In this episode of Philosophy Programs and Prompts, Casey Hart (@OntologyExplained) and Carl Brown (@InternetOfBugs) dive deep into the recent controversy surrounding Hank Green and the broader fallout of using large language models (LLMs) in content creation.
Prompted by the viral "I appreciate the pushback" incident, Casey and Carl dissect why audiences react so strongly to undisclosed AI usage, whether it stems from a breach of authenticity, quality degradation, or systemic distrust. Carl breaks down his own past interactions regarding SciShow’s coverage of AI, and both hosts have an open, transparent discussion on how they integrate AI tools into their own production workflows—from audio cleanup and research to SEO and script critique—without losing their personal voice.
Finally, they tackle the critical question: Should everyday creators and individuals establish their own personal AI use policies?
Subscribe for more grounded, hype-free takes from two real humans who know the tech!
More info about Casey:
https://CaseyHart.com/
More info about Carl:
https://InternetOfBugs.com/
//Sources/References:
// Casey's video on Hank & Nate Sores
I'm Sick of the ASI Fear-Mongering (Hank G...
//Carl's video on Hank, SciShow and the "speed" of AI advancement
Your Favorite Science YouTubers Are Wrong ...
// Hank's video that caused the controversy
Does Hank Green Shave His Butt? | Soupytim...
// Hank's mea culpa (& reporting on it)
Reddit: p0vzmog
https://techcrunch.com/2026/08/01/you...
// Hank's Nate Soares Interview
ChatGPT isn't Smart. It's something Much W...
// The SciShow AI video Carl took issue with
We’ve Lost Control of AI
// the SciShow Knitting video has been taken down. Here are some responses to it:
I Remade the SciShow Knitting Video (with ...
Scientist and Knitter reacts to SciShow's ...
// Hank platforms Cal NewPort (Good for Hank, but Late)
This is Going to be Very Messy
// Carl's video calling out Hank (in the Soares interview) for claiming AI can only ever get better
The Biggest Lie in AI
// Video Carl was complaining about where people had a generational argument about the Hank Green situation
We need to talk about the Hank Green situa...
// "GEO" and "AEO" are the new "SEO"
https://www.searchenginepeople.com/bl...
// Israel Influencing LLMs?
https://www.dropsitenews.com/p/fd1076...
Chapter Markers
00:00 - Introduction & The Hank Green Drama
01:02 - How Hank Green Sparked Our Channel Collaboration
04:16 - The "I Appreciate the Pushback" Scandal Explained
09:14 - Hank Green’s Content Strengths vs. LLM Vulnerabilities
11:08 - Carl’s Past SciShow Video & AI Narrative Disagreements
16:26 - The Gell-Mann Amnesia Effect in AI Reporting
20:06 - Why Audiences Care: Popularity, Dishonesty, and Authenticity
33:41 - The Real Problem: Loss of Diversity & AI Bias
41:00 - Systemic Exploitation vs. Individual Responsibility
48:43 - Live Transparency: How Casey and Carl Actually Use AI
57:45 - The Risks of Offloading Cognitive Muscle to LLMs
01:07:43 - Should You Have a Personal AI Policy?
#HankGreen #ArtificialIntelligence #ChatGPT #AIEthics #ContentCreation #Podcast #PhilosophyProgramsAndPrompts
In this episode of Philosophy Programs and Prompts, Casey Hart (@OntologyExplained) and Carl Brown (@InternetOfBugs) dive deep into the recent controversy surrounding Hank Green and the broader fallout of using large language models (LLMs) in content creation.
Prompted by the viral "I appreciate the pushback" incident, Casey and Carl dissect why audiences react so strongly to undisclosed AI usage, whether it stems from a breach of authenticity, quality degradation, or systemic distrust. Carl breaks down his own past interactions regarding SciShow’s coverage of AI, and both hosts have an open, transparent discussion on how they integrate AI tools into their own production workflows—from audio cleanup and research to SEO and script critique—without losing their personal voice.
Finally, they tackle the critical question: Should everyday creators and individuals establish their own personal AI use policies?
Subscribe for more grounded, hype-free takes from two real humans who know the tech!
