Photo via Reason

AI Companies Promise Humanoid Assistants. How Will the Robots Know What To Do?

Read the original at Reason ↗
Cite

O'Rourke, M. (2026, September 20). AI Companies Promise Humanoid Assistants. How Will the Robots Know What To Do? Reason. https://reason.com/2026/09/20/robot-hands-need-robot-eyes/

Dated when The Aporia collected the article, usually within hours of publication. Check the original for its exact date and byline.

Reason · collected 2026-09-20 · by Meagan O'Rourke

Quick Summary

AI companies like 1X Technologies are developing humanoid robots such as NEO, which aim to perform household tasks autonomously. In July, 1X unveiled advanced hands for NEO designed to enhance its dexterity and functionality. However, achieving full autonomy requires extensive data collection from human activities, leading some companies to pay people to record themselves performing daily chores. This data is then used to train robots like NEO to operate more independently in various environments by the end of 2026.
Written by AI on 2026-09-20, from this article's own text only (the story summary below draws on all the coverage).

AI analysis

Story summary

1X Technologies' home robot NEO, which resembles C-3PO, gained attention after a video showed it attempting to load a dishwasher with human assistance. In July, 1X introduced NEO's new hands, designed for dexterous manipulation and autonomous operation. The company claims these improvements remove hardware limitations and make data the only obstacle to achieving full autonomy.

Several firms like Figure, Tesla, Agility Robotics, and Boston Dynamics are racing to develop humanoid robots capable of performing human tasks autonomously. China is a significant player in this field, competing with Western companies for technological dominance.

In May, OpenAI CEO Sam Altman speculated on X that future advancements might lead to everyone having a personal robot assistant to handle any task needed. While current technology falls short of the autonomy seen in films like Ex Machina, significant progress is being made toward more capable and independent robots, though substantial human guidance remains necessary for now.

Written for “AI Humanoid Assistants” on 2026-11-03, grounded in this article and the 0 other(s) covering the same event.

Story

📰 AI Humanoid Assistants
Technology · 1 article(s) covering the same event.

Compared with similar articles

This article reads unscored and hedges 22% of its claims. Each row says how that neighbour differs.
The Sydney Morning Herald
Hedges 5 of 35 claims Outlet record 61/100
“The articles discuss different AI technologies and their applications, with Article A focusing on an app for completing basic life tasks and Article B discussing humanoid robots like NEO.”
BBC News
Hedges 7 of 49 claims Outlet record 68/100
“The articles describe different companies and their robot technologies, with distinct features and capabilities.”
ABC News (AU)
Hedges 3 of 45 claims Outlet record 68/100
“Article A describes gig workers generating training data for robotics, while Article B discusses a company's new robot technology and its capabilities.”
How this article was measured signals, leaning charts, publisher record, byline, topics and claims

Signals How these are calculated →

Claims extracted
45
sentences that state something as happening or true
Uncertain
22%
10 of 45 hedged ("reportedly", "may", "according to")
Leaning
not political
takes no side on a contested political question
Publisher signals
67/100
Reason's corrections and hedging, across everything collected from it. Not a measure of accuracy.
Outlets on this story
1
Technology
Same framing elsewhere
1
articles that frame the event the way this one does
Analyzed 2026-09-20 · how these are computed

How this is being covered How these are calculated →

Article leaning vs. publisher reliability
Source leaning vs. consistency

Publisher

Reason · 1082 article(s) · 4 correction(s) detected
Running correction rate · 4 correction(s)

Who wrote this

Meagan O'Rourke
12 article(s) here · 1 carrying a prediction
🔮 Another New York City Mayor Zohran Mamdani campaign promise could be closer to becoming reality.
🔮 Based on the film's trailer alone, one might believe that The Devils is truly about demonic forces possessing a convent of nuns.
🔮 The piece argued that the discourse surrounding the alleged rape at Cornell University infantilizes women by omitting the possibility that in a post–sexual revolution, liberal society, women may make regrettable but consensual choices.
🔮 The Democratic Socialists of America (DSA) candidates running for the House of Representatives and endorsed by NYC Mayor Zohran Mamdani are all but guaranteed to win their general elections this November, but that does not mean the midterm drama is over in New York.
🔮 The term hate crime may evoke an image of an antisemite punching a Jewish person or a racist pushing an Asian woman onto the subway tracks.
🔮 Given elected officials' passion for saving this AMC, one would think the movie theater is being replaced by a drone factory or a slaughterhouse.
🔮 New York City Mayor Zohran Mamdani, who has faced accusations of antisemitism since his mayoral campaign, was never going to please everyone with his plan to "combat antisemitism."
🔮 In a May post on X, OpenAI CEO Sam Altman mused that "in the long term, we imagine everyone having a personal robot doing anything they need."
🔮 On Tuesday, the House passed the AM Radio for Every Vehicle Act, which would require the Transportation Department to issue a rule "requiring AM radio capabilities to be standard in all new passenger vehicles."
🔮 The Board of Regents will vote on the final changes in June.
Also by Meagan O'Rourke
Nothing else under this byline is closely related to this article, so these are simply their most recent.
All 12 articles by Meagan O'Rourke →

Topics

1X Technologies' C-3PO NEO Roomba Shift

Subjects

Shift ORG · 4× Chinese NORP · 2× 1X Technologies' ORG · 1× Agility ORG · 1× Boston Dynamics ORG · 1× China GPE · 1× Figure ORG · 1× OpenAI ORG · 1× Tesla ORG · 1× The Wall Street Journal ORG · 1×

Narrative

More recently, a hobbyist trying to control his own Chinese-made DJI Romo robovacuum accidentally gained control of 7,000 robovacuums, and he was able to see their live feeds and IP addresses.
framing: mixed · carried by 1 article(s) · first seen 2026-09-20
🔮 In a May post on X, OpenAI CEO Sam Altman mused that "in the long term, we imagine everyone having a personal robot doing anything they need."

