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Re: Passive vs active cooling - where's the crossover point in a humanoid chassis?

Posted: Tue Jan 20, 2026 6:43 am
by cynthia.muller
@noah_pate Thanks for laying this out, genuinely useful. 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. 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: Passive vs active cooling - where's the crossover point in a humanoid chassis?

Posted: Wed Jan 21, 2026 3:51 am
by kwilliams
@cynthia.muller This matches something I went through recently. DC-DC conversion losses across all the individual actuator drivers add up across a whole robot - it's a less glamorous efficiency question than battery chemistry, but power electronics efficiency meaningfully affects real-world runtime too.

Re: Passive vs active cooling - where's the crossover point in a humanoid chassis?

Posted: Fri Jan 23, 2026 8:14 pm
by pierregreen
Minor factual note: Distributed power architectures (multiple smaller packs or local capacitor buffering near high-draw actuators) can reduce peak current demands on the main bus and improve fault isolation, at the cost of added complexity versus a single central pack. 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: Passive vs active cooling - where's the crossover point in a humanoid chassis?

Posted: Tue Jan 27, 2026 3:12 am
by deborah59
Can I ask a dumb follow-up - 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: Passive vs active cooling - where's the crossover point in a humanoid chassis?

Posted: Thu Jan 29, 2026 12:03 am
by greta78
Minor factual note: 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: Passive vs active cooling - where's the crossover point in a humanoid chassis?

Posted: Sun Feb 01, 2026 6:22 pm
by rebecca_lefe
Genuine beginner question - Fast charging accelerates capacity fade over repeated cycles, so fleet operators generally have to choose between minimizing downtime (fast charging) and maximizing pack lifespan (slower charging or swap-based approaches) rather than getting both for free.

Re: Passive vs active cooling - where's the crossover point in a humanoid chassis?

Posted: Mon Feb 02, 2026 3:43 am
by greta78
Respectfully, I think this undersells it a bit. Higher-voltage power architectures reduce resistive losses and current draw through the wiring harness for a given power level, which is part of why some newer platforms are moving away from lower-voltage packs as total system power demand climbs. A BMS (battery management system) has to guard against transient current spikes from sudden gait changes or lifting motions, not just steady-state draw - peak current headroom and fast-acting protection logic matter as much as total capacity for real-world duty cycles.

Re: Passive vs active cooling - where's the crossover point in a humanoid chassis?

Posted: Sat Feb 07, 2026 9:10 am
by barbara.jones
Here's the relevant bit as far as I understand it: 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: Passive vs active cooling - where's the crossover point in a humanoid chassis?

Posted: Thu Feb 12, 2026 5:20 pm
by olga_lind
@barbara.jones Slightly off-topic, but related: Fast charging accelerates capacity fade over repeated cycles, so fleet operators generally have to choose between minimizing downtime (fast charging) and maximizing pack lifespan (slower charging or swap-based approaches) rather than getting both for free.

Re: Passive vs active cooling - where's the crossover point in a humanoid chassis?

Posted: Wed Feb 18, 2026 6:23 am
by young56
@olga_lind Minor factual note: 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.