More info about Casey:
https://CaseyHart.com/
More info about Carl:
https://InternetOfBugs.com/
//Sources/References:
// Casey's video on Hank & Nate Sores
I'm Sick of the ASI Fear-Mongering (Hank G...
//Carl's video on Hank, SciShow and the "speed" of AI advancement
Your Favorite Science YouTubers Are Wrong ...
// Hank's video that caused the controversy
Does Hank Green Shave His Butt? | Soupytim...
// Hank's mea culpa (& reporting on it)
Reddit: p0vzmog
https://techcrunch.com/2026/08/01/you...
// Hank's Nate Soares Interview
ChatGPT isn't Smart. It's something Much W...
// The SciShow AI video Carl took issue with
We’ve Lost Control of AI
// the SciShow Knitting video has been taken down. Here are some responses to it:
I Remade the SciShow Knitting Video (with ...
Scientist and Knitter reacts to SciShow's ...
// Hank platforms Cal NewPort (Good for Hank, but Late)
This is Going to be Very Messy
// Carl's video calling out Hank (in the Soares interview) for claiming AI can only ever get better
The Biggest Lie in AI
// Video Carl was complaining about where people had a generational argument about the Hank Green situation
We need to talk about the Hank Green situa...
// "GEO" and "AEO" are the new "SEO"
https://www.searchenginepeople.com/bl...
// Israel Influencing LLMs?
https://www.dropsitenews.com/p/fd1076...
Chapter Markers
00:00 - Introduction & The Hank Green Drama
01:02 - How Hank Green Sparked Our Channel Collaboration
04:16 - The "I Appreciate the Pushback" Scandal Explained
09:14 - Hank Green’s Content Strengths vs. LLM Vulnerabilities
11:08 - Carl’s Past SciShow Video & AI Narrative Disagreements
16:26 - The Gell-Mann Amnesia Effect in AI Reporting
20:06 - Why Audiences Care: Popularity, Dishonesty, and Authenticity
33:41 - The Real Problem: Loss of Diversity & AI Bias
41:00 - Systemic Exploitation vs. Individual Responsibility
48:43 - Live Transparency: How Casey and Carl Actually Use AI
57:45 - The Risks of Offloading Cognitive Muscle to LLMs
01:07:43 - Should You Have a Personal AI Policy?
#HankGreen #ArtificialIntelligence #ChatGPT #AIEthics #ContentCreation #Podcast #PhilosophyProgramsAndPrompts
As Carl says in a second, this was a SciShow video, presented (but not written) by Hank. Clearly the intent of the video was to highlight how cool and useful knitting is from a physics and engineering perspective, touching briefly on some interesting new research but mainly serving as a very general physics-flavored overview of how knit fabric works.
Sounds great! Knitters love seeing a general audience get educated about knitting. Many yarn crafters are very STEM-oriented people and knitting is notably pretty popular among nerdy women.
Which did make it seem a little bro-y and out of touch that the video opens with a joke about how the audience surely thinks knitting is boring. The SciShow audience probably has a fair few knitters, it's really not all that niche of an interest. Knitting nerd communities are as old as the Internet and they only seem to be growing.
Imagine if they'd been like, "I know, hobby electronics isn't exactly an exciting topic - you probably just think of a multimeter as that weird thing your crusty granddad was always going on about, but I'm here to try to convince you that it's actually a pretty useful tool, and now science has finally proven it!" That would be a bit weird, right? You might be like, wait, SciShow, who do you think is watching this?
But that's not all that weird for knitting, we know to expect that "girl" things will be treated as niche by default in mixed company - women are often aware of "boy" interests whether they share them or not, but a lot of men seem to never organically learn about women-dominated interests, even very popular ones* - and anyway plenty of knitters embrace the "granny hobby" jokes - so, maybe a bit of an eyeroller, but, whatever, not a huge deal.
However, the factual content of the video was pretty sloppy. You might say it was full of embarrassing technical errors, or at the very least full of misleading edits and phrasing. Knitters being a bunch of technical nerds who are always ready to fact-check, naturally there was fact-checking, and perhaps some gentle poking of fun. Much of Kristine Vike's response video is a good-faith explanation of those issues, done patiently but with just enough subtle exasperation to be entertaining.
