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How do you keep your mechanical skills sharp if your day job is mostly software?
Posted: Fri Nov 14, 2025 6:29 pm
by deborah59
Been meaning to post this for a while.
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. 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.
Open to being corrected on the specifics.
Re: How do you keep your mechanical skills sharp if your day job is mostly software?
Posted: Fri Nov 14, 2025 10:00 pm
by young58
@deborah59 Here's what I know on this:
Remote work remains genuinely limited for most hands-on humanoid hardware roles, given the need for physical access to robots and test environments, though software-only roles (simulation, perception algorithms, offline learning) increasingly do offer remote or hybrid arrangements.
Re: How do you keep your mechanical skills sharp if your day job is mostly software?
Posted: Sat Nov 15, 2025 2:50 am
by johnrossi
Here's the relevant bit as far as I understand it:
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. 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.
Reminds me a bit of the early drone hobbyist scene, honestly.
Re: How do you keep your mechanical skills sharp if your day job is mostly software?
Posted: Sat Nov 15, 2025 6:53 am
by kwilliams
I can speak to this 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.
Re: How do you keep your mechanical skills sharp if your day job is mostly software?
Posted: Sat Nov 15, 2025 8:17 am
by nancy_lewi
Slightly off-topic, but related:
Active employers hiring specifically for humanoid-relevant roles span both established robotics companies (Shadow Robot, Engineered Arts, PAL Robotics) and the newer venture-funded players (Figure, 1X, Apptronik, Sanctuary AI, Boston Dynamics' electric Atlas program) - each with different team sizes, cultures, and hardware-vs-software emphasis. A whole-body control engineer's day-to-day work is a mix of formulating and tuning constrained optimization problems, debugging why a controller behaves differently on hardware than in simulation, and a surprising amount of time spent on numerical stability and solver performance rather than pure algorithm design.
Re: How do you keep your mechanical skills sharp if your day job is mostly software?
Posted: Sun Nov 16, 2025 1:10 pm
by johnrossi
This is a great summary, thanks.
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. 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.
Re: How do you keep your mechanical skills sharp if your day job is mostly software?
Posted: Wed Nov 19, 2025 1:38 am
by deborahperez
Still learning the space, so correct me if wrong -
In the UK, base salaries for robotics roles reportedly range from around £50,000 for new graduates up to roughly £200,000 for senior whole-body-control or reinforcement-learning specialists - a notably wide band reflecting how specialized the top end of the field has become. 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.
Re: How do you keep your mechanical skills sharp if your day job is mostly software?
Posted: Thu Nov 20, 2025 7:44 am
by charlesbianchi
@deborahperez One nitpick -
Internship competitiveness at the well-known humanoid companies has increased sharply as the field's visibility has grown, with the applicant pool now including not just robotics students but a lot of general CS/ML students drawn in by the sector's high profile.
Re: How do you keep your mechanical skills sharp if your day job is mostly software?
Posted: Sat Nov 22, 2025 9:14 pm
by rossi30
@charlesbianchi Minor factual note:
24/7 factory-pilot support roles (the engineers keeping a deployed fleet running through real shifts) reportedly carry a real burnout risk, since they combine the unpredictability of early-stage hardware with the operational pressure of a live production environment.
Re: How do you keep your mechanical skills sharp if your day job is mostly software?
Posted: Sun Nov 23, 2025 10:24 pm
by nancy_lewi
@rossi30 Follow-up question though -
Internship competitiveness at the well-known humanoid companies has increased sharply as the field's visibility has grown, with the applicant pool now including not just robotics students but a lot of general CS/ML students drawn in by the sector's high profile. 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.