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Re:Imagen Video: high definition video generation with diffu... by kranke155 on Wednesday October 05, 2022 @02:05PM (#33099038)
I’m going to post an Ask HN about what am I supposed to do when I’m “disrupted”. I work in film / video / CG where the bread and butter is short form advertising for Youtube, Instagram and TV.

It’s painfully obvious that in 1 year the job might be exceedingly more difficult than it is now.

Re:Imagen Video: high definition video generation with diffu... by metadat on Wednesday October 05, 2022 @02:24PM (#33099314)
Here's the link to kranke155's submission: https://news.ycombinator.com/item?id=33099182
Re:Imagen Video: high definition video generation with diffu... by ijidak on Wednesday October 05, 2022 @02:58PM (#33099817)
It won't be easy. But below are my thoughts:

#1: Master these new tools #2: Build a workflow that incorporates these tools #3: Master storytelling #4: Master ad tracing and analytics #5: Get better at marketing yourself so that you stand out

The market for your skillset may shrink, but I doubt it will disappear...

Think about it this way...

Humans in cheaper countries are already much more capable than any AI we've built.

Yet, even now, There are practical limits on outsourcing.

It's hard for me to see how this will be much different for creative work.

It's one thing to casually look at images or videos, when there is no specific money-making ad in mind.

But as soon as someone is spending thousands to run an ad campaign, just taking whatever the AI spits out is unlikely to be the real workflow.

I guess I'm suggesting a more optimistic take...

View it as a tool to learn and incorporate in your workflow

I don't know if you gain much by stressing too much about being replaced.

And I'm not even sure that's reality.

I'm almost certain, most of the humans to lose their jobs will be people who either because of fear or stubbornness refuse to get better, refuse to incorporate these tools, and are thus unable to move up the value chain.

Re:Imagen Video: high definition video generation with diffu... by alcover on Wednesday October 05, 2022 @04:05PM (#33100639)

  Get better [...] so that you stand out
Please bear with me but this kind of advice is often a bit puzzling to me. I suppose you don't know the person you're replying to, so I read your advice as a general one - useful to anyone in the parent's position. If you were close to her, it would make sense to help her 'stand out' in detriment - logically - to strangers in her field. But here you're kind of helping every reader stand out.

I realise this comment is a bit vain. And I like the human touch of you helping a stranger.

Re:Imagen Video: high definition video generation with diffu... by PinkMilkshake on Wednesday October 05, 2022 @06:34PM (#33102065)

  I [...] don't [...] like [...] helping a stranger.
That's not very nice. The world would be a better place if we helped strangers more.
Re:Imagen Video: high definition video generation with diffu... by ricardobeat on Thursday October 06, 2022 @04:59AM (#33106113)
That's a good one, but if you read his comment thoroughly, it is about the illogicality of 'everyone standing out', not the 'get better' part.
Re:Imagen Video: high definition video generation with diffu... by boh on Wednesday October 05, 2022 @02:48PM (#33099691)
There's a huge gap between "that's pretty cool" and a feature length film. People want to create specific stories with specific scenes in specific places that look a specific way. A "Couple kissing in the rain " prompt isn't going to produce something people are going to pay to see.

It's more likely that you're still going to be filming/editing/animating but will have an AI layer on top that produces extra effects or generates pieces of a scene. Think "green screen plus", vs fully AI entertainment.

People will over-hype this tech like they did with voice and driverless cars but don't let it scare you. Everything is possible, but it's like a person from the 1920's telling everyone the internet will be a thing. Yes it's correct, but also irrelevant at the same time. You already have AI assisted software being used in your industry. Just expect more of that and learn how to use the tools.

Re:Imagen Video: high definition video generation with diffu... by oceanplexian on Wednesday October 05, 2022 @03:19PM (#33100088)
I actually think it's the opposite, AI will probably be writing the stories and humans might occasionally film a few scenes. ~95% of TV shows and movies are cookie-cutter content, with cookie-cutter acting and production values, with the same hooks and the same tropes regurgitated over and over again. Heck they can't even figure out how to make new IP so they keep making reruns of the same old stuff like Star Wars, Marvel, etc, and people eat it right up. There's nothing better at figuring out how to maximize profit and hook people to watch another episode than a good algorithm.
Re:Imagen Video: high definition video generation with diffu... by armchairhacker on Wednesday October 05, 2022 @04:18PM (#33100796)
The last-mile problem applies here too. GPT-3 text is convincing at a distance but when you look closely there is no coherence, no real understanding of plot or emotional dynamics or really anything. TV shows and movies are filled with plot holes and bad writing but it's not that bad.