And then, probably the most inflammatory part of the script was the way it transitions into discussing the research. The conceptual hook of the video is something like, "no one knew how knitting worked until the physicists came along," and they sort of imply through a series of misfired snappy turns of phrase that everybody was just kinda vibe-knitting for most of human history and had no conscious engineering intention behind what they were doing lol. And also something about how now that knitting was in the hands of physicists it could finally be applied towards something useful and not just clothing.
Clearly this was clumsy presentation and not the actual claims SciShow was trying to make, but the whole tone reads as weirdly dismissive of the knowledge and innovations of traditional craftspeople and seems to exalt institutional frontier physics as knitting's ultimate savior, which, combined with the fact that this video is premised on the assumption that you, the viewer, need to be convinced that knitting is interesting or important technology at all, plus all the careless mistakes about the actual craft and history, it kinda leaves a bad taste in your mouth. So in total you might say it comes across like,
"I recently learned a handful of half-right facts about this boring old craft that women do (women who are invisible to me, let's assume we're just talking about them and not to them), mainly for making played-out stuff we already have like garments. But you'll be shocked to hear, we discovered there are actually some cool physical properties of the technique these simple folk accidentally stumbled on that might be useful for my favorite esteemed professionals to reappropriate for the superior, modern applications that you and I might care about, thus innovating a scientifically competent approach to this craft for the first time in history, according to the very light dusting of historical research I felt like doing."
Again, obviously not what they were trying to say, but like, yeah, it was a disappointing video. And that's as far as I'd personally go with it - the video was cringe, it deserved criticism, it got criticism, it rightfully sparked discourse about the way people dismiss "women's" crafts and their technological innovation outside of institutional academia, it prompted some deep dives on knitting physics, and it made Hank and SciShow look a little foolish and oblivious - but I think things probably did get out of hand in the backlash. 😅
I'm not really a Hank Green or SciShow person so maybe those people have more of a case for feeling "betrayed" or whatnot, but I do remember thinking it was kind of snowballing needlessly into a content feeding frenzy. Maybe more so after SciShow's (admittedly kind of defensive and unsatisfying) response post. Perhaps knitters as a mostly peaceful people are starved for interesting knitting news lol, perhaps a lot of craft channels struggle if they don't make some hot topic clickbait, perhaps the whole thing really struck a nerve for a lot of nerds who've been chronically ignored and marginalized by the king nerds because of their gender, perhaps it's just the classic conflict escalation we've come to expect from all sorts of people doing all sorts of discourse in the attention economy, whatever the case may be.
I did start to feel a bit bad for Hank et al. haha, they were not remotely prepared for how many knitters there are and how capable of nerdrage we can be. And it is embarrassing and reveals a lesson worth learning that they weren't prepared for that, and tbh I didn't really keep following all this so I don't know if they kept making it worse, but personally I'm inclined to give people in that situation a friendly "you know you embarrassed yourself" slap on the back and then back off and wish them better luck next time, you can certainly keep the mistake in mind if it becomes relevant again but I think dogpiling is rarely productive, and I was surprised to see it happening because at first it really felt like the vibe we were on was more "oh no Hank Green posted cringe about us, that's kind of annoying but also slightly funny" and not anything heavier.
Later Carl mentions the frustration of the doomer sponcon discourse becoming about how Hank and SciShow suck instead of unpacking the systemic issue at hand, and I feel the same way about the casual knitting misogyny haha. I wouldn't be surprised if Kristine does too. The purpose of callouts like that isn't to tar and feather the individual person who exemplifies the common problem, it's to point out how common the problem is, and maybe get them to acknowledge their own biases.
Thanks to anyone who read this far hahaha, go try knitting if you haven't, it's fun.
*I once saw a video from a great multidisciplinary maker channel arguing that fabric and the sewing machine are the most underutilized useful maker tools - the video was lovely, I appreciate and endorse it, but at the same time I had to be like, only people stuck exclusively in the Boy Crafts box could possibly need to hear this argument lol, the engineering usefulness of textiles is obvious among makers who sew