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EvoMap Open-Sources AutoResearch, Giving AI Agents a Way to Test Their Own Research Ideas

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What happens when AI starts investigating its own ideas? AutoResearch is an open-source attempt to bring AI agents one step closer to answering that question through experiments, evidence and iteration.

SAN FRANCISCO, Sept. 1, 2026 /PRNewswire/ — EvoMap, an open infrastructure project for AI self-evolution, has open-sourced AutoResearch, a system that lets AI agents take research ideas from hypothesis to experiment and use the results to determine what happens next.

The Research Verification Problem

AI models are getting better at proposing ideas, writing code and analyzing results. But does a plausible answer actually hold up when put to the test?

AutoResearch starts from a simple premise: a model’s confidence is not evidence of success.

The system uses multiple AI models to independently generate and cross-review research ideas, then converts accepted ideas into executable research plans with defined metrics, success criteria, resource budgets and evaluation procedures. During execution, specialized agents handle planning, implementation, experimentation, analysis and review.

Research state, code, experiment logs, metrics, failures and decisions are preserved in a persistent workspace, allowing the system to continue unfinished research rather than restarting from scratch. Independent and blind review is also used to challenge conclusions before a research direction can be closed.

Evidence Determines What Happens Next

One of the more important design choices in AutoResearch is that failure is not treated as the end of a research path.

A partial result can lead to a revised hypothesis. An external test can expose a problem and trigger another round of experiments. And when repeated experiments stop producing meaningful gains, the system can stop pursuing the idea while retaining what was learned.

The approach was tested on a real Django issue from SWE-bench Lite. AutoResearch initially scored 2/7 and then 4/7 on official new-feature tests. Rather than stopping after the partial improvement, it continued investigating the underlying problem and ultimately reached 7/7, while maintaining 203/203 regression tests.

On the RSICD benchmark, an AutoResearch-generated research idea improved mean Recall from 32.84 to 34.69, demonstrating that the system could turn an AI-generated research hypothesis into a measurable improvement through iterative experimentation.

From AI Research to AI4AI

What happens when AI starts researching AI itself?

AI can already help researchers search the literature, identify promising directions, formulate hypotheses and even design experiments. The harder problem is what comes after that: can AI actually test the ideas it comes up with, and let the results determine whether those ideas are worth pursuing?

In AI research, this could mean agents exploring model architectures, training methods, optimization algorithms, agent designs and evaluation techniques, then running experiments to test their hypotheses and using the results to shape the next round of research. Moving from “this might work” to “let’s find out whether it actually works” is a critical step toward more autonomous research.

The same principle could eventually extend beyond AI to areas such as drug discovery, materials science and engineering, where research ideas can be evaluated through simulations or physical experiments. The potential is not simply to have AI assist with more of the research process, but to give it a way to learn from what happens when its ideas meet evidence.

That is the direction AutoResearch is designed to explore: turning research ideas into executable experiments, experiments into evidence, and evidence into the next research decision.

Open-Source Research Infrastructure

AutoResearch is now available as an open-source project for researchers and developers working on AI scientists, autonomous agents and AI4AI systems. The accompanying paper, “AutoResearch: Insight In, Hallucination Out,” is available on arXiv.

GitHub: github.com/EvoMap/AutoResearch
Research paper: arXiv: AutoResearch: Insight In, Hallucination Out
Technical research: EvoMap Research: AutoResearch Evidence Loop

About EvoMap

EvoMap is an open infrastructure project for AI self-evolution. The company is building systems that allow AI agents to learn from experience, share validated capabilities and improve across tasks and environments. EvoMap’s work spans AI agent infrastructure, reusable AI capabilities and autonomous AI research, with representative projects including the Genome Evolution Protocol (GEP), EvoX Agent and AutoResearch.

Learn more at evomap.ai.

 

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SOURCE EvoMap

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Nutex Health Data Breach: Edelson Lechtzin LLP Investigates Theft of Patient and Employee Data

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Free case evaluations for individuals affected by the Nutex Health cyberattack claimed by The Gentlemen ransomware group

HOUSTON, Sept. 1, 2026 /PRNewswire/ — Edelson Lechtzin LLP, a national class action law firm, is investigating data privacy claims arising from a cyberattack on Nutex Health Inc. (NASDAQ: NUTX). In filings with the Securities and Exchange Commission, Nutex Health confirmed that an unauthorized party accessed and stole private and confidential data — and that the attacker threatened to publish it. Affected individuals may be entitled to compensation.

What Happened

Nutex Health, a Houston-based micro-hospital operator, first disclosed unauthorized network activity on August 24, 2026. On August 31, 2026, the company escalated its disclosure to a material cybersecurity incident, confirming that an unauthorized third party accessed and exfiltrated data from its servers and then threatened to post it externally.

The ransomware-as-a-service group known as The Gentlemen added Nutex Health to its leak site and claimed responsibility — the hallmark of a “double extortion” attack, in which criminals both steal data and threaten to publish it. Nutex Health’s hospital division operates 28 facilities across 12 states.

