What does 'general purpose' really mean for a humanoid in practice today?

Open discussion on humanoid robots, the field in general, and anything that doesn't fit the boxes below.
nancy_lewi
Posts: 102
Joined: Sun Aug 31, 2025 1:11 pm

Re: What does 'general purpose' really mean for a humanoid in practice today?

Post by nancy_lewi »

@forgecam45 Pretty much this. One thing to add: Wheeled-torso designs solve 90% of warehouse and light-industrial tasks with far less complexity than a biped, which is exactly why so many 'humanoid' demos quietly have wheels under a skirt.
"Torque is a lifestyle."
gimbalmar65
Posts: 86
Joined: Sun Jul 13, 2025 4:14 am

Re: What does 'general purpose' really mean for a humanoid in practice today?

Post by gimbalmar65 »

@nancy_lewi Here's the relevant bit as far as I understand it: A lot of the current wave genuinely is repackaged 2000s and 2010s research (ZMP walking, whole-body control, DARPA-era grasping) combined with two things that weren't available then: cheap high-torque-density actuators and large-scale learned policies. The safety case for humanoids working near people usually leans on compliant/backdrivable joints plus soft force limits, but there isn't yet a mature, widely-adopted standard equivalent to what industrial arms have had for decades.
Currently: 3D printing my way to bankruptcy.
camila.jackson0
Posts: 225
Joined: Wed Oct 09, 2024 1:27 am

Re: What does 'general purpose' really mean for a humanoid in practice today?

Post by camila.jackson0 »

@gimbalmar65 Pretty much this. One thing to add: Most flashy demo reels involve some amount of teleoperation, scripted sequencing, or cherry-picked takes - that's not necessarily dishonest, but it does mean the gap between 'demoed' and 'reliably autonomous in production' is still large. Makes me wonder how this looks in another five years.
Building > buying.
brian.campbell
Posts: 59
Joined: Thu Jan 22, 2026 3:10 am

Re: What does 'general purpose' really mean for a humanoid in practice today?

Post by brian.campbell »

Genuine beginner question - A recurring pattern in the field: a capability looks solved in a controlled demo, then takes another 18-24 months of engineering to become boringly reliable in the field. The labor-substitution narrative gets simplified a lot in pitch decks; the more honest framing right now is 'augmenting understaffed, high-turnover roles' rather than wholesale replacement. This whole thread is a good reminder how young this field still is.
pierregreen
Posts: 205
Joined: Thu Dec 12, 2024 11:01 am

Re: What does 'general purpose' really mean for a humanoid in practice today?

Post by pierregreen »

@brian.campbell To answer this directly: Legs earn their keep specifically where the environment wasn't redesigned for robots - stairs, curbs, uneven yards, cluttered floors - which is a smaller slice of real-world tasks than the marketing suggests.
she/her
choi98
Posts: 220
Joined: Sat Oct 12, 2024 12:32 am

Re: What does 'general purpose' really mean for a humanoid in practice today?

Post by choi98 »

This raises a question for me - Legs earn their keep specifically where the environment wasn't redesigned for robots - stairs, curbs, uneven yards, cluttered floors - which is a smaller slice of real-world tasks than the marketing suggests.
Watching this space closely since 2019.
ananya.novak
Posts: 69
Joined: Tue Jan 13, 2026 9:07 pm

Re: What does 'general purpose' really mean for a humanoid in practice today?

Post by ananya.novak »

I see it a little differently. Most flashy demo reels involve some amount of teleoperation, scripted sequencing, or cherry-picked takes - that's not necessarily dishonest, but it does mean the gap between 'demoed' and 'reliably autonomous in production' is still large. The safety case for humanoids working near people usually leans on compliant/backdrivable joints plus soft force limits, but there isn't yet a mature, widely-adopted standard equivalent to what industrial arms have had for decades.
Currently: 3D printing my way to bankruptcy.
deborahperez
Posts: 279
Joined: Sat Aug 31, 2024 4:22 am

Re: What does 'general purpose' really mean for a humanoid in practice today?

Post by deborahperez »

Genuine beginner question - A recurring pattern in the field: a capability looks solved in a controlled demo, then takes another 18-24 months of engineering to become boringly reliable in the field.
carlossanchez
Posts: 155
Joined: Mon Feb 17, 2025 1:44 am

Re: What does 'general purpose' really mean for a humanoid in practice today?

Post by carlossanchez »

Small correction on one detail: Most flashy demo reels involve some amount of teleoperation, scripted sequencing, or cherry-picked takes - that's not necessarily dishonest, but it does mean the gap between 'demoed' and 'reliably autonomous in production' is still large.
"Torque is a lifestyle."
joseph_sing
Posts: 63
Joined: Wed Dec 10, 2025 2:29 am

Re: What does 'general purpose' really mean for a humanoid in practice today?

Post by joseph_sing »

@carlossanchez Same conclusion I've come to. Also worth noting: Elder care is one of the most emotionally appealing use cases and also one of the hardest, because it demands both physical safety around fragile people and social/communication skill that's still far behind the manipulation hype.
"The best actuator is the one that doesn't overheat."
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