Jan 2, 2019 · 41m · a16z

a16z Podcast | Not If, But How -- When Technology is Inevitable (with Kevin Kelly)

Kevin Kelly · 26m spoken Chris Dixon · 6m spoken Sonal Chokshi · 3m spoken Kyle Russell · 2m spoken
0:00 / 0:00
▶ Watch on YouTube →

gold bands on the timeline = statements, start to end. Hover to read, click to jump. CC turns on captions

In this episode of the a16z Podcast, Wired co-founder Kevin Kelly joins Chris Dixon, Kyle Russell, and Sonal Chokshi to discuss his book 'The Inevitable' and the twelve technological forces shaping the future. They explore how AI, virtual reality, decentralized collaboration, and digital abundance will transform society, emphasizing that industry and governance must actively adapt to these macro trends rather than resist them.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. The host holds 9.4% of the talking time here. How this is scored →

The host as informed peer 3.5 Guest teaching 4.3 Guest disagreement 1.4 The host pushing back 2.5
05100:0015:0030:004:45–7:30 · The host as informed peer 4/10 Steering Technology Through Active Engagement and Adaptation Sonal challenges Kelly's thesis on inevitability by suggesting that society must go through an emotional phase of fighting new technology before adopting it. Kelly re-educates her using Edison's phonograph to show that technologies are steered only through practical engagement.7:30–11:25 · The host as informed peer 3/10 Forces of Cognification, Filtering, and the Attention Economy Sonal prompts Kelly to provide concrete thought experiments on filtering, leading Kelly to explain how the scarcity of human attention will invert advertising into peer-to-peer micro-payout markets. The segment is entirely collaborative.11:25–20:00 · The host as informed peer 3/10 Planetary Collaboration and Mass Sharing Sonal illustrates mass collaboration using the real-world example of Germany publishing its legal code on GitHub, while Dixon and Kelly detail VR development trajectories and foveated rendering. The dynamic is exploratory and supportive.20:00–22:17 · The host as informed peer 3/10 Social Dynamics, Presence, and Cultural Artifacts in VR Sonal expresses intuition that VR will be anti-social rather than social, which Kelly and Dixon counter by explaining how non-verbal body language, eye contact, and presence trigger deep social responses.22:17–25:52 · The host as informed peer 5/10 The Convergence of AI, Deep Learning, and Utility Grid Computing Sonal delivers her sharpest pushback, asking why current AI claims aren't just repeated hype cycles. Kelly explains the technical convergence of cheap GPUs, big data, and deep neural nets, while Sonal counters with W. Brian Arthur's 'Second Economy' paper.25:52–31:04 · The host as informed peer 4/10 Centaurs: Human-AI Collaboration and Machine Creativity The participants discuss human-AI centaurs, with Dixon highlighting AlphaGo's shocking game 3 move against Lee Sedol and Sonal contributing perspectives from developmental psychology regarding child learning.31:04–37:33 · The host as informed peer 4/10 Automation, Job Displacement, and the Economics of Abundance Kelly and Dixon discuss technological job displacement, framing productivity as a goal for robots while human value lies in inefficiency and creativity. Sonal synthesizes this into the core theme of designing for resource abundance.37:33–41:22 · The host as informed peer 2/10 Unexpected Technological Breakthroughs and the Future Horizon Co-hosts Kyle Russell and Chris Dixon probe Kelly on unexpected innovations, with Dixon challenging whether Silicon Valley is over-extrapolating computer science at the expense of biotechnology.4:45–7:30 · Guest teaching 4/10 Steering Technology Through Active Engagement and Adaptation Sonal challenges Kelly's thesis on inevitability by suggesting that society must go through an emotional phase of fighting new technology before adopting it. Kelly re-educates her using Edison's phonograph to show that technologies are steered only through practical engagement.7:30–11:25 · Guest teaching 5/10 Forces of Cognification, Filtering, and the Attention Economy Sonal prompts Kelly to provide concrete thought experiments on filtering, leading Kelly to explain how the scarcity of human attention will invert advertising into peer-to-peer micro-payout markets. The segment is entirely collaborative.11:25–20:00 · Guest teaching 4/10 Planetary Collaboration and Mass Sharing Sonal illustrates mass collaboration using the real-world example of Germany publishing its legal code on GitHub, while Dixon and Kelly detail VR development trajectories and foveated rendering. The dynamic is exploratory and supportive.20:00–22:17 · Guest teaching 5/10 Social Dynamics, Presence, and Cultural Artifacts in VR Sonal expresses intuition that VR will be anti-social rather than social, which Kelly and Dixon counter by explaining how non-verbal body language, eye contact, and presence trigger deep social responses.22:17–25:52 · Guest teaching 5/10 The Convergence of AI, Deep Learning, and Utility Grid Computing Sonal delivers her sharpest pushback, asking why current AI claims aren't just repeated hype cycles. Kelly explains the technical convergence of cheap GPUs, big data, and deep neural nets, while Sonal counters with W. Brian Arthur's 'Second Economy' paper.25:52–31:04 · Guest teaching 4/10 Centaurs: Human-AI Collaboration and Machine Creativity The participants discuss human-AI centaurs, with Dixon highlighting AlphaGo's shocking game 3 move against Lee Sedol and Sonal contributing perspectives from developmental psychology regarding child learning.31:04–37:33 · Guest teaching 3/10 Automation, Job Displacement, and the Economics of Abundance Kelly and