howclose.to
Labor · Updated July 2026Momentum · accelerating

How close are we to general-purpose robotics?When will robots handle everyday work?

or, simply: When will robots handle everyday work?or, precisely: How close are we to general-purpose robotics?

Legged locomotion is essentially solved, but dexterous manipulation and open-world autonomy are not, so today's factory and home robots run narrow, supervised, and heavily teleoperated.Robots can walk, run and keep their balance beautifully now. The hard part left is hands and judgment: doing varied tasks all day, safely, without a human quietly steering.

We are here

Figure 03 deploys for logistics at BMW Spartanburg — After the Figure 02 pilot, BMW put Figure 03 to work on complex logistics sequencing at Spartanburg, an expanded but still narrow, supervised deployment. Next up — First Neo units ship to homes (expected 2026).

01 · Where we stand

Four tests between here and the goal

Each threshold is a falsifiable claim with a named next test. We move the meter only when a result is public.

Dynamic locomotion & balanceWalk, run and keep balance like an animal✓ Achieved · 2024
100%
Proven byRL whole-body control; Atlas, Unitree and others walk, run and recover from shoves
Dexterous manipulationHandle unfamiliar objects and toolsEarly
30%
Next testIndependent long-horizon manipulation trials on tools and deformable objects, e.g. pi-0.6 field runs
Open-world autonomyWork for hours without a human steeringEarly
15%
Next testPublished intervention-rate and uptime data from paid deployments
Labor economicsCost less than the work is worthEarly
12%
Next testMulti-site customers renew deployments without vendor operators on site
THRESHOLDS — Thresholds for General Robotics.
02 · How we got here

The record behind the verdict

Major events set large; context events set small but never hidden. Everything below the TODAY rule is a schedule, not a result.

196119991 event1 shown

Fixed industrial arms

Fixed industrial arms begins with unimate, the first industrial robot, joins a gm line. The result established the next question for the field.

1961
Unimate, the first industrial robot, joins a GM lineDeployment
Unimation's hydraulic Unimate arm began unloading a die-casting machine at a General Motors plant, launching factory robotics.
200020202 events1 shown

Dynamic legged locomotion

Dynamic legged locomotion moved the field from honda unveils asimo to darpa robotics challenge finals (and the falls). The results narrowed the next question without closing it.

2000
Honda unveils ASIMOExperiment
Honda revealed ASIMO, a 120cm bipedal humanoid that could walk, climb stairs and recognize faces, becoming the era's icon of legged robotics.
2015
DARPA Robotics Challenge Finals (and the falls)
At the Pomona finals most humanoids struggled with doors, valves and rubble, and a widely shared reel of robots toppling over exposed how brittle whole-body autonomy still was.
202120243 events2 shown

The vision-language-action turn

The vision-language-action turn moved the field from boston dynamics atlas runs parkour to google deepmind's rt-2 vision-language-action model. The results narrowed the next question without closing it.

2021
Boston Dynamics Atlas runs parkourExperiment
Two Atlas robots vaulted, leapt gaps and did backflips through a parkour course, showcasing dynamic whole-body control (though heavily choreographed and hydraulic).
2022
Tesla shows first Optimus prototype
At AI Day a rough Optimus prototype walked onstage and waved; Tesla framed it as an early development robot, kicking off the commercial humanoid race.
2023
Google DeepMind's RT-2 vision-language-action modelTheory
RT-2 fused web-scale vision-language pretraining with robot data so a single model could turn natural-language commands into actions and generalize to unseen objects, opening the VLA era.
202520274 events3 shown

General-purpose humanoids

General-purpose humanoids moved the field from physical intelligence pi-0.5 generalizes to new homes to first neo units ship to homes. The results narrowed the next question without closing it.

