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XDOF, just three months out of stealth, is in talks for a Series B at a $1.2B valuation

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Less than three months after emerging from stealth, XDOF, a startup that collects real-world teleoperation data for training general-purpose robots, is in late-stage talks to raise a Series B at a valuation of about $1.2 billion valuation led by 8VC, several people with knowledge of the deal said.

XDOF was co-founded by UC Berkeley researchers Philipp Wu (CEO) and Fred Shentu (CTO) in 2024. TechCrunch reported on the startup’s $70 million Series A in June, with participation from Thrive Capital, Andreessen Horowitz, Lux, and Spark Capital. XDOF wasn’t planning to raise again so soon after that round. But the company’s rapid growth — with annualized revenue approaching $50 million — prompted VCs to approach it about a new round, the people said.

TechCrunch was unable to learn the total capital being raised or whether the valuation includes the new funding. The terms of the deal are not final and could still change.

XDOF and 8VC didn’t respond to our request for comment.

The startup aims to build the data pipelines, collection tools, and annotation systems that frontier AI labs and robotics companies can’t easily build themselves, essentially acting as an outsourced data-supply chain for the robotics industry.

As a PhD student, Wu was studying how robots learn from large datasets. One big impediment to his research was the lack of “large-scale data to work with,” he told TechCrunch in June.

So he teamed up with Shentu on a project called GELLO, a low-cost teleoperation system that allows a human operator to control a robotic arm remotely in order to generate training data. Their work led to an influential paper in robotics.

That research formed the foundation for XDOF, which investors now describe as the Scale AI or Mercor for physical robotics, a reference to the data-labeling giants that helped fuel the AI boom. Unlike LLMs, which initially trained on the entirety of the internet, physical robots don’t have an equivalent real-world dataset to draw from, making data collection a critical bottleneck to building general-purpose machines.

XDOF is partnering with UC Berkeley’s AI Research lab to release what it believes is the largest collection of high-quality robot training data ever assembled, dubbed ABC. 

To capture this data, XDOF combines remote robot teleoperation with human collectors who wear sensors to record everyday tasks like folding clothes and flattening boxes.

The startup plans to hire and train teams of data collectors worldwide, including teleoperators who steer robots remotely and egocentric operators who wear body sensors to capture movement data.  

XDOF previously told TechCrunch that it is already working with 20 customers, including several frontier AI labs.

Other startups attempting to collect real-world data for robot training include Mecka AI, as well as human-data platforms expanding beyond LLMs, such as Scale AI and Micro1.

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“The Future Has Announced Itself” — SSA Adeboye Hails Ilenikhena, Usor as Debut Goals Lift Super Eagles

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The Senior Special Assistant to the President on Grassroots Sports Development, Hon. Adeyinka Anthony Adeboye, has congratulated the Super Eagles on their hard-fought 2-1 victory over Madagascar, describing the match-winning contributions of debutants George Ilenikhena and Moses Usor as a powerful statement about the future of Nigerian football.

READ ALSO: George Ilenikhena, Moses Usor’s Debut Goals Save Super Eagles From Home Defeat By Madagascar

Nigeria were forced to come from behind at the Godswill Akpabio International Stadium in Uyo after Madagascar took a shock first-half lead in the opening match of the 2027 Africa Cup of Nations qualifying campaign.

Ilenikhena restored parity before the break, marking his senior international debut with a crucial goal, while Usor came off the bench in the second half to score the winner and ensure Nigeria began the campaign with maximum points.

Reacting to the victory, Adeboye said seeing two new players take responsibility on their first appearance for the senior national team was particularly encouraging.

“The future has announced itself,” Adeboye said. “Two players were given an opportunity to represent Nigeria at senior level, and both responded with goals. That should excite every Nigerian who believes in the enormous talent we have in this country.”

The Presidential aide commended Super Eagles coach Eric Chelle for providing opportunities for emerging players, stressing that national-team renewal depends on creating room for deserving talents to prove themselves.

According to Adeboye, the performance also strengthens the case for a more deliberate pathway connecting grassroots and youth football with professional clubs and the national teams.

“Nigeria has never lacked talent. The responsibility before us is to build a system that identifies these talents early, develops them properly and ensures they have somewhere to go,” he said.

