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Hammerhead AI Announces Columbia University Research Collaboration on AI Factory Power Orchestration

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The collaboration will examine reinforcement-learning methods for coordinating power, cooling, and compute within operational and safety limits.

REDWOOD CITY, Calif., Oct. 6, 2026 /PRNewswire/ — Hammerhead AI today announced a research collaboration with Columbia University focused on reinforcement learning approaches to AI factory power orchestration.

The collaboration brings together Hammerhead’s engineering and simulation experience with a Columbia research team led by Prof. Clifford Stein, Wai T. Chang Professor of Industrial Engineering and Operations Research and Professor of Computer Science, along with researchers and graduate students in the Department of Industrial Engineering and Operations Research. The parties expect to study how reinforcement learning, simulation, and control-policy evaluation can help coordinate power, cooling, and compute while respecting operational, reliability, and safety requirements.

“Power is increasingly a binding constraint on AI infrastructure, and the systems used to manage it must be rigorously evaluated before they are trusted in production environments,” said Rahul Kar, CEO and Founder of Hammerhead AI. “This collaboration with Columbia gives us the opportunity to formalize critical operational challenges, test new methods against realistic constraints, and advance the discipline of safe control for AI infrastructure.”

A Research Challenge With Operational Stakes
As AI demand grows, access to timely power capacity has become a material constraint on new deployment. In many U.S. markets, grid interconnection and power-delivery timelines can extend for years, increasing the value of making better use of capacity that is already available.

Addressing this challenge requires coordination across interconnected systems, including IT workloads, power infrastructure, thermal management, and site-level operating policies. These systems have competing objectives and hard constraints, including equipment limits, reliability requirements, and safety boundaries.

The research collaboration will explore how reinforcement-learning methods can be formulated, simulated, tested, and evaluated under these conditions. The work develops approaches to how AI factories use available power capacity more effectively while maintaining operator-defined controls and operating limits.

About Hammerhead AI
Hammerhead turns available power into deployable inference capacity in months, helping data center operators convert underutilized assets into new AI revenue. Its software platform, ORCA, orchestrates power, cooling, and compute to unlock at least 30% more capacity from existing infrastructure. Founded by veterans who have managed over 8 GW of mission-critical assets, Hammerhead is backed by leading investors including Buoyant Ventures and SE Ventures. Learn more at hammerheadco.ai or follow HammerheadAI, Inc. on LinkedIn.

Media Contacts
media@hammerheadco.ai 

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Hammerhead AI,
http://hammerheadco.ai/

View original content:https://www.prnewswire.com/news-releases/hammerhead-ai-announces-columbia-university-research-collaboration-on-ai-factory-power-orchestration-302899645.html

SOURCE Hammerhead AI

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New Cornerstone Advisors Research Reveals Community Banks Are Ceding a $106 Billion Consumer Lending Opportunity

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Study finds consumer lending can protect commercial relationships, deposits and future growth

SCOTTSDALE, Ariz., Oct. 6, 2026 /PRNewswire/ — Community banks that treat consumer lending as a low-margin, low-priority product risk surrendering valuable customer relationships and billions in loan demand to competitors, according to new Cornerstone Advisors research commissioned by Teslar Software.

The report, The Most Valuable Loan Community Banks Don’t Make: The Hidden Value of Consumer Lending, says consumer lending should be viewed not as a standalone profit center but as a way to retain business-owner relationships, protect deposits and defend against fintechs, credit unions and large banks.

Across approximately 5.5 million U.S. employer small businesses, owners are expected to generate roughly $106 billion in consumer loan demand over the next two years — much of which community banks currently allow to flow elsewhere. The study, based on a survey of 1,249 small-business owners and executives and interviews with community bank executives, found that nearly 60% of business owners bank with one of the five largest U.S. banks, where consumer lending represents 12% to 24% of total loan portfolios.

Additionally:

Median consumer loans are just 1.2% of total loans at U.S. banks with $500 million to $20 billion in assets and 0.83% at banks with $10 billion to $20 billion.Only 46% of business owners who obtained a personal loan in the past three years used their primary business bank; 54% borrowed elsewhere.Business owners cited rates or terms (41%), slow approval (35%) and lack of awareness or availability (14%) as reasons for borrowing elsewhere.

“Many banks ask whether consumer loans generate enough profit on their own to justify the investment,” said Elizabeth Gujral, director at Cornerstone Advisors. “The real question is what banks stand to lose when business owners turn elsewhere. Every loan that leaves creates an opening for a competitor to deepen the relationship, attract deposits and win future business. Consumer lending is increasingly a relationship-retention strategy.”