Information Exposed

According to Nutex Health’s SEC filings, the accessed and exfiltrated data is believed to include private and/or confidential:

Patient informationEmployee informationCredentialed provider informationBusiness and financial information

Because patient and health-related data may be involved, affected individuals face a heightened risk of both financial identity theft and medical identity theft.

Who May Be Affected

Patients, employees, and credentialed providers connected to Nutex Health may be at risk. The company has said it intends to notify those affected. A notification letter is the most reliable confirmation that your information was involved.

Litigation Already Underway

A proposed class action has already been filed against Nutex Health on behalf of individuals whose personal or protected health information was allegedly accessed. Edelson Lechtzin LLP is separately investigating claims and evaluating affected individuals’ rights at no cost.

What Affected Individuals Should Do

Place a credit freeze with all three bureaus — Equifax, Experian, and TransUnion. It is free and takes minutes.Set up fraud alerts and monitor your credit reports and account statements.Review medical bills and explanations of benefits for services you did not receive.Watch for phishing — breach notices are a common disguise. Do not click links in unexpected messages.Preserve any breach letters or emails you receive.

Free Case Evaluation

To request a free, confidential consultation, click HERE.

Speak with a data privacy attorney: Marc Edelson, Esq., Edelson Lechtzin LLP, 411 S. State Street, Suite N-300, Newtown, PA 18940 | Phone: 844-696-7492 | Email: medelson@edelson-law.com

About Edelson Lechtzin LLP

Edelson Lechtzin LLP is a national class action law firm with offices in Pennsylvania and California. The firm handles data breach, securities fraud, antitrust, ERISA, wage theft, and consumer fraud matters.

This press release may be considered Attorney Advertising in some jurisdictions.

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SOURCE Edelson Lechtzin LLP

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Maritime Launch Services and Isar Aerospace Extend Deadline to Finalize Statement of Work and Programmatic Milestones

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HALIFAX, NS and MUNICH, Sept. 1, 2026 /CNW/ — Maritime Launch Services Inc. (CBOE: MAXQ) (OTCQB: MAXQF) and Isar Aerospace have agreed to extend the deadline to provide additional time to complete the statement of work and certain programmatic milestones contemplated under their previously-announced facilities usage agreement for Spaceport Nova Scotia. The deadline was extended from September 1, 2026, to September 15, 2026.

The parties continue to make strong progress through an intensive and productive planning process. The extension reflects the time required to complete this work.

“We are very pleased with the progress being made between both parties,” said Stephen Matier, President and CEO of Maritime Launch Services. “Our teams are working through the detailed planning required to advance this important program. The additional 14 days will allow us to complete that work and maintain the strong momentum we have established together.”

The extension does not change the other key terms of the facilities usage agreement announced on July 7, 2026. The parties remain focused on advancing the development of Isar Aerospace’s dedicated launch complex for its Spectrum launch vehicle at Spaceport Nova Scotia, with first orbital launches targeted for 2028.The agreement supports the development of sovereign orbital launch capability from Canada and expands Isar Aerospace’s launch capability into North America.

“We are making strong progress together with Maritime Launch Services as we advance the detailed planning for our launch operations at Spaceport Nova Scotia,” said Alexandre Dalloneau, Vice President Mission and Launch Operations, Isar Aerospace. “The work between our teams has been intensive and productive, and this additional time will allow us to finalize the remaining details as we move toward execution of the program.”

About Maritime Launch Services 
Maritime Launch Services Inc. (CBOE: MAXQ, OTCQB: MAXQF) is a Canadian-owned commercial space company based in Nova Scotia. Maritime Launch is developing Spaceport Nova Scotia, a dual-use commercial spaceport designed to support both civil and defence-related space missions. The spaceport will provide satellite launch services to domestic and international clients across the global commercial space market, supporting a wide range of orbital inclinations from a single location.

Spaceport Nova Scotia is Canada’s first commercial orbital launch complex, enabling small and medium launch vehicles to place satellites into low Earth orbit.

For more information, visit: www.maritimelaunch.com

About Isar Aerospace

The European space company Isar Aerospace offers launch services for transporting small and medium-sized satellites and satellite constellations into Earth orbit. The launch vehicles used to transport these satellites are developed, manufactured, and tested almost entirely in-house. Headquartered near Munich, Germany, Isar Aerospace was founded in 2018 and has grown to over 400 employees, working across 5 international locations. Private funding from international investors provides strong backing for the company’s pioneering approach to scale and industrialize launch vehicle production through vertical integration. More information: www.isaraerospace.com

https://x.com/maritimelaunch

https://www.linkedin.com/company/maritimelaunch

Forward-Looking Statements

This news release contains “forward-looking statements” within the meaning of applicable securities laws. All statements contained herein that are not clearly historical in nature may constitute forward-looking statements. The forward-looking statements included in this press release include (without limitation) statements regarding the continuing of the term of the facilities usage agreement, continuing negotiations of the parties to the facilities usage agreement and the timing of completion of such negotiations, and anticipated launch timing.