Dixon discuss technological job displacement, framing productivity as a goal for robots while human value lies in inefficiency and creativity. Sonal synthesizes this into the core theme of designing for resource abundance.37:33–41:22 · Guest teaching 4/10 Unexpected Technological Breakthroughs and the Future Horizon Co-hosts Kyle Russell and Chris Dixon probe Kelly on unexpected innovations, with Dixon challenging whether Silicon Valley is over-extrapolating computer science at the expense of biotechnology.4:45–7:30 · Guest disagreement 2/10 Steering Technology Through Active Engagement and Adaptation Sonal challenges Kelly's thesis on inevitability by suggesting that society must go through an emotional phase of fighting new technology before adopting it. Kelly re-educates her using Edison's phonograph to show that technologies are steered only through practical engagement.7:30–11:25 · Guest disagreement 1/10 Forces of Cognification, Filtering, and the Attention Economy Sonal prompts Kelly to provide concrete thought experiments on filtering, leading Kelly to explain how the scarcity of human attention will invert advertising into peer-to-peer micro-payout markets. The segment is entirely collaborative.11:25–20:00 · Guest disagreement 1/10 Planetary Collaboration and Mass Sharing Sonal illustrates mass collaboration using the real-world example of Germany publishing its legal code on GitHub, while Dixon and Kelly detail VR development trajectories and foveated rendering. The dynamic is exploratory and supportive.20:00–22:17 · Guest disagreement 2/10 Social Dynamics, Presence, and Cultural Artifacts in VR Sonal expresses intuition that VR will be anti-social rather than social, which Kelly and Dixon counter by explaining how non-verbal body language, eye contact, and presence trigger deep social responses.22:17–25:52 · Guest disagreement 2/10 The Convergence of AI, Deep Learning, and Utility Grid Computing Sonal delivers her sharpest pushback, asking why current AI claims aren't just repeated hype cycles. Kelly explains the technical convergence of cheap GPUs, big data, and deep neural nets, while Sonal counters with W. Brian Arthur's 'Second Economy' paper.25:52–31:04 · Guest disagreement 1/10 Centaurs: Human-AI Collaboration and Machine Creativity The participants discuss human-AI centaurs, with Dixon highlighting AlphaGo's shocking game 3 move against Lee Sedol and Sonal contributing perspectives from developmental psychology regarding child learning.31:04–37:33 · Guest disagreement 1/10 Automation, Job Displacement, and the Economics of Abundance Kelly and Dixon discuss technological job displacement, framing productivity as a goal for robots while human value lies in inefficiency and creativity. Sonal synthesizes this into the core theme of designing for resource abundance.37:33–41:22 · Guest disagreement 1/10 Unexpected Technological Breakthroughs and the Future Horizon Co-hosts Kyle Russell and Chris Dixon probe Kelly on unexpected innovations, with Dixon challenging whether Silicon Valley is over-extrapolating computer science at the expense of biotechnology.4:45–7:30 · The host pushing back 4/10 Steering Technology Through Active Engagement and Adaptation Sonal challenges Kelly's thesis on inevitability by suggesting that society must go through an emotional phase of fighting new technology before adopting it. Kelly re-educates her using Edison's phonograph to show that technologies are steered only through practical engagement.7:30–11:25 · The host pushing back 2/10 Forces of Cognification, Filtering, and the Attention Economy Sonal prompts Kelly to provide concrete thought experiments on filtering, leading Kelly to explain how the scarcity of human attention will invert advertising into peer-to-peer micro-payout markets. The segment is entirely collaborative.11:25–20:00 · The host pushing back 1/10 Planetary Collaboration and Mass Sharing Sonal illustrates mass collaboration using the real-world example of Germany publishing its legal code on GitHub, while Dixon and Kelly detail VR development trajectories and foveated rendering. The dynamic is exploratory and supportive.20:00–22:17 · The host pushing back 3/10 Social Dynamics, Presence, and Cultural Artifacts in VR Sonal expresses intuition that VR will be anti-social rather than social, which Kelly and Dixon counter by explaining how non-verbal body language, eye contact, and presence trigger deep social responses.22:17–25:52 · The host pushing back 6/10 The Convergence of AI, Deep Learning, and Utility Grid Computing Sonal delivers her sharpest pushback, asking why current AI claims aren't just repeated hype cycles. Kelly explains the technical convergence of cheap GPUs, big data, and deep neural nets, while Sonal counters with W. Brian Arthur's 'Second Economy' paper.25:52–31:04 · The host pushing back 1/10 Centaurs: Human-AI Collaboration and Machine Creativity The participants discuss human-AI centaurs, with Dixon highlighting AlphaGo's shocking game 3 move against Lee Sedol and Sonal contributing perspectives from developmental psychology regarding child learning.31:04–37:33 · The host pushing back 1/10 Automation, Job Displacement, and the Economics of Abundance Kelly and Dixon discuss technological job displacement, framing productivity as a goal for robots while human value lies in inefficiency and creativity. Sonal synthesizes this into the core theme of designing for resource abundance.37:33–41:22 · The host pushing back 2/10 Unexpected Technological Breakthroughs and the Future Horizon Co-hosts Kyle Russell and Chris Dixon probe Kelly on unexpected innovations, with Dixon challenging whether Silicon Valley is over-extrapolating computer science at the expense of biotechnology.

