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Adaption aims big with AutoScientist, an AI tool that helps models train themselves

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For years, AI researchers have anticipated the moment when AI systems will be able to improve themselves better than humans could. With investors pouring money into a new generation of research-driven AI labs, there are more resources than ever available to pursue the goal. Now, one of those neolabs has taken a major step towards making it real.

On Wednesday, Adaption introduced a new product called AutoScientist that helps models learn specific capabilities quickly by using an automated approach to conventional fine-tuning. The techniques are applicable to a wide range of fields, but the Adaptation team is particularly focused on the potential for speeding up and easing the process of training and fine-tuning a frontier-level AI model.

According to co-founder and CEO Sara Hooker, who previously worked as VP of AI research at Cohere, AutoScientist represents a new way to approach the AI training process. “What’s super exciting about it is that it co-optimizes both the data and the model, and learns the best way to basically learn any capability,” Hooker told TechCrunch. “It suggests we can finally allow for successful frontier AI trainings outside of these labs”

AutoScientist builds on the company’s existing data offering, Adaptive Data, which aims to make it easier to build high-quality datasets over time. AutoScientist, meanwhile, is designed to turn those continuously improving datasets into continuously improving AI models. “Our view at Adaption is that the whole stack should be completely adaptable, and should basically optimize on the fly to whatever task you have,” Hooker says.

Of course, that approach will only be as good as the results. In its launch materials, Adaption boasts that AutoScientist has more than doubled win-rates across different models — impressive numbers, but difficult to put into context. Since the system is built to adapt models to specific tasks, conventional benchmarks like SWE-Bench or ARC-AGI aren’t applicable.

Still, Adaption is confident that users will see the difference once they try AutoScientist out — so confident that the lab is making the tool free to use for the first 30 days after its release.

“The same way that code generation unlocked a lot of tasks, this is going to unlock a lot of innovation at the frontier of different fields,” Hooker says.

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‘NFF Must Be Ashamed’ — Afolabi Oni Faults Federation Over Joy Igbokwe’s Visa Setback

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Sports journalist Afolabi Oni, popularly known as “Oni Guarantor,” has criticised the Nigeria Football Federation (NFF) over its handling of the visa difficulties that prevented Falconets captain Joy Igbokwe and some other key players from travelling for the FIFA U-20 Women’s World Cup in Poland.

Sports247 gathered, Oni described the situation as disappointing and argued that the football authorities should have exhausted every legitimate avenue to help the affected players resolve their visa challenges.

READ ALSO: ‘There Is No Government Interference’ — Harrison Jalla Rejects FIFA Ban Fears Over NFF Crisis | Sports247 Nigeria

“Nigeria Football Federation must be ashamed of themselves,” Oni said, expressing particular concern over Igbokwe’s absence from the tournament.

According to the journalist, Igbokwe’s importance extended beyond her role as captain. He noted that the young midfielder had emerged as a leading voice within the team and played an important role in Nigeria’s qualification campaign.

Oni argued that missing the World Cup could have significant consequences for Igbokwe’s career, particularly at a stage when exposure at a global tournament could have attracted interest from European clubs, professional opportunities and potential sponsorships.

He questioned why the NFF did not explore additional diplomatic and football channels, including engaging the Federal Ministry of Foreign Affairs and seeking dialogue with Polish authorities.

He also suggested that the federation could have approached FIFA to determine whether there was any possibility of allowing players affected by visa denials another opportunity to participate.

Instead, Oni said, the affected players were replaced and the situation appeared to move on without sufficient institutional intervention.

For him, however, the issue goes beyond Igbokwe and the other players who missed the tournament.

“What message is the NFF sending to the next generation of Nigerian players?” he asked.

Oni warned that if young footballers believe their sacrifices for the national team can be easily overlooked when administrative challenges threaten their careers, it could gradually affect their trust, motivation and commitment to representing Nigeria.

He stressed that a World Cup can be a life-changing opportunity for young players, potentially opening doors to professional contracts, trials, scholarships, sponsorships and international recognition.

“Igbokwe and the other affected players deserved more than simply being replaced,” he said. “They deserved to know that the people entrusted with Nigerian football were willing to fight for them.”

Oni urged the NFF to recognise that protecting players is part of protecting the future of Nigeria’s national teams.

“Sometimes, protecting the player is also protecting the future of the national team,” he concluded.

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Ex-Kaduna governorship aspirant Yusuf Zariyi dumps NDC

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Yusuf Zariyi, a former governorship aspirant of the Nigeria Democratic Congress, NDC, in Kaduna State, has resigned from the party and announced his defection to the All Progressives Congress, APC.

Zariyi announced his decision on Wednesday at a press conference in Kaduna, saying his move was driven by his continued pursuit of justice, good governance and improved living conditions for Nigerians.

He explained that the decision followed extensive consultations with stakeholders, personal experiences and a careful review of the NDC platform since joining the party to pursue his political ambition.

According to him, his entry into politics was rooted in a long-standing commitment to justice, community development and advocacy for vulnerable members of society.

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Zariyi said he had considered different political platforms before choosing the NDC, believing that the party would provide an avenue through which he could advance his vision of accountable governance and better opportunities for Nigerians.

He, however, said developments surrounding the party’s governorship primary and subsequent events convinced him that the NDC was no longer the appropriate platform for pursuing those objectives.

“I am resigning my membership of the party today, being Wednesday, Aug. 26, 2026,” he announced.

Zariyi said his decision was made with the interests of the people he had represented through years of community engagement in mind.

“I represent women, I represent children, I represent the oppressed, I represent anybody who is a victim of lack of equity,” he said.

The former aspirant maintained that his political ambition had never been motivated by the pursuit of power for personal gain, but by the opportunity to influence policies and improve the lives of ordinary citizens.

“Power in itself is not an end; it is a means to basically make better the lives of people,” he said.

Zariyi argued that political authority should be deployed to formulate policies, improve governance and create conditions that enable communities to achieve better standards of living.

He noted that his departure from the NDC followed consultations with political stakeholders and a broader assessment of the prevailing political situation.

He urged his supporters not to abandon their grassroots activities, assuring them that his commitment to supporting communities would continue irrespective of his change of political affiliation.

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