Also I think "a good algorithm" is more than just repetitive content. The plots are reused and generic, but there's real skill involved into figuring out the next series to reuse with a generic plot which is still guaranteed not to flop because nobody actually wants to see reruns of that series or they accidentally screwed up a major plot point.

Re:Imagen Video: high definition video generation with diffu... by gpderetta on Thursday October 06, 2022 @04:24AM (#33105883)
Editors might still have a job :).

Kidding aside, these technologies are amazing, but for a while still they will need a human in the loop selecting, tweaking and editing the output and feeding it back to the contraption for the next iteration.

The question is, for how long?

Re:Imagen Video: high definition video generation with diffu... by seydor on Wednesday October 05, 2022 @07:15PM (#33102412)
yes someone will need to hand-pick the best versions of each episode . over time a large enough dataset will have been generated that a model can be trained to the task of curation
Re:Imagen Video: high definition video generation with diffu... by kranke155 on Wednesday October 05, 2022 @04:08PM (#33100672)
The first thing to go away will be short content. Instagram and YouTube ads will be AÍ generated. The thing is - that’s the bread and butter of the industry
Re:Imagen Video: high definition video generation with diffu... by CuriouslyC on Wednesday October 05, 2022 @04:31PM (#33100919)
AI might take an outline and write dialogue/descriptions/etc, but it's not going to be generating the story or creating the characters. They might use AI to tune what people come up with (ala "market research") but there will still be a human that can be blamed or celebrated at the creative helm.
Re:Imagen Video: high definition video generation with diffu... by trention on Wednesday October 05, 2022 @04:15PM (#33100753)
Why would I want to watch AI-generated content?
Re:Imagen Video: high definition video generation with diffu... by CuriouslyC on Wednesday October 05, 2022 @04:32PM (#33100924)
Procedurally generated games can be quite fun, if AI content gets good enough, why wouldn't you want to watch it?
Re:Imagen Video: high definition video generation with diffu... by trention on Wednesday October 05, 2022 @04:38PM (#33100996)
Because anything that an AI can produce, no matter how "intrinsically" good, becomes trivial, tedious and with zero value (both economic and general).
Re:Imagen Video: high definition video generation with diffu... by gbear605 on Wednesday October 05, 2022 @05:05PM (#33101242)
Imagine you’re watching a show, it’s really funny and you’re enjoying it. You’re streaming it, but you’d probably have paid a few dollars to rent it back in the Blockbuster days. You’re then told that the show was produced by an AI. Do you suddenly lose interest because you don’t want to watch something produced by an AI? Or is your hypothesis that an AI could never produce a show that you liked to that degree?

If you mean the former, then I frankly think you’re an outlier and lots of people would have no problem with that. If you mean the latter, then I guess we’ll just have to wait and see. We’re certainly not there yet, but that doesn’t mean that it’s impossible. I’ve definitely read stories that were produced by an AI and preferred it to a lot of fiction that was written by humans!

Re:Imagen Video: high definition video generation with diffu... by trention on Wednesday October 05, 2022 @05:12PM (#33101300)
You may want to familiarize yourself with this thought experiment and think how a slightly modified version applies to AIs and their output: https://en.wikipedia.org/wiki/Experience_machine

As to whether I am an outlier: Hundreds of thousands of people worldwide watch Magnus Carlsen. How many have watched AlphaZero play chess when it came about and how many watch it when it ceased to be a novelty?

Re:Imagen Video: high definition video generation with diffu... by CuriouslyC on Wednesday October 05, 2022 @07:47PM (#33102656)
Totally different. Watching a display of skill, where you marvel at how much better the demonstrator is than yourself obviously has no value if the demonstrator is a machine, but then it is plainly visible that the activity has little intrinsic entertainment value and entertainment value comes from the story and personal arc of the performer. This is different from a movie where nobody really cares about the personal arc of the actor, and people are completely happy to watch an animated film where there isn't even a real actor on display.
Re:Imagen Video: high definition video generation with diffu... by trention on Thursday October 06, 2022 @02:36AM (#33105109)
>where nobody really cares about the personal arc of the actor

Speak for yourself. Actors do have fans, and a lot of them. Their personal lives are subjects of interest for a reason.