Other key survey findings:

72% of business owners expect to need a consumer loan within three years, up from 66% who obtained one in the previous three years.80% would consider a consumer loan from their primary business bank if it offered the product.Banks with the highest consumer lending mix outperformed those with the lowest, posting median ROA of 1.44% versus 1.15%, ROE of 13.4% versus 10.5%, and deposit growth of 9.9% versus 8.0%.

“Consumer lending is about more than the loan itself,” said Joe Ehrhardt, CEO and founder of Teslar Software. “It’s an opportunity to deepen existing relationships today and build the commercial relationships of tomorrow. By modernizing origination and automating routine processes, community institutions can make consumer lending efficient and profitable while supporting long-term growth.”

The report concludes that although consumer lending may not drive profits on a loan-by-loan basis, it plays a critical role in strengthening customer relationships and defending against growing competition.

The full report, The Most Valuable Loan Community Banks Don’t Make: The Hidden Value of Consumer Lending, is available for download here.

About Cornerstone Advisors

For more than 20 years, Cornerstone Advisors has provided advisory services and research to banks, credit unions and fintech companies. The firm helps financial institutions improve performance, modernize technology, increase efficiency and execute growth strategies.

About Teslar Software

Teslar Software helps community financial institutions modernize operations and accelerate growth while preserving relationship banking. Its unified platform supports loan origination, portfolio management, AI-powered workflow automation and exception tracking.

Media Contact
Cate Pitts, Editorial Director
Cornerstone Advisors
480-425-5203
424179@email4pr.com

View original content to download multimedia:https://www.prnewswire.com/news-releases/new-cornerstone-advisors-research-reveals-community-banks-are-ceding-a-106-billion-consumer-lending-opportunity-302899390.html

SOURCE Cornerstone Advisors

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New Cornerstone Advisors Research Reveals Community Banks Are Ceding a $106 Billion Consumer Lending Opportunity

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Study finds consumer lending can protect commercial relationships, deposits and future growth

SCOTTSDALE, Ariz., Oct. 6, 2026 /PRNewswire/ — Community banks that treat consumer lending as a low-margin, low-priority product risk surrendering valuable customer relationships and billions in loan demand to competitors, according to new Cornerstone Advisors research commissioned by Teslar Software.

The report, The Most Valuable Loan Community Banks Don’t Make: The Hidden Value of Consumer Lending, says consumer lending should be viewed not as a standalone profit center but as a way to retain business-owner relationships, protect deposits and defend against fintechs, credit unions and large banks.

Across approximately 5.5 million U.S. employer small businesses, owners are expected to generate roughly $106 billion in consumer loan demand over the next two years — much of which community banks currently allow to flow elsewhere. The study, based on a survey of 1,249 small-business owners and executives and interviews with community bank executives, found that nearly 60% of business owners bank with one of the five largest U.S. banks, where consumer lending represents 12% to 24% of total loan portfolios.

Additionally:

Median consumer loans are just 1.2% of total loans at U.S. banks with $500 million to $20 billion in assets and 0.83% at banks with $10 billion to $20 billion.Only 46% of business owners who obtained a personal loan in the past three years used their primary business bank; 54% borrowed elsewhere.Business owners cited rates or terms (41%), slow approval (35%) and lack of awareness or availability (14%) as reasons for borrowing elsewhere.

“Many banks ask whether consumer loans generate enough profit on their own to justify the investment,” said Elizabeth Gujral, director at Cornerstone Advisors. “The real question is what banks stand to lose when business owners turn elsewhere. Every loan that leaves creates an opening for a competitor to deepen the relationship, attract deposits and win future business. Consumer lending is increasingly a relationship-retention strategy.”

Other key survey findings:

72% of business owners expect to need a consumer loan within three years, up from 66% who obtained one in the previous three years.80% would consider a consumer loan from their primary business bank if it offered the product.Banks with the highest consumer lending mix outperformed those with the lowest, posting median ROA of 1.44% versus 1.15%, ROE of 13.4% versus 10.5%, and deposit growth of 9.9% versus 8.0%.

“Consumer lending is about more than the loan itself,” said Joe Ehrhardt, CEO and founder of Teslar Software. “It’s an opportunity to deepen existing relationships today and build the commercial relationships of tomorrow. By modernizing origination and automating routine processes, community institutions can make consumer lending efficient and profitable while supporting long-term growth.”

The report concludes that although consumer lending may not drive profits on a loan-by-loan basis, it plays a critical role in strengthening customer relationships and defending against growing competition.