speaking balance: gold is the host, purple is the guest (3 minute bins)

0:00 · the host 13.8% · guest 86.2%0:00 · the host 13.8% · guest 86.2%3:00 · the host 17.3% · guest 82.7%3:00 · the host 17.3% · guest 82.7%6:00 · the host 8.5% · guest 91.5%6:00 · the host 8.5% · guest 91.5%9:00 · the host 9.4% · guest 90.6%9:00 · the host 9.4% · guest 90.6%12:00 · the host 11.6% · guest 88.4%12:00 · the host 11.6% · guest 88.4%15:00 · the host 1% · guest 99%15:00 · the host 1% · guest 99%18:00 · the host 8.8% · guest 91.2%18:00 · the host 8.8% · guest 91.2%21:00 · the host 27.3% · guest 72.7%21:00 · the host 27.3% · guest 72.7%24:00 · the host 9.4% · guest 90.6%24:00 · the host 9.4% · guest 90.6%27:00 · the host 6.2% · guest 93.8%27:00 · the host 6.2% · guest 93.8%30:00 · the host 0% · guest 100%30:00 · the host 0% · guest 100%33:00 · the host 7.2% · guest 92.8%33:00 · the host 7.2% · guest 92.8%36:00 · the host 6.7% · guest 93.3%36:00 · the host 6.7% · guest 93.3%39:00 · the host 3% · guest 97%39:00 · the host 3% · guest 97%
Sharpest disagreement ▶ 22:52 Reframing AI History vs Modern Deep Learning

Kelly rejects the host's skepticism regarding AI hype, arguing forcefully that cheap GPU parallel processing and big data represent a fundamental structural shift from past failed neural net iterations.