Readers are cautioned not to place undue reliance on forward-looking statements, as there can be no assurance that the plans, intentions or expectations upon which they are placed will occur. Although Maritime Launch has attempted to identify important factors that could cause actual results to differ materially from those contained in forward-looking statements, there may be factors that cause results not to be as anticipated, estimated or intended. Such forward-looking statements are subject to risks, uncertainties and other factors which may cause our actual results, performance or achievements, or industry results, to be materially different from any future results, performance or achievements expressed or implied by such forward-looking statement. Such information, although considered reasonable by management at the time of preparation, may prove to be incorrect and actual results may differ materially from those anticipated. Risks and uncertainties that may cause such differences include but are not limited to: risks related to Maritime Launch’s strategy going forward; capital requirements; risks related to interest rates and inflationary pressures on the cost of doing business; geopolitical events and changes, availability of third-party contractors and service providers, and other risks inherent in the industry in which Maritime Launch operates.

Forward-looking statements contained in this news release are expressly qualified by this cautionary statement and reflect the Company’s expectations as of the date hereof and are subject to change thereafter. The Company undertakes no obligation to update or revise any forward-looking statements, whether as a result of new information, estimates or opinions, future events or results or otherwise, or to explain any material difference between subsequent actual events and such forward-looking information, except as required by applicable law.

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SOURCE Maritime Launch Services Inc.

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Visa Launches Enhanced A2A Protect Innovations to Help Financial Institutions Stop Fraud Before Money Leaves Accounts

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New unified fraud score is the company’s first combined offering in-market since Visa’s acquisition of Featurespace which delivers real-time A2A risk insightsNew graph-powered, agentic capability helps accelerate complex fraud and risk investigationsA2A Protect has been shown to reduce over 50% more fraud and help reduce over 40% in unnecessary fraud alerts

SINGAPORE, Sept. 2, 2026 /PRNewswire/ — Visa (NYSE: V), a world leader in digital payments, today announced an enhanced version of A2A Protect, delivering real-time risk insights that help banks stop account-to-account fraud before money leaves customer accounts. The expanded solution introduces a new unified fraud score—Visa’s first in-market integration of Featurespace technology—giving financial institutions faster, clearer signals to detect more fraud while reducing unnecessary alerts.

In addition, Visa is developing its complementary fraud prevention capabilities through Visa Graph IQ, a graph-powered, agentic investigation capability that provides deeper investigative insights to help financial institutions uncover fraud networks, identify money mule activity, detect emerging threats, and accelerate fraud and risk investigations.

As account-to-account (A2A) payments accelerate globally, A2A transactions are projected to surpass 5.8 trillion by 2028, a 160% increase from 2024, with Asia Pacific expected to account for more than half of global A2A consumer transactions by 2028[1]. While this growth presents significant opportunities, it also creates new fraud risks. Asia Pacific accounts for an estimated 67% of the world’s USD 1.03 trillion in annual scam losses, with Asia alone recording USD 688.42 billion in scam-related losses in 2024[2]. This growing threat is driving increased regulatory and industry focus on strengthening fraud prevention capabilities and enhancing consumer protection.

A2A Protect leverages advanced AI and sophisticated transfer learning and gives banks immediate access to critical global risk insights on A2A transactions, without waiting months for models to develop intelligence from a bank’s own transaction data, and without having to wait for other banks to join a consortium, delivering results and value from day one. Banks that opt in can incorporate additional network-level signals to enhance detection of emerging threats operating across the ecosystem.

“As account-to-account payments continue to accelerate across Asia Pacific, financial institutions are looking for ways to grow digital payments with confidence while maintaining a seamless experience for consumers and businesses,” said Serene Gay, Head of Value-Added Services, Asia Pacific at Visa. “The latest enhancements to A2A Protect combine Visa’s network intelligence with advanced AI capabilities to help our clients detect fraud earlier, respond faster to emerging threats, and strengthen trust in the digital payments ecosystem.”

For financial institutions that opt into network level intelligence sharing, A2A Protect highlights emerging scam hotspots and coordinated fraud activity – insights that may be difficult for individual financial institutions to detect alone, and that help the wider ecosystem respond faster to new threats. This gives financial institutions an earlier and more complete view of risk, helping to identify scams before authorisation. In fact, Visa A2A Protect has been shown to increase fraud detection by up to 75% in the first six months of deployment.

A2A Protect integrates with financial institutions’ current systems through a single API, reducing implementation time and complexity. Each alert includes a plain language explanation of why a transaction was flagged, helping fraud teams act quickly and confidently without disrupting genuine customers.

For more information on how Visa works to prevent fraud across the ecosystem, visit Visa.com/security.

[1]  Juniper Research, Global Instant Payments Market Report, September 2025

[2] GASA, Asia Scam Report, 2024

About Visa Inc.
Visa (NYSE: V) is a world leader in digital payments, facilitating payments transactions between consumers, merchants, financial institutions and government entities across more than 200 countries and territories. Our mission is to connect the world through the most innovative, convenient, reliable and secure payments network, enabling individuals, businesses and economies to thrive. We believe that economies that include everyone everywhere, uplift everyone everywhere and see access as foundational to the future of money movement. Learn more at Visa.com.

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SOURCE Visa

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