With ZML/LLMD, the newly launched LLM inference server, the company’s ambition is to break existing silos and make different chips available for AI use cases at their maximum available speed, and sometimes faster, ZML founder Steeve Morin told TechCrunch.
As AI becomes integrated into our work and everyday lives, optimizing inference — aka, the processing of prompts — has been outpacing model training in importance, but often feels patchy behind the scenes, with software and architecture barriers that lead to vendor lock-in, Morin said.
The promise of achieving peak performance across a variety of chips is a technological feat, but it could also be a market disruptor, amid mounting fears over AI-related costs.
ZML hopes to provide enterprises and clouds with the option to use a mix of chips, some of which might be less costly or consume less energy. “The idea is to give people back the power to create their own system and achieve real efficiency gains that allow [AI] to be disseminated,” Morin said.
Such a software assist may help novel AI chipmakers, many of which happen to be from Europe, Morin observed, citing Axelera, Fractile, Kalray, OLIX, Q.ANT, SiPearl, SpiNNcloud, and VSORA. But more than their region of origin, what matters to him is that ZML can work with them on “things that haven’t been done before anywhere in the world.”
That doesn’t mean Morin is bearish on Nvidia. He’s not, in part because of its existing supply. He told TechCrunch that ZML has a good relationship with the AI chip giant, which has been gearing up for the rise of inference.
Both vLLM and SGLang partially compete with LLMD, but Morin’s ambitions for ZML cover a broader spectrum. “We have reached the point where we are co-designing silicon,” he said. He further credited ZML’s lean team of 20 people as the reason why the Paris-based startup has been able to move fast, with more releases in the plans.
It also helped that this small team is well funded for its size. Thanks to his track record as VP of engineering of Zenly, which Snapchat acquired for nine figures in 2017, Morin raised $20 million from venture firms including Harry Stebbings’ 20VC, >commit, AALVC, Drysdale Ventures, Xavier Niel’s Kima Ventures, Kindred Capital, LocalGlobe, and Puzzle Ventures.
Unlike ZML’s first public project, the inference-focused ML framework released in 2024 and updated in March, ZML/LLMD is not open source. But it is launching as a free product with the goal of learning about usage. “I’d rather measure and [then generate revenue] where it is most effective without hindering my growth stupidly because I have been too greedy from the get-go,” Morin said.
It is too early to tell when ZML/LLMD might become a paid product, and what its adoption will look like. But the startup’s cap table confirms that other founders are paying attention, including Dagger and Docker founder Solomon Hykes, Clément Delangue and Julien Chaumond from Hugging Face, as well LeCun, now with AMI Labs. This also builds the case that Europe’s AI startups can now build from home. “I couldn’t do ZML anywhere but in Paris,” Morin said.
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Former workers of the defunct Jos Steel Rolling Company in Plateau State have expressed renewed hope following the reported arrest of Dr. Innocent Ozoemena Ezuma, Chairman of Zuma Steel West Africa Limited, by the Economic and Financial Crimes Commission (EFCC) over an alleged $120 million fraud involving a Ukrainian investor.
The former employees, including widows and orphans of deceased workers, expressed their reactions during an emergency meeting held in Jos on Wednesday, October 21, 2026. The meeting provided an opportunity for the workers to review their longstanding grievances over unpaid salaries, employment entitlements and other unresolved issues dating back nearly two decades.
According to a report by Democracy Newsline, more than 30 former employees attended the meeting to discuss the EFCC investigation and the status of their petition before the House of Representatives Committee on Public Petitions.
HOW THE CRISIS BEGAN
The controversy dates back to 2006, following the privatisation of the Jos Steel Rolling Company and the subsequent involvement of Zuma Steel West Africa Limited.
The former workers alleged that they were re-engaged by the company after the takeover but were subsequently left without regular employment and payment of their outstanding entitlements.
According to accounts provided by the workers, they received only a limited period of full and half salaries before being instructed to stay at home.
They maintain that the situation left many employees and their families in prolonged financial hardship, with some of their former colleagues dying without receiving the benefits they had expected after years of service.
The workers are now seeking answers regarding their employment status, unpaid salaries and other entitlements they claim remain outstanding.
WORKERS SEEK EFCC INTERVENTION
The reported arrest of Ezuma has renewed the workers’ calls for a comprehensive investigation into the circumstances surrounding the company’s takeover and subsequent operations.
The workers want the anti-graft agency to examine their complaints alongside its investigation into the alleged $120 million fraud involving a Ukrainian investor.
They are also seeking scrutiny of allegations relating to the management of the former industrial facility, the handling of its assets and the treatment of employees following the takeover.
However, the workers’ grievances over unpaid entitlements are separate claims that will require appropriate investigation and determination. The reported arrest does not, by itself, establish that the allegations made by the former employees have been proven.
NATIONAL ASSEMBLY PETITION AWAITS FURTHER ACTION
The former workers have also been pursuing a petition against Dr. Ezuma and Zuma Steel West Africa Limited before the House of Representatives Committee on Public Petitions.
Their leader and lead petitioner, Danjuma Samuel Agbo, a former Public Relations Officer of the company, reportedly told the meeting that the committee concluded its hearing on the petition on September 30, 2026.