So, no, not totally different at all.

Re:Imagen Video: high definition video generation with diffu... by cercatrova on Wednesday October 05, 2022 @05:00PM (#33101205)
That's a weird sentiment. If you can concede that it could be "intrinsically" good, then why do you care where it came from?

It reminds me of part of the book trilogy Three Body Problem, where these aliens create human culture better than humans (in the humans' own perspective, in the book) by decoding and analyzing our radio waves to then make content. It feels to me much the same here where an unknown entity creates media, and we might like it regardless of who actually made it.

Re:Imagen Video: high definition video generation with diffu... by throwaway743 on Wednesday October 05, 2022 @05:42PM (#33101571)
It'll eventually get to the point where it's high quality and the media you consume will be generated just for you based on your individual preferences, rather than a curated list of already made options made for widespread audiences.
Re:Imagen Video: high definition video generation with diffu... by trention on Thursday October 06, 2022 @02:37AM (#33105119)
A big part of entertainment's appeal is having an experience/frame of reference to share with other people. Personalized entertainment doesn't offer that.

I am also extremely skeptical of the ability/need so serve at individual level instead of niches (as today).

Re:Imagen Video: high definition video generation with diffu... by throwaway743 on Thursday October 06, 2022 @02:11PM (#33111811)
Time will tell.
Re:Imagen Video: high definition video generation with diffu... by inerte on Wednesday October 05, 2022 @02:56PM (#33099797)
It depends where you are in the industry.

If you're on the creative, storyboard, come up with ideas and marketing side, you will be fine.

If you're in actual production, booking sets, unfolding stairs to tape infinite background, picking up the best looking fruits in the grocery store... yeah, not looking good.

Go up in the value chain and learn marketing, how to tell stories, etc... you don't want to be approached by clients telling you what you should be doing, you want to be approached and being asked what the clients should be doing.

Re:Imagen Video: high definition video generation with diffu... by kranke155 on Wednesday October 05, 2022 @10:21PM (#33103577)
Absolutely that is my plan. But I fear for my colleagues in other areas. A lot of them are not seeing the (now clearly) exponential improvement curve and they wouldn’t even take this discussion seriously.

They’ll just throw it away off hand. But I’ve run my own business and I know what the pressures are. A lot of people working today will not be working in 10 years in my industry, period.

Re:Imagen Video: high definition video generation with diffu... by naillo on Wednesday October 05, 2022 @02:07PM (#33099070)
Whatever insights and expertize you've gained up until now can probably be used to gain enough of a competitive advantage in this future industry to be employed. I doubt the people that will spend their time on this professionally will be former coders etc. (I've seen the stable diffusion outputs that coders will tweet. It's a good illustration that taste is still hugely important.)
Re:Imagen Video: high definition video generation with diffu... by joshuahaglund on Wednesday October 05, 2022 @02:19PM (#33099240)
I like your optimism but OP's job is to take text instructions and turn them into video, for advertisements. If Google (who already control so much of the advertising space) can take text instructions and turn them into advertisements, what's left for OP to do here? Even if there's some additional editing required this seems like it will greatly reduce the hours an editor is needed. And it can probably iterate options and work faster than a human.
Re:Imagen Video: high definition video generation with diffu... by simonw on Wednesday October 05, 2022 @02:25PM (#33099332)
Maybe OP's future involves being able to do their work 10x faster, while producing much higher quality results than people who have been given access to a generative AI model without first spending a decade+ learning what makes a good film clip.

The optimistic view of all of this is that these tools will give people with skill and experience a massive productivity boost, allowing them to do the best work of their careers.

There are plenty of pessimistic views too. In a few years time we'll be able to look back on this and see which viewpoints won.

Re:Imagen Video: high definition video generation with diffu... by pyfork on Wednesday October 05, 2022 @02:54PM (#33099776)
OP probably does more than it seems by interpreting what their client is asking for. Clients ask for some weird shit sometimes, and being able to parse the nonsense and get to the meat is where a lot of skill comes into play.

I think Cleo Abrams on YT recently tackled this exact question. She tried to generate art using DALL-E along with a professional artist, and after letting the public vote blindly, the pro artist clearly 'made' better content, even though they were both just typing into a text prompt.

