

Nor if being disappointed by underwhelming or even poor animation weren’t enough for One-Punch Man fans, now their attention is turning towards a more controversial layer. The anime’s season 3 return was not as triumphant as everyone perhaps hoped, but one solution may prove more damaging than expected. Some are even advocating for AI to “fix” One-Punch Man’s animation.
Clips are already beginning to surface from fans like @koko_shishi_022 on X using OpenAI’s Sora to touch up One-Punch Man’s Shoddier animation. Putting aside the ethics of trusting AI models with these tasks, and the slippery slope it enables, some humor the use of models like OpenAI’s Sora as a post-production tool. It is an understandably controversial stance to take, however.
One-Punch Man Animation Prompts Fans to Turn to AI for the “Fix”
It’s no secret that One-Punch Man’s animation is a controversial element to its return. The incredible moments, from the paneling replication, to the impactful fight scenes, to posing, character design, and sound design, were superb in season 1. Season 3, although so far less dependent on CGI than season 2, has so far failed to live up to its legacy.
The opening scenes of One-Punch Man season 3, namely Beaut speaking with other Hero Association members including Atomic Samurai, felt stiff despite rendering its characters well. The solution proposed by fans was to “fix” the idle moments by putting the scenes through Sora. The added facial movement and gesturing is a superficial boost, but the “improvement” sparks an important debate.
Reactions to this change ranged predictably from joining to advocate for the use of AI as a tool, to wanting AI to take over, criticizing it as “AI Slop”, or more outright hostile replies.
Reactions to this change ranged predictably from joining to advocate for the use of AI as a tool, to wanting AI to take over, criticizing it as “AI Slop”, or more outright hostile replies. It’s a touchy subject, after all, and even having the conversation could be damaging as models like Sora continue to be used despite potential legal repercussions.
AI Is a Controversial Pandora’s Box for Anime Production
While it’s tempting to trust the superficial, cherry-picked scenes created when Sora gets an anime scene right using a pre-made reference point, it’s important to recognize even that wasn’t possible without the human work behind it. Those suggesting AI to take over entirely are overlooking the horrendous, soulless, and unruly hallucinations generative AI can often still produce.
There’s already plenty of harassment dedicated to JCStaff for merely doing their jobs, and consistently focusing on elements unrelated to the animation issues in One-Punch Man. Even in an ideal world where AI post-production is done to touch up scenes to viewers’ satisfaction, this still opens the door to these models scraping the content of its creators without their consent.
Even in an ideal world where AI post-production is done to touch up scenes to viewers’ satisfaction, this still opens the door to these models scraping the content of its creators without their consent.
Anime studios are already overworked, and alterations demanded by fans in this case would just clog the schedule further. But they can also be highly damaging, as seen with how the Ghibli AI art from earlier this year was noticeably inundated with yellow filters. One-Punch Man has its flaws, but taken out of human hands, it could be far worse.
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