The full report, The Most Valuable Loan Community Banks Don’t Make: The Hidden Value of Consumer Lending, is available for download here.

About Cornerstone Advisors

For more than 20 years, Cornerstone Advisors has provided advisory services and research to banks, credit unions and fintech companies. The firm helps financial institutions improve performance, modernize technology, increase efficiency and execute growth strategies.

About Teslar Software

Teslar Software helps community financial institutions modernize operations and accelerate growth while preserving relationship banking. Its unified platform supports loan origination, portfolio management, AI-powered workflow automation and exception tracking.

Media Contact
Cate Pitts, Editorial Director
Cornerstone Advisors
480-425-5203
424179@email4pr.com

View original content to download multimedia:https://www.prnewswire.com/news-releases/new-cornerstone-advisors-research-reveals-community-banks-are-ceding-a-106-billion-consumer-lending-opportunity-302899390.html

SOURCE Cornerstone Advisors

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Itibari-Waynne & Partners (IWP) and VYRE Activate Partnership with Exclusive Content for VBNGtv

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First Projects Announced: ‘The Plug’ and Season Two of ‘self!’ as IWP prepares to open in early 2027

LOS ANGELES, Oct. 6, 2026 /PRNewswire/ — Itibari-Waynne & Partners (IWP), the agentic financing platform for creator-led projects, and VYRE Network are kicking off their partnership with the launch of content created exclusively for VYRE Business News Global (VBNGtv), VYRE’s free streaming business channel.

With IWP officially opening for business in the first quarter of 2027, they are inviting creators, investors, lenders, vendors and apprentices to get a headstart where projects meet capital right now. Join their “Reserve Your Spot Today!” campaign today and Plug In to gain first access to funding.

“When we announced this partnership, the goal was to bring capital and content together on one network. Today that becomes real,” said David Hill, CEO of VYRE Network. “VBNGtv viewers get exclusive programming about business and capital, and creators get a direct line to IWP’s financing platform.”

‘The Plug’: First Proven Project

Debuting this fall, ‘The Plug’ is a video podcast series hosted by Grammy Award-winning producer Bruce Waynne, Founder and CEO of IWP, and Itibari Zulu, President of IWP and Chief Investment Officer of VYRE. It features long-form conversations with entrepreneurs, financiers, investors and entertainers about access to capital, ownership and building a company.

Named after PLUG, IWP’s dedicated funding agent, the series puts IWP’s model in front of the audience it serves: creators seeking funding, investors and lenders seeking vetted deals, and vendors and apprentices seeking funded work.

‘The Plug’ is also the first project financed under IWP’s model and serves as its proof of concept. The model layers risk protection with identifiable repayment sources; depending on the transaction, up to 80% of financing may be supported by insurance-backed credit enhancements, government incentives, tax credits, minimum guarantees, presales and distribution commitments.

‘self!’: IWP Helps Fund Second Season

IWP is contributing funding for Season Two of the successful VBNGtv original series, ‘self!’ which stands for Self-Empowerment Lessons Flourished. The recorded presentation-style talks provide an open-door look at how influential business leaders have elevated their companies to the next level.

The highest viewed episode from the first season featured a candid account from Itibari Zulu, who reveals how he found motivation and transformed it into a successful career in the financial services industry for over two decades. Watch this ‘self!’ episode now: ‘Itibari Zulu – Understanding the 4 Phases in Business’ 

“‘self!’ gave me the chance to share my story,” adds Zulu. “Season Two is about helping more people tell theirs, and that’s what IWP was built to do: put capital behind the people doing the work.”

Both ‘The Plug’ and ‘self!’ can be streamed for free at VBNGtv.com, the VYRE app, and on Roku, Amazon Fire TV, Apple TV, Samsung and LG Smart TVs, iOS and Android.

About IWP
IWP is an agentic financing platform that provides the infrastructure layer for entrepreneurs, powered by PLUG, its dedicated funding agent. www.iwp.fund

About VBNGtv
VBNGtv is a capital markets media engine and global streaming business channel showcasing small-cap and micro-cap companies, business leaders and brand partners.

About VYRE Network
VYRE is a vertically integrated media and entertainment technology company that helps creators, studios and brands distribute, finance, market and monetize premium content worldwide.

Media Contact:
Tammy Lynn, Spotlight PR Company
310-867-1952 / 424183@email4pr.com 

View original content to download multimedia:https://www.prnewswire.com/news-releases/itibari-waynne–partners-iwp-and-vyre-activate-partnership-with-exclusive-content-for-vbngtv-302899709.html

SOURCE Itibari-Waynne & Partners (IWP)

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