Here's the link if you're interested: https://www.youtube.com/watch?v=NiJeB2NJy1A

I could see a lot of digital artists actually getting better at their job because of this, not getting totally displaced.

Re:Imagen Video: high definition video generation with diffu... by altcognito on Wednesday October 05, 2022 @02:32PM (#33099456)
I think there will be tons of jobs that resemble software development for proper, quick high quality generation of video/images.

That being said, it’s possible that it won’t pay anywhere near what you’re used to. Either way, it will probably be a solid decade before you’ve really felt the pain for disruption. MP3s, which were a far more straightforward path to disruption took at least that long from conception.

Re:Imagen Video: high definition video generation with diffu... by jstummbillig on Wednesday October 05, 2022 @02:34PM (#33099477)
> That being said, it’s possible that it won’t pay anywhere near what you’re used to.

Also won't nearly require the amount of work it used to.

Re:Imagen Video: high definition video generation with diffu... by dkjaudyeqooe on Wednesday October 05, 2022 @04:19PM (#33100808)
Adapt, it's what humans excel at.

Instead of feeling threatened by the new tools, think about how you can use them to enable your work.

One of the ironies* of these tools is that they only work because there is so much existing material they can be trained on. Absent that they wouldn't exist. That makes me think: why not think about how to train your own models than entail your own style? Is that practical, how can you make it work and how might you deploy that in your own work?

Something that everyone is sticking their heads in their sand about is the real possibility that training models on copyrighted work is a copyright violation. I can't see how such a mechanical transformation of others' work is anything but. People accept violating one person's copyright is a thing but if you do it at scale it somehow isn't.

* ironic because they seem creative but they create nothing by themselves, they merely "repackage" other people's creativity.

Re:Imagen Video: high definition video generation with diffu... by karmasimida on Wednesday October 05, 2022 @03:51PM (#33100462)
I think short advertisements would be affected most by this, it seems.

But here is the catch, there is the same last mile problem for those AI models. Currently it feels like the model can achieve like 80%-90% what a trained human expert can do, but the last 10-20% would extra extra hard to reach human fidelity. It might take years, or it might never happen.

That being said, I think anyone who doubts AI-assisted creative workflow is a fuzz is deadly wrong, anyone who refuses those shiny new tools, is likely to be eliminated by sheer market dynamics. They can't compete on the efficiency of it.

Re:Imagen Video: high definition video generation with diffu... by operator-name on Wednesday October 05, 2022 @06:06PM (#33101803)
A 1 year timespan seems deeply optimistic. Creativity is still hugely important, as is communicating with clients.

From what I see, these technologies have just lowered the bar for everyone to create someone, but creating something good still takes thought, time, effort and experience, especially in the advertising space.

AI in the near term is never going to be able to translate client requirements either. The feedback cycle, iterations, managing client expectations, etc.

Re:Imagen Video: high definition video generation with diffu... by baron816 on Wednesday October 05, 2022 @05:20PM (#33101368)
Quite the opposite: you’re going to be in even higher demand and will make more money.

Yes, it will be possible for one person to do the work of many, but that just means each person becomes more valuable.

It’s also a law in economics that supply often drives demand, and that’s definitely the case in your field. Companies and individuals will want even more of what you want. It’s not like laundry detergent (one can only consume so much of that). There’s almost no limit to how much of what you supply that people could consume.

The way I see it, your output could multiply 100 fold. You could build out large, complex projects that used to take massive teams all by yourself, and in a fraction of the time. Companies can than monetize that for consumers.

AI is just a tool. Software engineers got rich when their tools got better. More engineers entered the field, and they just kept getting richer. That’s because the value of each engineer increased as they became more productive, and that value helped drive demand.

Re:Imagen Video: high definition video generation with diffu... by victor9000 on Wednesday October 05, 2022 @03:05PM (#33099909)
Don't watch from the sidelines. Become adept at using these tools and use your experience to differentiate yourself from those entering the market.
Re:Imagen Video: high definition video generation with diffu... by Keyframe on Wednesday October 05, 2022 @02:27PM (#33099356)
What happened to volume of web and graphic designers when templates+wordpress hit them?
Re:Imagen Video: high definition video generation with diffu... by jstummbillig on Wednesday October 05, 2022 @02:31PM (#33099426)
A lot of additional work, because the industry was growing like crazy in tandem.
Re:Imagen Video: high definition video generation with diffu... by visarga on Wednesday October 05, 2022 @02:40PM (#33099550)
Exactly. We have a blindspot, we can't imagine second and higher order effects of a new technology. So we're left with first order effects which seem pessimistic for jobs.
Re:Imagen Video: high definition video generation with diffu... by jstummbillig on Thursday October 06, 2022 @03:09AM (#33105358)
I don't think what happened around WP to designers is a strong indicator of what's necessarily gonna happen here.

