Best single resource for a total beginner?
Re: Best single resource for a total beginner?
Worth being a little skeptical of the marketing angle here.
The 'humanoid' form factor mostly wins on infrastructure compatibility, not raw efficiency - stairs, doors, and tools were all built for a human body plan, so a legged, two-armed robot slots into existing spaces without retrofitting them.
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camila.jackson0
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Re: Best single resource for a total beginner?
@dchen From what I've seen:
Roughly 7,000-8,000 commercial humanoids are estimated to be operational worldwide as of mid-2026, which sounds like a lot until you compare it to the millions of industrial arms already installed. 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.
Building > buying.
Re: Best single resource for a total beginner?
@camila.jackson0 Not sure I fully agree here.
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. The 'humanoid' form factor mostly wins on infrastructure compatibility, not raw efficiency - stairs, doors, and tools were all built for a human body plan, so a legged, two-armed robot slots into existing spaces without retrofitting them.
she/her
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camila.jackson0
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Re: Best single resource for a total beginner?
That's the official framing, at least - reality tends to lag a bit.
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.
Building > buying.
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deborahperez
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Re: Best single resource for a total beginner?
@camila.jackson0 That's the official framing, at least - reality tends to lag a bit.
Open-source humanoid projects matter less for out-competing the well-funded players and more for keeping the barrier to entry low enough that new ideas and new people can actually get into the field. 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.
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servoken70
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Re: Best single resource for a total beginner?
Related question -
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.
This whole thread is a good reminder how young this field still is.
Watching this space closely since 2019.
Re: Best single resource for a total beginner?
From what I've seen:
'General purpose' in 2026 mostly means 'can be reprogrammed for a new task without new hardware,' not 'can walk into any environment and figure things out unsupervised.'
Building > buying.
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sharonschmidt
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Re: Best single resource for a total beginner?
Counterpoint:
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.
Ex-automotive, now full-time robots.
Re: Best single resource for a total beginner?
Still learning the space, so correct me if wrong -
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.
Re: Best single resource for a total beginner?
Just to be precise about one thing:
'General purpose' in 2026 mostly means 'can be reprogrammed for a new task without new hardware,' not 'can walk into any environment and figure things out unsupervised.' Automotive plants ended up as the first serious proving ground for humanoids mostly because they already have structured environments, safety processes, and budget for automation - not because car assembly is uniquely suited to bipeds.
she/her | grad student, biped locomotion