2025
Physical Intelligence pi-0.5 generalizes to new homesTheory
pi-0.5 extended the VLA approach with open-world generalization, letting a robot clean kitchens and bedrooms in homes it had never seen during training.
2025
1X opens orders for the Neo home robot (~$20k)Deployment
1X began selling the Neo humanoid for $20,000; crucially, tasks Neo can't do autonomously are performed by a remote human teleoperator who can see into the home.
2026
Figure 03 deploys for logistics at BMW SpartanburgDeploymentWe are here
After the Figure 02 pilot, BMW put Figure 03 to work on complex logistics sequencing at Spartanburg, an expanded but still narrow, supervised deployment.
2026
First Neo units ship to homesDeploymentTarget
1X plans to begin delivering Neo to early-access buyers during 2026, one of the first humanoids in ordinary households, initially leaning heavily on teleoperation.
202420275 events1 shown

Events outside the declared eras

Events outside the declared eras moved the field from unitree g1 drops to $16,000 to tesla's stated goal: mass humanoid manufacturing. The results narrowed the next question without closing it.

2024
Unitree G1 drops to $16,000
Unitree launched the G1 humanoid at a base price of $16,000, an order-of-magnitude cut that put walking humanoids within reach of labs and small firms.
2024
Figure 02 pilots at BMW SpartanburgDeployment
Figure 02 ran a real production pilot at BMW's South Carolina plant, inserting sheet-metal parts into fixtures; it was a limited, closely supervised trial rather than full autonomy.
2024
Physical Intelligence releases pi-0
Physical Intelligence's pi-0 generalist policy ran one model across multiple robots to fold laundry, bus tables and bag groceries, demonstrating cross-embodiment dexterous skills.
2024
4 million industrial robots now in factories
The IFR logged a record 4.28 million operational industrial robots worldwide, the fixed-arm base on which the humanoid wave is building.
2027
Tesla's stated goal: mass humanoid manufacturingFundingTarget
Tesla says a next-generation line is designed for up to 10 million Optimus units per year at a ~$20k target cost; this is an aspirational goal, not a demonstrated capability (Tesla has missed every prior Optimus timeline).
03 · The data behind the verdict

Why the meters read the way they do

The learning curves and comparisons that justify each threshold's percentage. Every series is measured, with the source event linked in the timeline above.

Capability gates

The route to useful robot labor

A staged journey, not one magic percentage

Each gate unlocks the next kind of work. Solid means demonstrated; the highlighted frontier is the first unachieved gate; dashed, faded gates are downstream requirements.

  1. GATE 01

    Dynamic locomotion & balanceWalk, run and keep balance like an animal

    Robust bipedal walking, running and whole-body recovery over uneven terrain

    ✓ ACHIEVED · 2024

    PROVEN BYRL whole-body control; Atlas, Unitree and others walk, run and recover from shoves

  2. WE ARE HERE

    GATE 02

    Dexterous manipulationHandle unfamiliar objects and tools

    Transfer fine-motor skills across unfamiliar objects, tools and cluttered scenes

    PROGRESS30%

    WHAT UNLOCKS THE NEXT GATEIndependent long-horizon manipulation trials on tools and deformable objects, e.g. pi-0.6 field runs

  3. GATE 03

    Open-world autonomyWork for hours without a human steering

    Complete multi-hour tasks safely with rare human intervention or teleoperation

    PROGRESS15%

    WHAT UNLOCKS THE NEXT GATEPublished intervention-rate and uptime data from paid deployments

  4. GATE 04

    Labor economicsCost less than the work is worth

    Fully-loaded cost per useful hour competitive with human labor

    PROGRESS12%

    WHAT UNLOCKS THE NEXT GATEMulti-site customers renew deployments without vendor operators on site

04 · What it unlocks

If the remaining tests pass

Downstream capabilities, drawn dashed because they depend on results not yet in.

General RoboticsSafer dangerous workmachines take more jobs in mines, fires and disaster zonesAbundant physical laborbuilding, moving and maintaining things gets much cheaperIndependent living supportpractical daily help reaches more older and disabled people
05 · Sources

Where every number comes from

  1. BMW Group: Figure 03 physical-AI project at Spartanburg (2026)press.bmwgroup.com
  2. Physical Intelligence, pi-0.5: a VLA with open-world generalization (arXiv 2504.16054)arxiv.org
  3. Boston Dynamics x RAI Institute: RL for Atlas (2026)rai-inst.com
  4. The Robot Report: 1X opens Neo pre-orderstherobotreport.com