It certainly could play out similarly but, at some point, if all the work in a field from now on only requires 1/100 of manual labor, people will probably go out of work.

Re:Imagen Video: high definition video generation with diffu... by kranke155 on Thursday October 06, 2022 @08:19AM (#33107296)
This pretty much seems like the self driving car for my industry. I just don’t see how I can remain a truck driver when the AI is going to come for free with the Car.

But yeah I’ll figure something out.

Re:Imagen Video: high definition video generation with diffu... by yehAnd on Wednesday October 05, 2022 @02:54PM (#33099778)
We employed a bunch of people to enter data into a template.

Bit of an apples/oranges comparison to tech that will (eventually) generate endless supply of content with less effort than writing a Tweet.

The era of inventing layers of abstraction and indirection that simplify computer use down to structured data entry is coming to an end. A whole lot of IT jobs are not safe either. Ops is a lot of sending parameters over the wire to APIs for others to compute. Why hire them when “production EKS cluster” can output a TF template?

Re:Imagen Video: high definition video generation with diffu... by Thaxll on Wednesday October 05, 2022 @04:28PM (#33100893)
It won't be ready anytime soon imo, looks impressive but who can use that? 512*512 of bad quality, weird looking AI with those moving part that you find everywhere in AI generated art etc ...
Re:Imagen Video: high definition video generation with diffu... by seydor on Wednesday October 05, 2022 @07:14PM (#33102404)
the principle of least action says you will move to adjacent territory. either you become and advertiser, or you learn to make these models
Re:Imagen Video: high definition video generation with diffu... by echelon on Wednesday October 05, 2022 @02:33PM (#33099463)
Start making content and charging for it. You no longer need institutional capital to make a Disney- or Pixar-like experience.

Small creators will win under this new regime of tools. It's a democratizing force.

Re:Imagen Video: high definition video generation with diffu... by visarga on Wednesday October 05, 2022 @02:51PM (#33099738)
> It's a democratizing force.

I'm wondering why the open source community doesn't get this. So many voices were raised against Codex. Now artists against Diffusion models. But the model itself is a distillation of everything we created, it can compactly encode it and recreate it in any shape and form we desire. That means everyone gets to benefit, all skills are available for everyone, all tailored to our needs.

Re:Imagen Video: high definition video generation with diffu... by echelon on Wednesday October 05, 2022 @03:25PM (#33100175)
> all skills are available for everyone

Exactly this!

We no longer have to pay the 10,000 hours to specialize.

The opportunity cost to choose our skill sets is huge. In the future, we won't have to contend with that horrible choice anymore. Anyone will be able to paint, play the piano, act, code, and more.

Re:Imagen Video: high definition video generation with diffu... by yehAnd on Wednesday October 05, 2022 @03:05PM (#33099918)
Outcome uncertain. Why would I need to buy content when I can generate my own with a local GPU?

Eventually the data model will be abstracted into deterministic code using a seed value; think implications of E=mc^2 being unpacked. The only “data” to download will be the source.

And the real world politics have not gone anywhere; none of us own the machines that produce the machines to run this. They could just sell locked down devices that will only iterate on their data structures.

There is no certainty “this time” we’ll pop “the grand illusion.”

