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Re: Anyone compared silicon-anode cells vs standard graphite anode for this application?

Posted: Mon Jan 05, 2026 6:23 am
by williams84
Short answer: There's no widely standardized safety certification specific to humanoid battery packs yet in most jurisdictions - deployments generally lean on adapted versions of existing standards for industrial battery systems and electrical safety rather than a purpose-built humanoid standard. Battery placement (torso-centered vs backpack vs distributed through the limbs) is a real tradeoff between center-of-mass/balance considerations and thermal/cooling access - a torso-centered pack helps balance but is harder to cool than a more exposed backpack placement.

Re: Anyone compared silicon-anode cells vs standard graphite anode for this application?

Posted: Wed Jan 07, 2026 12:27 am
by benjaminsanchez
Minor factual note: Regenerative braking on humanoid joints can recover some energy during deceleration phases of walking, but the actual energy recovered is modest compared to a vehicle, since humanoid joints don't sustain the same continuous high-speed rotation that makes regen worthwhile in EVs.

Re: Anyone compared silicon-anode cells vs standard graphite anode for this application?

Posted: Wed Jan 07, 2026 10:53 pm
by jwang
@benjaminsanchez Genuinely curious - Tesla's Optimus Gen 2 reportedly carries roughly a 2.3 kWh pack and manages about two hours of dynamic work, while Unitree's H1 runs a smaller 0.864 kWh pack good for under four hours of largely static operation - a useful illustration of how battery size and workload type both drive runtime.

Re: Anyone compared silicon-anode cells vs standard graphite anode for this application?

Posted: Thu Jan 08, 2026 9:11 pm
by barbara.jones
Minor factual note: The average humanoid in 2026 carries under 2.5 kWh of battery capacity, with real-world runtimes clustering between two and four hours depending on how dynamic the workload is - static, low-motion tasks stretch runtime much further than continuous walking or lifting. Regenerative braking on humanoid joints can recover some energy during deceleration phases of walking, but the actual energy recovered is modest compared to a vehicle, since humanoid joints don't sustain the same continuous high-speed rotation that makes regen worthwhile in EVs.

Re: Anyone compared silicon-anode cells vs standard graphite anode for this application?

Posted: Mon Jan 12, 2026 9:26 am
by smartinez
I can speak to this a bit. There's no widely standardized safety certification specific to humanoid battery packs yet in most jurisdictions - deployments generally lean on adapted versions of existing standards for industrial battery systems and electrical safety rather than a purpose-built humanoid standard.

Re: Anyone compared silicon-anode cells vs standard graphite anode for this application?

Posted: Wed Jan 14, 2026 6:29 pm
by tariqlarsen
Short answer: Thermal margin in a densely packed humanoid chassis is often the real limiting factor on sustained performance, not raw motor power - actuators get thermally throttled well before they'd hit their absolute torque limits, especially during repeated high-load cycles like continuous lifting. The average humanoid in 2026 carries under 2.5 kWh of battery capacity, with real-world runtimes clustering between two and four hours depending on how dynamic the workload is - static, low-motion tasks stretch runtime much further than continuous walking or lifting.

Re: Anyone compared silicon-anode cells vs standard graphite anode for this application?

Posted: Mon Jan 19, 2026 8:38 pm
by emilyperez
I'd take that specific number with a grain of salt, honestly. Idle/standing power draw is often surprisingly close to a meaningful fraction of active walking power draw once you account for onboard compute, sensors, and balance-holding torque - 'doing nothing' still costs real energy on a humanoid.

Re: Anyone compared silicon-anode cells vs standard graphite anode for this application?

Posted: Wed Jan 21, 2026 5:27 pm
by george92
Can I ask a dumb follow-up - Thermal margin in a densely packed humanoid chassis is often the real limiting factor on sustained performance, not raw motor power - actuators get thermally throttled well before they'd hit their absolute torque limits, especially during repeated high-load cycles like continuous lifting.

Re: Anyone compared silicon-anode cells vs standard graphite anode for this application?

Posted: Sun Feb 01, 2026 1:17 pm
by karen.chen3
Appreciate the detailed answer. The average humanoid in 2026 carries under 2.5 kWh of battery capacity, with real-world runtimes clustering between two and four hours depending on how dynamic the workload is - static, low-motion tasks stretch runtime much further than continuous walking or lifting. Solid-state battery claims from platforms like XPeng's IRON, GAC's GoMate, and EngineAI's T800 are genuinely promising on paper for energy density and safety margins, but independent, large-scale field validation of those runtime claims is still fairly limited as of 2026 - it's real progress, not yet fully proven at scale.

Re: Anyone compared silicon-anode cells vs standard graphite anode for this application?

Posted: Sun Feb 08, 2026 10:10 am
by gary.tanaka2
That's the official framing, at least - reality tends to lag a bit. Battery placement (torso-centered vs backpack vs distributed through the limbs) is a real tradeoff between center-of-mass/balance considerations and thermal/cooling access - a torso-centered pack helps balance but is harder to cool than a more exposed backpack placement.