Hardest push from the host ▶ 22:47 Pushback on AI Boom Hype

Host Sonal Chokshi directly confronts Kelly's optimism about AI, using strong emphasis to point out that tech forecasters have repeatedly and falsely claimed 'this time is different' in previous AI cycles.

Biggest teaching moment ▶ 5:15 Edison's Phonograph and Technology Biases

Kelly educates the host on how technologies are actually steered, sharing historical notes from Thomas Edison showing he originally conceived the phonograph for recording dying words and sermons rather than music.

The host holds their own ▶ 25:02 Connecting AI Utility to Brian Arthur's Second Economy

Sonal demonstrates strong intellectual background by citing W. Brian Arthur's seminal paper 'The Second Economy' to frame Kelly's concept of invisible, back-end AI utilities.

the scores for every segment, with the reasoning behind each
ChapterTopicThe host as informed peerGuest teachingGuest disagreementThe host pushing backWhy
Steering Technology Through Active Engagement and Adaptation 4424 Sonal challenges Kelly's thesis on inevitability by suggesting that society must go through an emotional phase of fighting new technology before adopting it. Kelly re-educates her using Edison's phonograph to show that technologies are steered only through practical engagement.
Forces of Cognification, Filtering, and the Attention Economy 3512 Sonal prompts Kelly to provide concrete thought experiments on filtering, leading Kelly to explain how the scarcity of human attention will invert advertising into peer-to-peer micro-payout markets. The segment is entirely collaborative.
Planetary Collaboration and Mass Sharing 3411 Sonal illustrates mass collaboration using the real-world example of Germany publishing its legal code on GitHub, while Dixon and Kelly detail VR development trajectories and foveated rendering. The dynamic is exploratory and supportive.
Social Dynamics, Presence, and Cultural Artifacts in VR 3523 Sonal expresses intuition that VR will be anti-social rather than social, which Kelly and Dixon counter by explaining how non-verbal body language, eye contact, and presence trigger deep social responses.
The Convergence of AI, Deep Learning, and Utility Grid Computing 5526 Sonal delivers her sharpest pushback, asking why current AI claims aren't just repeated hype cycles. Kelly explains the technical convergence of cheap GPUs, big data, and deep neural nets, while Sonal counters with W. Brian Arthur's 'Second Economy' paper.
Centaurs: Human-AI Collaboration and Machine Creativity 4411 The participants discuss human-AI centaurs, with Dixon highlighting AlphaGo's shocking game 3 move against Lee Sedol and Sonal contributing perspectives from developmental psychology regarding child learning.
Automation, Job Displacement, and the Economics of Abundance 4311 Kelly and Dixon discuss technological job displacement, framing productivity as a goal for robots while human value lies in inefficiency and creativity. Sonal synthesizes this into the core theme of designing for resource abundance.
Unexpected Technological Breakthroughs and the Future Horizon 2412 Co-hosts Kyle Russell and Chris Dixon probe Kelly on unexpected innovations, with Dixon challenging whether Silicon Valley is over-extrapolating computer science at the expense of biotechnology.

