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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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As AI Speeds Up Marketing, Louisville’s RedTag Bets on Strategy

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Independent agency unveils new brand and website, and co-hosts Louisville’s PROOF AI Workshop

LOUISVILLE, Ky., Oct. 17, 2026 /PRNewswire/ — RedTag, an independent Louisville-based marketing agency, this month unveiled new positioning, marking its evolution from a digital performance agency into a strategy-first marketing partner. The move comes as AI makes execution faster than ever, and RedTag is betting that strategy, not speed, is what will set businesses apart. Clients can now choose from outcome-based programs that best fit their marketing needs. 

“Clients don’t come to us needing more tactics. They come to us needing a path,” said Russ Renbarger, founder and CEO of RedTag. “Our new brand says out loud what our work has shown for years: We start with strategy and build everything on that foundation.”

RedTag built its reputation on high-performing paid digital campaigns. Over the years, the agency expanded into strategy, creative, video production and website development, giving clients one partner for the full scope of their marketing. Most recently, a team of automation specialists has integrated AI across the agency to speed up production and analysis, guided by an internal AI policy that keeps people accountable for quality. The time AI saves goes back into strategy: knowing what to say, who to say it to and why.

“Our best client relationships have always been partnerships, where we’re in the room when the big decisions get made,” said Alison Conway, chief client officer at RedTag. “This evolution is about bringing that strategic partnership to every client.”

On Oct. 14, RedTag co-hosted the PROOF AI Workshop with Slingshot, Vsimple and Advanced Business Solutions. The hands-on event gave Louisville business leaders practical experience applying AI to their own work. RedTag led the event’s AI in Marketing and Branding track, with four sessions ranging from AI search optimization to a playbook for adopting AI across an organization.

“AI can produce hundreds of ads in an afternoon, but it can’t tell you which one your brand actually needs and why,” Renbarger said. “The faster the tools get, the more valuable human-led strategy becomes.”

RedTag was named the agency of record for the Commonwealth of Kentucky in 2025. Its client list includes PGA of America, Castle & Key Distillery, Bourbon Barrel Foods, ShopCaterpillar and American Beverage Marketers. Since 2023, RedTag’s work has received two Emmy Awards and more than 35 ADDY and AIGA awards. The agency is a four-time Louisville Business First Fast 50 honoree and was named one of the 2026 Best Places to Work in Kentucky.

To learn more about its outcome-based programs, visit RedTag Programs

About RedTag

RedTag is an independent, strategy-first marketing agency based in Louisville, Kentucky. Established in 2008, the agency starts every engagement by understanding the goal before recommending tactics. With a foundation rooted in discovery, RedTag delivers full-scale marketing campaigns built around each client’s business goals. RedTag serves organizations across hospitality, sports, agriculture, government, retail and consumer packaged goods. Learn more at redtag.agency.

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SOURCE RED TAG LLC

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The National Association of Mortgage Brokers Announces its Launch of MORE, New Mortgage Education and Professional Development Platform

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NAMB MORE brings training, credentials, professional development and daily mortgage market information together in one place

LAS VEGAS, Oct. 17, 2026 /PRNewswire-PRWeb/ — The National Association of Mortgage Brokers (NAMB) the first and only national volunteer-led and membership-driven organization representing the interests of mortgage brokers and home buyers since 1973, today announced the launch of NAMB MORE(Mortgage Originator Resources and Education), a new learning and professional development platform designed to give mortgage professionals the education, resources and information they need to grow throughout their careers.

MORE officially launches today during NAMB National 2026, being held October 16–19 at Caesars Palace in Las Vegas. The platform is designed as a long-term resource for mortgage professionals at every career stage, bringing training, credentials, professional development and timely industry information together in one place.

Mortgage professionals can learn more and access the platform at nambhasmore.org. Access to MORE will be free through NAMB Focus, January 7–9, 2027. Users must have a NAMB member profile to access the learning management system.

“NAMB MORE represents a significant investment in the future of mortgage professionals and the continued advancement of our industry,” said Michael Farrell, President of NAMB. “We wanted to create more than a collection of courses; we wanted to build a resource that professionals can turn to throughout their careers. NAMB MORE delivers valuable education, professional development and practical information members can apply to their businesses daily. ‘NAMB has MORE’ is a mantra the entire organization embraces, reflecting our commitment to providing the industry with innovative tools that support professional growth, strengthen advocacy and help foster our members’ success. “MORE was developed with the mortgage industry in mind, with NAMB and subject-matter experts contributing to the platform’s educational content.”

The platform is designed to support mortgage professionals from their first year in the business through experienced production, management and leadership roles. Educational resources span foundational mortgage knowledge, loan origination, mortgage programs and products, business growth, sales and marketing, borrower experience, professional development and more.

The MORE course library includes content across core categories such as:

Business Strategy & GrowthLoan OriginationMortgage FoundationsMortgage Programs & ProductsProfessional Development & Workplace SkillsSales, Marketing & Borrower ExperienceGeneral

Additional learning resources and credentials are designed to help mortgage professionals continue developing their skills as their careers evolve.

A key component of the new platform is the MORE Daily Dashboard, which serves as the home screen members see when they log into MORE. Rather than requiring members to visit the platform only when completing a course or pursuing a credential, the Daily Dashboard is designed to give mortgage professionals a reason to return every day.

The Daily Dashboard currently features:

Mortgage Rate Alert Widget: Provides information about the factors affecting mortgage rates and refreshes at least hourly.Upcoming Events: Highlights NAMB events and opportunities so members can stay connected to the association and industry.Daily Access to MORE: Provides a central starting point for accessing education, professional development and other resources.

