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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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Anduril raises $5B, doubles valuation to $61B

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Another year, another massive influx of capital for Anduril: the funding round that was rumored to be in process in March has officially closed. Anduril has raised a $5 billion Series H round at a $61 billion valuation, led by returning investors Thrive Capital and Andreessen Horowitz, the company announced Wednesday.

This is more than double the valuation it landed just under a year ago, when it raised $2.5 billion at a $30.5 billion valuation led by Founders Fund. (Founder’s Fund invested a $1 billion check, the largest check it has ever written, it told TechCrunch at the time.)

This latest raise comes after the nine-year-old defense tech company doubled revenue in 2025 to $2.2 billion, CEO Brian Schimpf wrote in a blog post announcing the raise.

Interestingly, as much as Anduril is the clear-cut winner among VC investors, the Department of Defense is already giving signs that it won’t lock itself into any one rising-star startup.

Shield AI, another U.S. drone company, recently had its software selected by the Air Force to work with Anduril’s “Fury” autonomous fighter jet, rather than granting the whole hardware and software contract to either one of them.

Still, Anduril is hardly hurting by sharing. In the past few weeks, it has announced a number of contracts, expanding outside the U.S., too.

In May it announced it was part of a contract with others to develop a space-based “golden dome” defensive system — a missile defense shield designed to protect the continental U.S. — for America. Anduril also announced a contract win from the Dutch Ministry of Defense and a U.S. Army contract for battle manager software, using its Lattice platform to analyze data from joint missile defense systems.

“When we founded Anduril in 2017, defense was not a category that attracted significant venture investment. That has changed meaningfully over the last several years,” Schimpf wrote in the post.

It has. To offer just a few recent examples: in March, Shield AI raised $1.5 billion in Series G funding at a $12.7 billion valuation. Last month, Hermeus, maker of hypersonic unmanned fighter jets, raised $350 million at a $1 billion+ valuation, led by Khosla Ventures. And European defense tech darling Helsing is reportedly close to raising a new $1.2 billion round at about an $18 billion valuation, led by Dragoneer and earlier Helsing investor Lightspeed.

Anduril has now raised more than $11 billion from investors altogether.

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NITDA, IDCA partner to transform Nigeria’s digital economy

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The National Information Technology Development Agency (NITDA) has signed a strategic partnership agreement with the International Data Centre Authority (IDCA) to accelerate Nigeria’s transition into a fully integrated digital economy through a large-scale national digital infrastructure programme.

NITDA announced the partnership in a joint statement signed by the Director, Corporate Communications and Media Relations Department, Hadiza Umar, and the IDCA’s Global Head of Strategic Services, Head of Europe and Africa, Solomon Edun, on Wednesday.

The partnership is in line with the Nigerian Sovereign Cloud (NSC) initiative, which aims to establish an execution-led, investment-driven framework for infrastructure deployment.

The NSC initiative also aims to achieve regulatory standards and workforce development into a unified national platform designed to mobilise both public and private capital and accelerate long-term economic value creation.

Integrated pillars

According to NITDA, at the centre of the programme is the ‘Nigeria Digital Triangle (NDT)’, a network of strategically located hyperscale, AI-enabled data centre clusters intended to anchor investment, host global cloud and enterprise workloads, and serve as the backbone for Nigeria’s emerging digital economy.

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According to the partners, the initiative will be built around four integrated pillars: a national digital economy masterplan with clearly defined milestones; hyperscale infrastructure development through interconnected digital hubs; national digital standards aligned with international best practices; and a structured education and workforce development system aimed at sustaining long-term capability building.

Speaking on the partnership, the Director-General of NITDA, Kashifu Inuwa, described the initiative as a significant milestone in Nigeria’s economic and digital transformation.

“This initiative represents a defining moment in Nigeria’s economic transformation, reaffirming the government’s commitment to advancing the Digital Economy and Data Sovereignty Agenda.

“By working with the leading experts of IDCA and members of the National Sovereign Cloud Initiative Technical Working Group as the most advanced and credible think tank, prioritizing digital infrastructure, talent development, data sovereignty, artificial intelligence, and entrepreneurship, Nigeria is laying a strong foundation for sustainable infrastructure growth, job creation, global competitiveness, and innovation-driven, inclusive development,” the NITDA boss, Mr Inuwa said.

On his part, the Chairman of IDCA, Mehdi Paryavi, noted that Nigeria’s economic position and growth potential will make the initiative strategically important for the continent.

“Nigeria is the largest economy in Africa and has the potential to become larger and more impactful to the lives of the people of Africa and beyond.

“This is more than a national initiative; it is a platform for long-term economic value creation. By integrating digital infrastructure, standards, and talent, bundled with investments and the right policymaking.

“Nigeria is building a competitive advantage in the global digital economy,” the data centre authority chairman said, emphasising Nigeria’s digital role on the continent.

READ ALSO: NITDA raises alarm on DeepLoad AI malware attacks, proffers solutions

Execution

The Chief Research Officer at IDCA, Roger Strukhoff, said the programme positions Nigeria to become a regional technology leader. According to him, the initiative is a structured, investment-ready approach that aligns strategy with execution and global best practices.

“Nigeria is taking a decisive step toward becoming a regional digital powerhouse. IDCA is pleased to be fundamental to this historic economic evolution,” he said.

Solomon Edun, global head of strategic services and head of Europe and Africa, stated that the IDCA and Nigeria have worked for years to reach the point of digital economy transformation and partnership.

He added that the partnership will enable a scalable, sustainable digital ecosystem by focusing on infrastructure deployment.

“This is a historic moment, and the program is designed to translate vision into measurable outcomes. By focusing on infrastructure deployment, investment attraction, and skills development, we are enabling a scalable and sustainable digital ecosystem,” he said.

NITDA’s Acting Director, Regulation and Compliance, Emmanuel Edet, highlighted the importance of standards and governance in supporting the project.

According to him, the development of nationally endorsed standards, implemented in parallel with enabling physical infrastructure, is fundamental to ensuring regulatory consistency, data security, and long-term sustainability.

“This collaborative initiative between Nigeria and the International Data Centre Authority establishes the requisite technical benchmarks and strategic governance framework to support effectively,” Mr Edet added.

The initiative will be implemented over three years with defined milestones and structured engagement across government, private sector, and international partners.

The partnership reinforces Nigeria’s commitment to leveraging digital infrastructure to drive economic diversification, innovation, and global integration.


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