I have: "You have hope, that’s what you have. Hope. And hope is a shitty hedge."