Re:Imagen Video: high definition video generation with diffu... by kranke155 on Thursday October 06, 2022 @08:19AM (#33107302)
This is true and a good point.
Re:Imagen Video: high definition video generation with diffu... by odessacubbage on Wednesday October 05, 2022 @03:04PM (#33099891)
i really think it's going to take much longer than people think for this technology to go from 'pretty good' to actually being able to meet a production standard of quality with little to no human involvement. at this point, cleaning up after an ai is still probably more labor intensive than simply using the cheatcodes that already exist for quick and cheap realism. i expect in the midterm, diffusion models will largely exist in the same space as game engines like unity and unreal where it's relatively easy for an illiterate like me to stay within the rails and throw a bunch of premade assets together but getting beyond NINTENDO HIRE THIS MAN! and the stock 'look' of the engine still takes a great deal of expertise. >https://www.youtube.com/watch?v=C1Y_d_Lhp60
Re:Imagen Video: high definition video generation with diffu... by j_k_eter on Wednesday October 05, 2022 @04:49PM (#33101093)
I first predicted this tech 5 years ago, but I thought it was 15 years out. What I just said is beginning to happen with pretty much everything. There's a third sentence, but if I write it 10 people will gainsay me. If I omit it, there's a better chance that 10 people will write it for me.
Re:Imagen Video: high definition video generation with diffu... by jeffbee on Wednesday October 05, 2022 @02:13PM (#33099161)
When you animate a horse, does it have 5 legs with weird backwards joints? If not, your job is probably safe for now.
Re:Imagen Video: high definition video generation with diffu... by kranke155 on Wednesday October 05, 2022 @02:18PM (#33099218)
How long do you think until the horse looks perfect? 12 months? 5 years? I’m still 30 and I don’t see how my industry won’t be entirely disrupted by this within the next decade.

And that’s my optimistic projection. It could be we have amazing output in 24 months.

Re:Imagen Video: high definition video generation with diffu... by visarga on Wednesday October 05, 2022 @03:36PM (#33100305)
IT has been disrupting itself for six decades and there are more developers than ever, with high pay.
Re:Imagen Video: high definition video generation with diffu... by Vetch on Wednesday October 05, 2022 @06:16PM (#33101909)
Have to temper expectations with fact that a generated video of a thing is also a recording of a simulation of the thing. For long video, you'd want everything from temporal consistency and emotional affect maintenance to conservation of energy, angular momentum and respecting this or that dynamics.

A bunch of fields would be simultaneously impacted. From computational physics to 3D animation (if you have a 3D renderer and video generator, you can compose both). While it's not completely unfounded to extrapolate that progress will be as fast as with everything prior, consequences would be a lot more profound while complexities are much compounded. I down weight accordingly even though I'd actually prefer to be wrong.

Re:Imagen Video: high definition video generation with diffu... by bitL on Wednesday October 05, 2022 @02:58PM (#33099816)
It's not about random short clips - imagine introducing a character like Mickey Mouse and reusing him everywhere with the same character - my guess is it's going to take a while until "transfer" like that will work reliably.
Re:Imagen Video: high definition video generation with diffu... by fragmede on Wednesday October 05, 2022 @03:13PM (#33100013)
Dreambooth and Texual inversion is already here, and it's been just over a month since Stable Diffusion was released, so I'd bet on sooner rather than later.

https://github.com/XavierXiao/Dreambooth-Stable-Diffusion

https://textual-inversion.github.io/

Re:Imagen Video: high definition video generation with diffu... by spoonjim on Wednesday October 05, 2022 @02:31PM (#33099433)
Think about where this stuff was 2 years ago and then think about where it will be 2 years from now.
Re:Imagen Video: high definition video generation with diffu... by rcpt on Wednesday October 05, 2022 @02:44PM (#33099621)
Relationships between objects has been a problem with computer vision for a long time.

10 years ago: https://karpathy.github.io/2012/10/22/state-of-computer-visi...

Now: https://arxiv.org/pdf/2204.13807

Given that this is what makes photos and videos interesting I think it's still a while before artists are automated.

Re:Imagen Video: high definition video generation with diffu... by visarga on Wednesday October 05, 2022 @02:47PM (#33099676)
Take a look at Flamingo "solving" the joke: https://pbs.twimg.com/media/FSFwYL7WUAEgxqQ?format=jpg&name=...
Re:Imagen Video: high definition video generation with diffu... by adamsmith143 on Wednesday October 05, 2022 @02:57PM (#33099814)
Learn how to use these models is the easiest answer. Prompt Engineering (getting a model to output what you actually want) is going to be something of an art form and I would expect it to be in demand.
Re:Imagen Video: high definition video generation with diffu... by kranke155 on Thursday October 06, 2022 @08:21AM (#33107322)
I really don’t think the skillset moat will be comparable. It took me 10 years to go from young lad studying film at school to delivering content for major clients like Apple. Knowing my industry (profits squeeze everywhere) I think they’ll get young interns to do AI prompt engineering.