“The Daily Dashboard is an important part of what makes MORE different,” added Farrell. “We want MORE to become part of a mortgage professional’s daily routine. Whether someone is checking the latest rate information, looking for an upcoming NAMB event or continuing their professional education, MORE puts useful resources in one place.”

About NAMB: The National Association of Mortgage Brokers has been the only national volunteer-led and membership-driven organization representing the interests of mortgage professionals and homebuyers since 1973. NAMB provides mortgage professionals with advocacy, education, and rigorous certification programs to recognize members with the highest levels of professional knowledge and education. NAMB’s active lobbying and advocacy efforts focus on national and state issues, protecting the interests of its members and borrowers. As the leading national trade association for the mortgage industry, NAMB is affiliated with state associations throughout the country and represents the interests of more than 546,800 licensed and registered Mortgage Loan Originators and 49,100 licensed Mortgage Broker and Mortgage Lender businesses throughout the U.S. www.namb.org

Media Contact

Joshua Steinfeld, Steinfeld Consulting, 1 339-225-1581, steinfeldconsulting@gmail.com

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SOURCE The National Association of Mortgage Brokers

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The United States Golf Association Selects Gupta Media as Paid Media Agency of Record

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The appointment comes as the USGA looks to continue to strengthen brand equity and increase awareness and engagement with golfers nationwide

BOSTON, Oct. 17, 2026 /PRNewswire-PRWeb/ — The USGA, the non-profit governing body of golf in the United States, has named Gupta Media its paid media agency of record following a competitive pitch process that began in February. Gupta Media will lead paid media strategy, planning, buying and reporting in support of the USGA’s Championship ticketing and broader commercial initiatives, while helping grow brand equity, awareness and engagement across the organization. Its work will span key USGA priorities, including golf’s official Handicap Index® and GHIN app; the Rules of Golf and the USGA’s governance of the game; Membership; and initiatives that advance golf through sustainability, research and innovation, and greater access and inclusion. The relationship expands beyond media execution to include audience strategy, first-party data integration, measurement and optimization.

“Gupta Media stood out for its ability to connect the dots between data, audience strategy, media and creative to real business outcomes, so we’re incredibly excited for this next chapter.”

The relationship comes at an important moment for the USGA, with the organization focused on continuing to expand its reach and deepening brand affinity across the ever-growing, diverse golf community. Gupta Media will help drive ticket sales for some of the sport’s biggest events, including the 2027 U.S. Open at Pebble Beach Golf Links, the 2027 U.S. Women’s Open at Inverness Club, the 2028 U.S. Open at Winged Foot Golf Club and the 2028 U.S. Women’s Open at Oakmont Country Club. The agency will also support the USGA in creating greater awareness and brand recognition for its corporate Partners through co-branded content and paid media.

Golf has an enormous network of people who love the game, creating a growing opportunity to build a deeper, more direct relationship between golfers and the organization. That challenge is exactly what Gupta Media is built to strategically address — from growing membership and promoting ticket sales for major live events to reaching new audiences and understanding customer lifetime value. By bringing together audience insights, first-party data and media performance, Gupta Media will help the USGA create more relevant, effective marketing that drives measurable business results while strengthening its connection with the next generation of golfers.

“We were looking for an agency that could bring a deep understanding of our audiences, a genuine enthusiasm for our mission and the strategic expertise to work with us through this next phase of golf’s growth,” said Lynn LaRocca, USGA’s Managing Director of Brand & Marketing. “Gupta Media stood out for its ability to connect the dots between data, audience strategy, media and creative to real business outcomes, so we’re incredibly excited for this next chapter.”

“There’s a personal element to this partnership that makes it especially rewarding. My golf journey began 30 years ago when I first visited Pebble Beach as a teenager, long before I could imagine actually playing on the course,” said Gogi Gupta, Founder, Gupta Media. “To now have the opportunity to connect that lifelong passion for the game with the work we’ve spent years building and fine-tuning our agency to do feels like kismet. We’re eager to bring our proficiency to an organization that plays a leading role in the great game.”

The relationship brings together Gupta Media’s deep experience in sports marketing with its data-driven approach to audience strategy, media and creative. The agency has developed a specialized set of tools and processes to address data and analytics challenges of sports and live events, including TallyTickets.com, its proprietary ticketing analytics platform that helps teams understand sales trends, forecast demand and make more informed marketing and media decisions. Gupta Media’s experience spans sports, entertainment, premium events, and pop culture, giving the agency a comprehensive understanding of the audience models and fan behaviors that shape the industry.

About the USGA:

The USGA is a mission-based golf organization whose purpose is to unify the golf community through handicapping and grassroots programs; to showcase the game’s best talent through the U.S. Open, U.S. Women’s Open, and 13 other national championships and our museum; to provide unbiased global governance with The R&A through the playing, equipment and Amateur Status rules; and to advance issues important to golf’s future, with a focus on driving sustainability.

About Gupta Media:

Gupta Media, a certified Minority Business Enterprise, is a strategic consultancy at the intersection of creative strategy, digital media, advanced analytics, and performance marketing. We drive growth for professional sports franchises, global tech leaders, DTC brands, major music labels, and other high-profile organizations by building intelligent media plans, best-in-class reporting tools, and custom enterprise technology. Founded 25 years ago by Cornell grad Gogi Gupta, the agency is known for developing new methods of maximizing advertising efficiency in a digital-first world. Harvard Business School’s case study on Gupta Media was taught to all incoming students for three years and is still taught around the globe.

Media Contact

Carly Carioli, Gupta Media, 1 617-682-3733, ccarioli@guptamedia.com, guptamedia.com

View original content:https://www.prweb.com/releases/the-united-states-golf-association-selects-gupta-media-as-paid-media-agency-of-record-302911621.html

SOURCE Gupta Media

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