Search found 54 matches

by joseph31
Sun Aug 30, 2026 11:59 am
Forum: Industry News, Funding & Market Trends
Topic: How much of the valuation is the hardware vs the software/data moat?
Replies: 26
Views: 464

Re: How much of the valuation is the hardware vs the software/data moat?

One nitpick - Insurance and liability frameworks for humanoids working directly around people are still immature in most jurisdictions, which is a real, under-discussed constraint on deployment speed that gets far less attention than the flashier technology headlines.
by joseph31
Sun Aug 30, 2026 11:59 am
Forum: Careers, Research & Academia
Topic: What does the interview loop look like for an applied ML/robotics role specifically?
Replies: 29
Views: 221

Re: What does the interview loop look like for an applied ML/robotics role specifically?

<t>@ivan22 Respectfully, I think this undersells it a bit.

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 ...
by joseph31
Sun Aug 30, 2026 11:59 am
Forum: Actuators, Motors & Drivetrains
Topic: How much does connector reliability actually contribute to field failures?
Replies: 34
Views: 179

Re: How much does connector reliability actually contribute to field failures?

@greta78 I don't think that's quite right, for what it's worth. Anti-backlash techniques in production actuators range from mechanical preloading (spring-loaded gear meshes) to purely software compensation that models and corrects for known backlash in the control loop.
by joseph31
Sun Aug 30, 2026 11:59 am
Forum: Manipulation, Grippers & Dexterous Hands
Topic: Anyone using simulation-only training for grasp policies with zero real data?
Replies: 38
Views: 432

Re: Anyone using simulation-only training for grasp policies with zero real data?

<t>Pretty much this. One thing to add:

Underactuated hands (fewer actuators than joints, using mechanical coupling to shape the grasp) are a reasonable engineering compromise for robust power grasps on a budget, but they generally can't do fine in-hand manipulation the way a fully actuated hand ...
by joseph31
Sun Aug 23, 2026 8:33 pm
Forum: DIY & Hobbyist Builds
Topic: What's the realistic weekend-warrior timeline for a basic walking biped?
Replies: 22
Views: 451

Re: What's the realistic weekend-warrior timeline for a basic walking biped?

<t>@johnrossi From hands-on experience,

UC Berkeley's Berkeley Humanoid Lite is a genuinely open-source, roughly $5,000, 3D-printable humanoid - structural parts print on a standard desktop printer (around a 200x200x200mm build volume), with CAD files, parts lists, assembly instructions, and ...
by joseph31
Mon Aug 17, 2026 11:53 pm
Forum: Careers, Research & Academia
Topic: How do you keep your skills current given how fast the field moves?
Replies: 26
Views: 383

Re: How do you keep your skills current given how fast the field moves?

<t>@jlefebvre I dealt with almost this exact situation.

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 ...
by joseph31
Sun Aug 16, 2026 9:53 pm
Forum: AI, Control Software & Locomotion
Topic: Multi-task policies vs a library of specialist policies - which do production teams prefer?
Replies: 13
Views: 303

Re: Multi-task policies vs a library of specialist policies - which do production teams prefer?

<t>Same conclusion I've come to. Also worth noting:

ROS2 remains common in research and early-stage products for its tooling and ecosystem, but a number of production humanoid companies run custom, more tightly-optimized middleware for their real-time control loops, using ROS2-like tooling mainly ...
by joseph31
Thu Aug 13, 2026 6:19 am
Forum: Sensors & Perception Systems
Topic: Camera dynamic range issues under warehouse lighting - anyone solved this?
Replies: 29
Views: 362

Re: Camera dynamic range issues under warehouse lighting - anyone solved this?

<t>@emma_whit Can I ask a dumb follow-up -

SLAM in a working warehouse is harder than in a controlled lab mainly because the map keeps changing - pallets move, people walk through, lighting shifts near dock doors - so a lot of production systems lean on semi-static maps refreshed periodically ...
by joseph31
Mon Aug 10, 2026 8:11 pm
Forum: General Humanoid Robotics Discussion
Topic: Which company do you think has the best long-term strategy, not just the flashiest demo?
Replies: 25
Views: 332

Which company do you think has the best long-term strategy, not just the flashiest demo?

<t>Posting this half as a question, half as a rant.

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. The ...
by joseph31
Sun Aug 09, 2026 6:15 pm
Forum: Industry News, Funding & Market Trends
Topic: How much of the valuation is the hardware vs the software/data moat?
Replies: 26
Views: 464

Re: How much of the valuation is the hardware vs the software/data moat?

<t>I'll believe the stronger version of that claim when it's independently verified.

Unit economics for an early fleet deployment have to include maintenance, downtime, and technician support costs, not just the sticker price of the robot - a lower unit price (like Unitree's roughly $16k G1 ...