Claims (45 extracted, 10 hedged)

The newest home robots look less like a Roomba and more like C-3PO. asserted
robots → look → C-3PO
Last year, a demo of 1X Technologies' home robot, NEO, went viral. asserted
demo → go → robot
In a video produced by The Wall Street Journal, the mouthless bot attempted to load a dishwasher. asserted
bot → produce → dishwasher
NEO moved clumsily but completed the task—with the help of a human teleoperator. asserted
NEO → move → teleoperator
In July, 1X unveiled NEO's new dexterous, tendon-driven hands. asserted
1X → unveil → hands
According to 1X, the hands "remove the hardware ceiling on what humanoid robots can actually do" and "make data the only barrier to capabilities." uncertain
data → accord → capabilities
1X is one of several companies creating humanoid robots using physical AI—artificial intelligence that allows robots to operate autonomously in the real world. asserted
robots → create → world
Companies such as Figure, Tesla, Agility, and Boston Dynamics are competing to produce and deploy bots that can perform human work. asserted
that → compete → work
In a May post on X, OpenAI CEO Sam Altman mused that "in the long term, we imagine everyone having a personal robot doing anything they need." uncertain
they → muse → anything
Humanoid robots have not yet achieved the autonomy and dexterity of the Ex Machina robowomen. asserted
robots → achieve → robowomen
Getting them to that level of proficiency will require humans to provide some help—and lots of data. asserted
Getting → get → data
Just as large language models such as ChatGPT rely on text, robots need massive amounts of data to operate autonomously, as the Los Angeles Times pointed out last year. asserted
Times → rely → data
For some robotics companies, this means collecting a large number of videos—sometimes public, sometimes licensed—of people doing everyday tasks. asserted
this → mean → tasks
Data harvesting to train humanoid robots has become its own industry. asserted
harvesting → train → robots
The company Shift, for example, pays participants to record themselves doing chores or physical labor. asserted
company → pay → chores
The end goal of providing training data to robotics companies is to create a "world of abundance" in which there is no labor shortage, says Shift co-founder Anton Poletaev. asserted
Poletaev → provide → which
In May, to entice people to provide training data from their apartments, the company offered New Yorkers free cleanings performed by employees wearing cameras strapped to their heads. uncertain
company → entice → heads
Shift's privacy policy prohibits contributors from recording videos of children, intimate situations, or passwords. asserted
policy → prohibit → children
Poletaev says Shift's algorithms anonymize personal information from session recordings, including faces and identifying materials. asserted
algorithms → say → faces
Shift users elect to act as a set of eyes for robotics companies in exchange for cash. asserted
users → elect → cash
Buyers of humanoid robots must consider a different tradeoff. asserted
Buyers → consider → tradeoff
In the 2025 demo of NEO, a human engineer teleoperated the bot the whole time. asserted
engineer → teleoperate → bot
But 1X says the latest version of NEO, which is expected to ship to consumers by the end of 2026, will operate autonomously by default. asserted
which → say → default
If it encounters an unfamiliar task, owners can ask for an expert teleoperator to take over and remotely maneuver the bot. asserted
owners → encounter → bot
"In 2026, if you buy this product, it is because you are OK with that social contract," 1X founder and CEO Bernt Børnich told Wall Street Journal technology journalist Joanna Stern last fall. asserted
Børnich → buy → Stern
"If we don't have your data, we can't make the product better." asserted
product → have → data
The company says it has privacy safeguards in place to protect users. asserted
it → say → users
According to 1X, owners must schedule times for U.S.-based experts to operate NEO, and the circular lights on the sides of the robot's head will change color while the operator is active. uncertain
operator → accord → color
1X also says that owners have control over the operation session and that users can opt out of data sharing. asserted
users → say → sharing
Such safeguards are critical for home robots, especially since consumers have raised privacy and security concerns about hack-prone robotic vacuums. asserted
consumers → raise → vacuums
In 2024, multiple owners of Chinese-made Ecovacs Deebot X2s reported that strangers had gained access to their vacuums. asserted
strangers → make → vacuums
In one case, a man said a voice projecting from the bot shouted obscenities. asserted
voice → say → obscenities
The Australian Broadcasting Corporation was able to hack the vacuum as a demonstration, revealing security vulnerabilities. asserted
Corporation → hack → vulnerabilities
More recently, a hobbyist trying to control his own Chinese-made DJI Romo robovacuum accidentally gained control of 7,000 robovacuums, and he was able to see their live feeds and IP addresses. asserted
he → try → feeds
Matthew Rueben, a professor of biomedical engineering at the University of Portland who specializes in robot-human interaction, says ongoing transparency is crucial to ensure privacy. asserted
transparency → specialize → privacy
A standard notice-and-consent framework in which consumers agree to terms and conditions once may not be enough to clearly communicate privacy risks, he argues. uncertain
he → agree → risks
Even if a user consents to having a robot in the home, researchers have noted, bystanders, including children, may not be aware that the robot is collecting data. uncertain
robot → consent → data
To provide ongoing notice of their whereabouts, Rueben has suggested, robots could signal their movements and tracking like expressive video game characters. uncertain
robots → provide → characters
Picture a yellow arrow bobbing above an NPC's head or a foe's eyes lighting up red. asserted
eyes → picture → red
Although newer robots can appear quite human, Rueben says it is helpful to think of them like machines—not living beings—when weighing privacy risks. asserted
it → appear → risks
…and 5 more, not listed.
💬Give feedback
🕘History 🎫Support