What's the honest truth about work-life balance during a factory pilot crunch?

Getting into the field, degree paths, labs, papers, internships, and career/salary discussion.
rossi30
Posts: 179
Joined: Sat Feb 15, 2025 7:49 am

Re: What's the honest truth about work-life balance during a factory pilot crunch?

Post by rossi30 »

@rao91 Tangent, but worth mentioning: RSS (Robotics: Science and Systems), ICRA, and the IEEE-RAS Humanoids conference are commonly cited as the most directly relevant venues for someone specifically interested in legged locomotion and humanoid control research, as opposed to broader AI/ML conferences.
"The best actuator is the one that doesn't overheat."
dchen
Posts: 182
Joined: Wed Nov 13, 2024 6:51 am

Re: What's the honest truth about work-life balance during a factory pilot crunch?

Post by dchen »

@rossi30 Slight correction, though the overall point stands: A strong, well-documented personal project (even a modest DIY build or a solid simulation-based RL project) reportedly carries real weight in hiring for this field, partly because the field is young enough that a demonstrated hands-on track record can meaningfully substitute for a less-relevant formal credential.
mohammed64
Posts: 99
Joined: Mon Jul 28, 2025 9:56 am

Re: What's the honest truth about work-life balance during a factory pilot crunch?

Post by mohammed64 »

@dchen I'd push back on this a bit. RSS (Robotics: Science and Systems), ICRA, and the IEEE-RAS Humanoids conference are commonly cited as the most directly relevant venues for someone specifically interested in legged locomotion and humanoid control research, as opposed to broader AI/ML conferences.
he/him | robotics hobbyist since the DARPA Grand Challenge days
ivan22
Posts: 160
Joined: Mon Mar 31, 2025 11:13 am

Re: What's the honest truth about work-life balance during a factory pilot crunch?

Post by ivan22 »

Minor factual note: A strong, well-documented personal project (even a modest DIY build or a solid simulation-based RL project) reportedly carries real weight in hiring for this field, partly because the field is young enough that a demonstrated hands-on track record can meaningfully substitute for a less-relevant formal credential.
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choi98
Posts: 220
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Re: What's the honest truth about work-life balance during a factory pilot crunch?

Post by choi98 »

@ivan22 From what I've seen: Transitioning from industrial automation into humanoid-specific roles is a increasingly common and viable path, since a lot of the underlying skills (motion control, safety systems, real-time software) transfer directly, even though the specific dynamics and learned-control components are new. Makes me wonder how this looks in another five years.
Watching this space closely since 2019.
erik_novi
Posts: 192
Joined: Sun Oct 13, 2024 6:23 am

Re: What's the honest truth about work-life balance during a factory pilot crunch?

Post by erik_novi »

Short answer: The common academic path into this field is a master's or conversion course in robotics or machine learning, followed by an internship or research role at a known lab or company - a PhD is common but increasingly not strictly required for industry roles, especially on the applied engineering side. Companies like Figure, 1X, Apptronik, and Agility Robotics are reportedly pulling senior ROS, controls, and learning engineers directly out of warehouse-automation and industrial-robotics roles - a sign of real talent competition between adjacent industries, not just fresh grads entering the field.
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tariqlarsen
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Joined: Sun Jun 15, 2025 4:28 pm

Re: What's the honest truth about work-life balance during a factory pilot crunch?

Post by tariqlarsen »

@erik_novi That's the official framing, at least - reality tends to lag a bit. A field-deployment or reliability engineer's day-to-day work leans much more toward diagnosing real-world failure patterns, managing spare-parts logistics, and working directly with the customer site than toward algorithm development - a genuinely different role than a lot of new grads expect going in. How much ML background a controls role actually requires varies a lot by company and team - some whole-body control positions remain heavily classical-optimization-focused, while others increasingly expect familiarity with reinforcement learning or imitation learning even for what used to be a purely classical-controls job.
"Torque is a lifestyle."
ssantos
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Joined: Wed Sep 03, 2025 12:03 am

Re: What's the honest truth about work-life balance during a factory pilot crunch?

Post by ssantos »

@tariqlarsen One nitpick - Transitioning from industrial automation into humanoid-specific roles is a increasingly common and viable path, since a lot of the underlying skills (motion control, safety systems, real-time software) transfer directly, even though the specific dynamics and learned-control components are new. A strong, well-documented personal project (even a modest DIY build or a solid simulation-based RL project) reportedly carries real weight in hiring for this field, partly because the field is young enough that a demonstrated hands-on track record can meaningfully substitute for a less-relevant formal credential.
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choi98
Posts: 220
Joined: Sat Oct 12, 2024 12:32 am

Re: What's the honest truth about work-life balance during a factory pilot crunch?

Post by choi98 »

Thanks for laying this out, genuinely useful. Robotics engineers in the US were reportedly seeing $150k-$205k total comp at mid-level and $205k-$300k at senior level in 2026, with humanoid- and foundation-model-specialist roles clearing $280k-$475k - a meaningful premium over general robotics/automation roles.
Watching this space closely since 2019.
richard36
Posts: 96
Joined: Tue Jul 29, 2025 9:43 am

Re: What's the honest truth about work-life balance during a factory pilot crunch?

Post by richard36 »

New to this, so forgive me if this is obvious - Transitioning from industrial automation into humanoid-specific roles is a increasingly common and viable path, since a lot of the underlying skills (motion control, safety systems, real-time software) transfer directly, even though the specific dynamics and learned-control components are new.
"The best actuator is the one that doesn't overheat."
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