“Somewhere in our communities today is another young player dreaming of wearing the Super Eagles jersey. Our grassroots development structure must make that journey possible rather than leaving it to chance.”

Adeboye also praised goalkeeper Stanley Nwabali and the rest of the team for showing resilience on a difficult evening when Madagascar threatened to frustrate the three-time African champions.

He said qualification campaigns often produce difficult matches and stressed that the ability to recover from setbacks and secure maximum points would be important as Nigeria progresses.

The SSA also congratulated Moses Simon on reaching his 100th appearance for Nigeria, describing the milestone as an example of commitment and longevity in national service.

“For me, there was something symbolic about the evening,” Adeboye said. “We saw two young players beginning their Super Eagles journeys with goals, and we also celebrated Moses Simon reaching 100 appearances. That is the transition every strong football nation needs — experience alongside emerging talent.”

Adeboye urged the Super Eagles to quickly turn their attention to their next qualifying assignment against Guinea-Bissau, insisting that the victory over Madagascar should provide confidence rather than complacency.

“Three points are important, but the journey has only started. Learn from this game, correct the weaknesses and keep moving forward,” he said.

“To Ilenikhena and Usor, congratulations. You have shown young Nigerian footballers that when opportunity comes, preparation matters. Keep working, remain humble and keep making Nigeria proud.”

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Nigeria’s power plants operated at 86% capacity in August — NERC

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The latest operational performance report by the Nigerian Electricity Regulatory Commission (NERC) has shown that Nigeria’s grid-connected power plants operated at an average of 86 per cent of their available capacity in August 2026.

This was one of the major highlights of the NERC’s August 2026 factsheet report published on Thursday. The report showed that Nigeria’s power plants had an average available capacity of 4,758 megawatts (MW) during the month under review, while average hourly generation was pegged at 4,102MW.

According to the report, about 656MW of the available generation capacity was not utilised on average during the period.

Among the major energy producers, Kainji_1 recorded a 98 per cent load factor, generating 345MW out of 352MW available capacity, while Afam_2 recorded 99 per cent, with 262MW generated against 265MW available.

It said Egbin_1 operated at 96 per cent, generating 333MW from 347MW of available capacity, while Ihovbor_2 recorded 92 per cent, generating 418MW from 454MW of available capacity.

Other major plants listed included Delta_1 at 80 per cent load factor, Zungeru_1 at 72 per cent, Odukpani_1 at 74 per cent, Shiroro_1 at 87 per cent, Jebba_1 at 83 per cent, and Okpai_1 at 87 per cent.

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Frequency, voltage stability breached limits

Despite the relatively high utilisation rate, NERC reported breaches of prescribed grid frequency and voltage limits during the month.

The commission said the average lower grid frequency was 49.34Hz, while the average upper grid frequency was 50.67Hz, exceeding the prescribed operating range of 49.75Hz to 50.25Hz.

Similarly, it noted that the monthly average lower grid voltage was recorded at 302.29 kilovolts (kV), while the average upper grid voltage stood at 349.68kV.

NERC said both figures exceeded the prescribed voltage range of 313.50kV to 346.50kV.

The data showed significant differences in plant utilisation.

Olorunsogo_1 recorded a 100 per cent load factor, generating 115MW from 115MW of available capacity. Omoku_1 and Igbafо_1 also recorded 100 per cent utilisation.

Omotosho_1 generated 148MW from 149MW available, representing a 99 per cent load factor, while Dadin-Kowa_1 recorded 98 per cent after generating 35MW from 36MW available.

READ ALSO: DisCos bill N250.79bn, collect N205.53bn in July — NERC

However, some plants recorded substantially lower utilisation. Afam_1 operated at 67 per cent, while Ikeja_1 recorded 76 per cent and Ihovbor_1 79 per cent.

Several listed plants recorded zero generation during the month, including Sapele_2, Alaoji_1, Geregu_2 and Ibom Power_1.

The commission’s data also showed that Olorunsogo_2 generated 87MW from 109MW available, while Sapele_1 generated 25MW from 27MW available.

Overall, the August figures indicate a grid operating at relatively high utilisation of available generating capacity, while frequency and voltage excursions remained notable operational issues.


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