News

Hot French startup ZML releases free product to speed inference across lots of AI chips

Published

4 months ago

July 8, 2026

The days of Nvidia’s unparalleled market dominance aren’t over, but challengers and choices are arising from all directions.

ZML, a hot French AI startup endorsed by Turing Award winner Yann LeCun, has released inference-performance software that allows a variety of open-source large language models to run on a variety of chips — including Nvidia’s, AMD’s, Google’s TPU, Apple Metal and Intel Arc.

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.

Inference has been an area of such intense investment, that the trend has been hailed the “inference gold rush.” So ZML has competition such as Baseten, recently valued at $13 billion; Inferact, from the creators of open source project vLLM; as well as RadixArk, the commercial company behind SGLang.

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.

When you purchase through links in our articles, we may earn a small commission. This doesn’t affect our editorial independence.

Related Topics:chips free French hot inference lots product releases speed startup ZML

Up Next

NIIRA 2025: NAICOM Engages Police to Curb Fake Insurance Certificates on Roads

Don't Miss

Malaria Consortium Seeks Stronger Media Partnership Ahead of 2026 SMC Campaign

Click to comment

News

RHYE EMPOWER PLATEAU STUDENTS WITH LAPTOPS AS SEYI TINUBU VISITS JOS

Published

40 minutes ago

November 14, 2026

PlateauReports

67f5364d 3caf 4662 87e7 339d75969075.jpeg

The Renewed Hope Youth Engagement (RHYE), Plateau State Chapter, on Friday, November 13, 2026, held an educational empowerment programme in Jos, Plateau State, with the distribution of free laptops to deserving students across tertiary institutions in the state.

The initiative, held at Tamarald Event Centre, Jos, was organised in line with the Renewed Hope Agenda of President Bola Ahmed Tinubu and the vision of Renewed Hope Youth Movement . It is aimed at promoting digital inclusion, strengthening educational opportunities and equipping young Nigerians with the technological resources needed to excel in today’s increasingly digital society.

The event featured the presence of the Grand Patron of the Renewed Hope Youth Engagement initiative, Barr. Seyi Tinubu, who was accompanied by the Honourable Minister of Youth Development, Comrade Ayodele Olawande Wisdom.

Other notable dignitaries included the Plateau State Commissioner for Youth and Sports Development, Hon. Prince Miaphen; the Plateau State Coordinator of the City Boy Movement, Prince David Daser; the State Coordinator of Renewed Hope Youth Engagement, Mr. Manji Wilson; alongside other government officials, youth leaders, political stakeholders and students.

500 LAPTOPS TARGETED, 50 STUDENTS BENEFIT IN FIRST PHASE

A major highlight of the programme was the announcement of plans to distribute 500 laptops to deserving tertiary institution students across Plateau State.

Under the first phase of the initiative, 50 students drawn from various institutions received brand-new laptops to support their academic activities and digital learning.

Among the institutions represented were the University of Jos (UNIJOS), Plateau State University (PLASU), Plateau State Polytechnic (PLAPOLY), College of Health Technology, Zawan, College of Health Technology, Pankshin, and other institutions.

According to the organisers, the beneficiaries were selected based on academic merit, particularly their Cumulative Grade Point Average (CGPA), through a process facilitated by their respective institutions.

The laptops are expected to enhance students’ access to digital learning resources, academic research, assignments, online educational platforms and the acquisition of essential technological skills.

SEYI TINUBU VISITS GOVERNOR MUTFWANG, BARKIN LADI MEDICAL OUTREACH

Beyond the educational empowerment programme, Barr. Seyi Tinubu’s visit to Plateau State also featured other engagements.

Prior to the event in Jos, he visited a free medical outreach organised by the City Boy Movement in Barkin Ladi, where residents benefited from healthcare services.

He also paid a courtesy visit to the Executive Governor of Plateau State, His Excellency, Barr. Caleb Manasseh Mutfwang, at the Government House, Jos.

The organisers expressed appreciation to the Plateau State Government and the TIME IS NOW administration for their support and cooperation towards the successful hosting of the programme.

JOS ENTERTAINMENT STARS ADD COLOUR TO THE EVENT

The programme also featured entertainment and musical performances, making the occasion a celebration of youth, education and talent.

Popular Nigerian rapper Ice Prince Zamani, alongside Jos-based entertainers including Classic and Seemo Da Black Czar, thrilled guests and participants with live performances.

The entertainment segment added excitement to the gathering, bringing together education, youth engagement and the creative industry on one platform.

AN INVESTMENT IN THE FUTURE OF YOUNG PEOPLE

Speaking on the significance of the initiative, the organisers emphasised that the laptop distribution goes beyond the provision of electronic devices, describing it as an investment in the future of young Nigerians.

For the beneficiaries, the laptops represent valuable tools that will improve their learning experiences, expand access to educational opportunities, encourage digital innovation and prepare them for a technology-driven world.

The event which was well coordinated by Renewed Hope Youth Engagement further highlights the importance of youth-focused initiatives in promoting education, innovation, digital inclusion and sustainable development.

With a target of reaching 500 students, the initiative is expected to extend its impact to more deserving students across Plateau State as subsequent phases of the programme unfold.

The November 13 engagement marks another major youth-focused activity in Plateau State, bringing together government, youth organisations, educational institutions and the creative community in support of the development and empowerment of young people.

News

2027: Peter Obi can't run typical Nigerian political organisation – Sam Amadi

Published

44 minutes ago

November 14, 2026

PlateauReports

A political analyst, Sam Amadi, has said presidential candidate of the Nigeria Democratic Congress, NDC, Peter Obi, cannot effectively run a typical Nigerian political organisation because of his minimalist political approach and reluctance to distribute money.

Amadi said Obi's style of politics was fundamentally different from Nigeria's prevailing political culture, where politicians expect financial rewards and other benefits from their political associations.

He argued that some politicians who left Obi's camp were partly driven by what they expected from him but did not get.

Speaking on Arise Television's Prime Time programme on Friday, Amadi said Nigeria's political environment was unstable, with politicians frequently moving between political platforms in pursuit of personal interests.

According to him, some politicians who left Obi's camp had approached him to explain their grievances.

Amadi said their complaints reflected a fundamental disagreement between Obi's political philosophy and the expectations of politicians operating within Nigeria's political system.

The former Director-General of the Nigerian Electricity Regulatory Commission, NERC, maintained that Obi understood his limitations in managing the country's conventional political structure.

He also described Obi as a minimalist who prefers a less elaborate approach to politics, arguing that the former Anambra State governor would rather pursue a straightforward path to political success than engage in the extensive political mobilisation associated with conventional Nigerian politics.

Amadi said: "Peter Obi represents a different kind of politician. Everything about him is often also exaggerated.

"Atiku ran for election with him as vice. The first thing he did after the election was to jump.

"First, Nigeria has a political market that's unstable. Yes. Most of these guys who left, they've come to me, and I talk to them, and they bring issues of grievance. And I say to these guys, look, I've served as Senate president. I've served Jonathan. I disagree with these people, but it's part of it.

"There's a political career. These guys want to move on. Secondly, they also want to have some things Peter cannot offer. That's a deep dissonance between Peter and Nigerian politics. People forget that. Yes, he doesn't give money.

"So Peter is not capable; Peter cannot run a typical Nigerian political organization. He knows that.

"Again, Peter is a minimalist, but it's business. He likes to, if he can, just sneak through this. He doesn't have to open the whole place."

2027: Peter Obi can’t run typical Nigerian political organisation – Sam Amadi