Statements from this episode (27)

Prediction Not checkable as stated
Kevin Kelly: Life tracking will increase over the next 30 years
“So I would suggest that I can't see any counter force where there will be less tracking of our lives in 20 or 30 years. There's going to be more of it.”
Kevin Kelly Jan 2, 2019 ▶ 3:09
Insight
Kevin Kelly: Law should follow technology rather than precede it
“I think the job of law is to kind of put into place what has been worked out In other places. And so I think in a certain sense, the law is going to follow the technology and shouldn't really precede it.”
Kevin Kelly Jan 2, 2019 ▶ 3:53
Insight
Kevin Kelly: Inventors rarely know how their technology will ultimately be used
“Most of the inventors don't even have any idea what the technology really ultimately be used for.”
Kevin Kelly Jan 2, 2019 ▶ 5:26
Insight
Kevin Kelly: Anything digital touching the internet will inevitably be copied
“So the internet is the largest copy machine in the world by nature. It's inherent in the thing. Anything that can be copied that touches it will be copied.”
Kevin Kelly Jan 2, 2019 ▶ 6:28
What-if
Kevin Kelly: The music industry lost ground by fighting digital copying
“I mean, can you imagine if the music industry had accepted? From the front. I mean, how far ahead they would have been if they say, okay, this is inevitable, this copy thing. We're not, we're just going to try and work with it. You know, there's things to adju…”
Kevin Kelly Jan 2, 2019 ▶ 7:09
Assertion Supported
Kevin Kelly: TV networks earn 20 cents per hour per viewer
“The amount of attention that you give to a TV, you'll get 20 cents an hour is what they're earning for your attention.”
Kevin Kelly Jan 2, 2019 ▶ 9:55
Prediction Not checkable as stated
Kevin Kelly: Advertisers will bypass agencies to pay influencers directly
“I think this is one of the shifts that I can see coming, which is that we kind of flip things around, and you have a reverse market, so to speak, for attention, where you're paying the high influencers directly, not going through the ad agencies.”
Kevin Kelly Jan 2, 2019 ▶ 10:17
Insight
Kevin Kelly: Digital sharing economy is still at day one
“So sharing, just generally sharing, even though it's been going on for 20 years or more, I think we're still at the day one, day two of this.”
Kevin Kelly Jan 2, 2019 ▶ 11:16
Assertion Partly supported
Sonal Chokshi: Germany published its legal statutes on GitHub
“When in the early days when countries like Germany put their entire code, their laws in GitHub, and people, everyone essentially became an open source contributor.”
Sonal Chokshi Jan 2, 2019 ▶ 12:11
Prediction Not checkable as stated
Kevin Kelly: Planetary-scale collaboration will become standard within 30 years
“That's still something where it's way beyond in terms of what most people are even imagining, but I think that's what we're going to be doing in the next 1020 to 30 years.”
Kevin Kelly Jan 2, 2019 ▶ 12:44
Insight
Kevin Kelly: The internet is shifting from information to experiences
“One is that we're moving from an internet of information to the internet of experiences, right? So that's the currency, is experiences.”
Kevin Kelly Jan 2, 2019 ▶ 13:34
Prediction Not checkable as stated
Chris Dixon: Oculus is at the Apple II stage of VR
“We think it's like, this is the Apple II, like the Oculus is the Apple II. And, you know, if you go back and look at it wasn't until 81 when the PC came out that it really kind of exploded. So we're a couple of years away, but it's very, very clear what you ne…”
Chris Dixon Jan 2, 2019 ▶ 14:42
Assertion Not checkable as stated
Chris Dixon: VR improvement is a straightforward hardware engineering problem
“Like, here, it's just kind of a straightforward path. Hardware problem. Like, right, like, and we know how to do that, and people are working on it. A lot of money is going into it, so it's going to happen.”
Chris Dixon Jan 2, 2019 ▶ 15:52
Prediction Not checkable as stated
Kevin Kelly: VR will become the most social medium ever
“Like I think that VR will be the most social of all the social media ever.”
Kevin Kelly Jan 2, 2019 ▶ 16:02
Prediction Not checkable as stated
Kevin Kelly: Most VR content will be lightweight meme-like experiences
“Because that's what's going to, most of the stuff in VR will be low cats.”