The workers are now awaiting the committee’s report and any subsequent action by the House of Representatives.
They hope the legislative process will help address their complaints and clarify the outstanding issues surrounding their employment and entitlements.
FORMER WORKERS RECOUNT YEARS OF HARDSHIP
During the meeting, former employees reportedly recounted their experiences following the takeover.
David Isaiah, who said he was among the first 55 workers recruited by the Federal Government and sent to Germany for training in May 1981, described the development as a source of renewed hope.
Another former employee, Signor Ben, reportedly said the difficulties began after the workers were re-engaged by the company and subsequently instructed to stay at home.
Sani Baba, a mechanical engineer who joined the company in 1983 and worked on spare parts and production-line maintenance, also recounted the challenges faced by former employees.
According to the report, the workers alleged that they had received only a few months of salary payments before their employment situation deteriorated.
They further raised concerns about the treatment of former staff occupying company quarters, alleging that some were asked to pay rent or leave the premises.
These accounts represent the workers’ claims and have not been independently established in their entirety.
📌 WHAT IS THE $120 MILLION FRAUD INVESTIGATION ABOUT?
The EFCC reportedly arrested Ezuma at his Abuja residence on October 19, 2026, over allegations that he obtained more than $120 million from a Ukrainian investor between 2007 and 2015 for mineral exploration and power projects that were allegedly not executed as agreed.
The allegations under investigation reportedly include advance-fee fraud, criminal breach of trust, criminal conversion, obtaining money under false pretences, theft and money laundering.
EFCC spokesperson Dele Oyewale confirmed the arrest to the News Agency of Nigeria but declined to provide further details about the investigation.
Media reports have also linked the broader investigation to questions surrounding the handling of investment funds and earlier business dealings associated with the businessman.
It is important to note that these are allegations under investigation, not proof of guilt. The reported investment-fraud investigation and the former workers’ employment claims should not be treated as the same case unless the relevant authorities establish a connection.
📌 WORKERS CALL FOR JUSTICE
The former employees have reportedly welcomed the EFCC’s intervention, expressing hope that the investigation will not be compromised and that their longstanding complaints will receive appropriate attention.
For the workers, many of whom say they have waited nearly 20 years for their outstanding entitlements, the immediate concern remains whether their grievances will finally be addressed.
They are looking to the EFCC, the National Assembly and other relevant authorities for a thorough examination of their complaints and any necessary action in accordance with the law.
The case has once again drawn attention to the challenges that can arise when public assets are privatised and questions emerge about the protection of workers’ rights, the management of industrial facilities and accountability.
For Plateau State, the future of the former Jos Steel Rolling Company and the welfare of its former employees remain important issues.
As the investigation continues, the former workers are hoping that their long wait for answers and justice will finally yield results.
Jos Events will continue to monitor developments surrounding the EFCC investigation, the National Assembly petition and the former Jos Steel workers’ demands.
IASC PatrickLingo Super League 2026: Jendol Set to Sell Zudachi a Defeat as Construction Giants Threaten to Demolish Superstores; Remed Prepare Bitter Medicine for Daily Manna!
The Island AllStars PatrickLingo Super League 2026 returns with a mouthwatering Matchweek 4 on Saturday, October 24, as Jendol Superstores prepare to shut down Zudachi Construction’s championship project, while Remed Healthcare hope to prescribe bitter medicine to Daily Manna Global at the Lagos Business School Sports Arena.
The opening encounter at 8:30 a.m. promises fireworks as Remed Healthcare attempt to cure their inconsistent form against a Daily Manna side desperately searching for its first victory.
Remed began their campaign with a painful 4–2 defeat to Zudachi before administering a 1–0 treatment to Wellborn Hotels. Having enjoyed their Matchweek 3 rest day, the healthcare boys return refreshed and ready to write another winning prescription.
But Daily Manna are not coming to the hospital for treatment. The bakery boys are arriving with freshly baked football surprises!
After losing their opener to Wellborn, Daily Manna shared points with Jendol before serving Zudachi a hot stoppage-time equaliser through Sky-P’s penalty in a thrilling 2–2 draw.
However, the biggest fireworks are reserved for the 10:30 a.m. top-of-the-table blockbuster between Jendol Superstores and Zudachi Construction.
Jendol have become the hottest supermarket in town after checking Wellborn Hotels out with a stunning 3–1 victory, inspired by Chibuike’s brilliant brace.
Now, the supermarket boys want to stock their shelves with another three points and put Zudachi’s championship ambitions on clearance sale!
But Zudachi are no ordinary builders. The construction giants have laid an unbeaten foundation, collecting four points from two matches, and are determined to prevent Jendol from demolishing their position at the summit.
Meanwhile, Wellborn Hotels will enjoy their scheduled rest day, perhaps using the break to renovate their leaking defence after two consecutive defeats.
Sponsored by PatrickLingo Pharmaceuticals Limited, the competition continues to celebrate football, friendship, fitness and sportsmanship.
Will Jendol close Zudachi’s construction site, or will the builders demolish the supermarket? Can Daily Manna serve Remed a winning breakfast?