Kevin Kelly Jan 2, 2019 ▶ 21:55
Assertion Supported
Chris Dixon: AI error rates on ImageNet have surpassed human accuracy
“Like the, if you look at the results, like image net's a good, it's a good example where the, you know, it's been the error rates were 30% or something, and now are better than humans.”
Chris Dixon Jan 2, 2019 ▶ 23:32
Prediction Not checkable as stated
Kevin Kelly: AI will become a commoditized grid service like electricity
“And so my hypothesis is, is that AI becomes a commodity on the grid. And that it's served like electricity. You purchase it like you purchase electricity to do what you want.”
Kevin Kelly Jan 2, 2019 ▶ 24:17
Prediction Not checkable as stated
Kevin Kelly: AI will succeed by becoming invisible to everyday users
“We have hundreds of motors that we don't even see in our home, And that's because they succeeded by becoming invisible. And that's sort of, I think the AI is going to become invisible.”
Kevin Kelly Jan 2, 2019 ▶ 24:13
Prediction Not checkable as stated
Kevin Kelly: Future workers will be paid based on AI collaboration skills
“So people will be paid by how well they work with The AI.”
Kevin Kelly Jan 2, 2019 ▶ 26:14
Prediction Not checkable as stated
Kevin Kelly: Artificial intelligence will definitely achieve creativity
“I think definitely AIs will be creative. They definitely will, would do creative things, because creativity is like, gonna be like driving. It's like, of course machines can be creative.”
Kevin Kelly Jan 2, 2019 ▶ 28:43
Prediction Not checkable as stated
Kevin Kelly: Humans will specialize in interpersonal roles over next 20 years
“I think what humans are going to be good for in the next 10 to 20 years is these interpersonal roles, like, you know, nursing at home coaching experiences, again, coming back to experiences, and asking questions, and so I think If you want to answer, you're go…”
Kevin Kelly Jan 2, 2019 ▶ 30:22
Prediction Not checkable as stated
Kevin Kelly: Skynet-style AI apocalypse is highly unlikely
“The Skynet thing I think is cheap. Hollywood trope that is highly, highly unlikely.”
Kevin Kelly Jan 2, 2019 ▶ 31:05
Insight
Kevin Kelly: Any job defined by efficiency will ultimately be automated
“Any job that can be specified or can be specified in terms of efficiency or productivity is a job that humans should not be doing, and it will be a job that would go to the bots.”
Kevin Kelly Jan 2, 2019 ▶ 31:50
Insight
Chris Dixon: Tech pessimism stems from asymmetry in imagining future jobs
“I think one reason people are pessimistic in general about technological progress is it's, there's an asymmetry in that it's very easy to imagine the jobs that are destroyed and very hard to imagine the ones that are created.”
Chris Dixon Jan 2, 2019 ▶ 33:03
Prediction Not checkable as stated
Kevin Kelly: Innovation will explode when AI compute is cheap to waste
“AI is going to be very close to that where you can basically take the world's best AI and completely waste it in ways that you couldn't before because it was too precious. And that's when all the new things and innovations and all the new wealth comes is when …”
Kevin Kelly Jan 2, 2019 ▶ 36:35
Assertion Not checkable as stated
Kevin Kelly: AI and VR were expected, while the internet was unexpected
“I think AI and VR were both overly expected. I mean, they've been expected for such a long time that it's almost hard to, escaping from that is really hard. So, the kind of ones that aren't expected, well, the internet was actually not expected. There's almost…”
Kevin Kelly Jan 2, 2019 ▶ 38:26
Prediction Not checkable as stated
Kevin Kelly: Software will dominate for 25 years before biotech eclipses it
“20, 25 year horizon that I'm talking about. So, so I think beyond that, yes, I think it's wide open, but I think, you know, for the next 25 years, I think this is what I'm talking about. I think computer science will continue to run everything. Software will c…”
Kevin Kelly Jan 2, 2019 ▶ 40:48
Made with StarZero

Turn any episode into a week of clips.

This entire site, over 1,000 episodes transcribed, diarized, checked and made playable, runs on the StarZero media pipeline. Drop in your own episode and the podcast clipper finds the moments worth sharing, cuts them, captions them, and reframes them for every feed.