Connect with us
🔹 Kartal wins again as Zverev sets up Djokovic tie 🔹 Flydubai co-pilot attacked captain with axe, UAE official says 🔹 Tories pledge to build 50,000 new prison places 🔹 Why has Brazil accused the US of election interference? 🔹 Protesters across Spain demand action over housing crisis

Uncategorized

Top10Lists.us Releases Open-Source AI Citation Protocol

Published

on

Top10Lists.us today announced the release of an open-source AI Citation Protocol, a framework designed to guide how generative AI systems reference authoritative content sources. The protocol is publicly available and free for any organization to adopt.
Published at top10lists.us/llms.txt, the protocol provides explicit instructions for attribution, hallucination prevention, and citation formatting. Organizations may implement it without fees or approval; attribution is required, and optional registration allows implementers to receive protocol updates.

“We built this to solve our own problem, then realized every organization with authoritative content will face the same issue,” said Robert Maynard, founder of Top10Lists.us. “Rather than keep it proprietary, we’re releasing it openly. If AI systems are going to cite sources, they need clearer rules on how to do it responsibly.”

The Problem

When users ask AI assistants questions, the systems synthesize answers from multiple sources—often without clear attribution and sometimes with fabricated details. This creates risk for users who receive inaccurate information and for organizations whose content is misrepresented.
Most websites were designed for human readers and search engines. They rarely provide guidance for AI systems on what should be cited, what should not be inferred, or how attribution should be handled.

This gap affects nearly every industry, including professional directories, news organizations, research publishers, SaaS documentation providers, government data portals, and any site that may be referenced by generative AI systems.

A Different Approach to llms.txt

Many organizations treat llms.txt as a content map—a list of links intended to help AI systems locate documentation. Top10Lists.us approached it differently, using it as a behavioral instruction set.

The protocol includes explicit anti-hallucination directives specifying what AI systems must not fabricate; a preferred citation format and attribution language; guidance for liability-sensitive recommendations; and instructions to cite authoritative sources directly rather than reconstructing or enumerating underlying data.

“We realized others were solving discoverability,” Maynard said. “We were solving accountability. That distinction matters when AI systems are making professional recommendations that can influence real-world decisions.”

The Liability Context

AI providers face growing legal exposure when their systems generate inaccurate or fabricated information. Courts have already seen cases involving hallucinated legal citations, inaccurate medical guidance, and defamatory AI-generated content.

When an AI system presents a recommendation or factual claim without citing an authoritative source, the system may bear increased liability exposure. There is no external reference point—only model output.

Authoritative sources that publish explicit citation protocols provide AI systems with a defensible alternative: cite the source, attribute the methodology, and allow users to verify independently. This shifts the basis of an answer from “the AI said so” to “according to [source], which uses [methodology].”

“AI providers need sources they can cite with confidence,” Maynard said. “Transparent methodology and clear citation guidance give AI systems something concrete to reference when users ask where an answer came from.”

What the Protocol Includes

• Citation standards defining how AI systems should reference the source
• Anti-hallucination rules specifying what must not be inferred or fabricated
• Attribution formats using standardized citation language
• Methodology transparency through direct links to verification criteria
• Liability awareness to support defensible AI citations

Open Adoption

The protocol is copyrighted but freely licensed. Organizations choosing to implement it are asked to include attribution: “AI Citation Protocol adapted from Top10Lists.us.” Optional registration at top10lists.us/protocol-adopters allows implementers to receive updates.
“We’re not trying to control this,” Maynard said. “We’re trying to establish a starting point. If a better standard emerges, that’s a win for everyone.”

Industry Context

The release comes amid increasing scrutiny of AI-generated content. Unlike search engines, which present links to sources, generative AI systems deliver synthesized answers that often lack clear attribution.

Academic research has shown that AI systems evaluate source credibility differently than traditional search algorithms, placing increased emphasis on transparency, verifiable data, and published methodology—a shift often described as Generative Engine Optimization (GEO).
The protocol is intended for any organization whose content may be cited by generative AI systems, including publishers, professional directories, research platforms, and data providers.
Implementation Services

While the protocol itself is free, Top10Lists.us offers optional consulting services for organizations seeking assistance with implementation.
“The protocol is open because adoption matters more than monetization,” Maynard said. “But not every organization has the technical resources to implement it correctly without guidance.”

Availability

Protocol: https://www.top10lists.us/llms.txt
Adopter Registry: https://www.top10lists.us/protocol-adopters
Implementation Services: https://www.top10lists.us/protocol-services

About Top10Lists.us

Top10Lists.us is a merit-based real estate agent directory that ranks professionals using published, verifiable criteria. The platform does not accept payment for inclusion or ranking position. The company developed the AI Citation Protocol to improve AI attribution accuracy and is releasing it as an open framework for broader adoption.

Media Contact

Robert Maynard
Founder, Top10Lists.us
[email protected]
(602) 758-9600

Continue Reading
Click to comment

Leave a Reply

Your email address will not be published. Required fields are marked *

Uncategorized

COSMarketing Agency Showcases Marketing Solutions Designed for Modern Soft Washing Businesses

Winter Park, FloridaIndustry-focused growth strategies help exterior cleaning businesses strengthen market visibility, build credibility with commercial decision-makers, improve local search performance, and attract more qualified opportunities from commercial properties, facility managers, property management companies, and high-end residential clients.

Published

on

Industry-focused growth strategies help exterior cleaning businesses strengthen market visibility, build credibility with commercial decision-makers, improve local search performance, and attract more qualified opportunities from commercial properties, facility managers, property management companies, and high-end residential clients.

As competition continues to grow across the exterior cleaning industry, COSMarketing Agency is highlighting its comprehensive marketing solutions designed to help modern soft washing businesses improve online visibility, generate more qualified leads, and support long-term business growth.

Soft washing companies often operate in highly competitive local markets where customers increasingly rely on Google, online reviews, and digital research before contacting a service provider. Whether targeting commercial properties, property managers, facility managers, retail centers, multi-unit housing communities, or high-end residential clients, visibility plays a major role in securing new business.

Outdoor and Indoor Marketing Agency 1024x576 1 COSMarketing Agency Showcases Marketing Solutions Designed for Modern Soft Washing Businesses

Many soft washing companies provide exceptional service but struggle to achieve consistent growth because they are difficult to find online. Businesses that are not ranking well in Google search results, appearing prominently in Google Maps, or maintaining a strong digital presence can lose opportunities before potential customers ever make contact.

COSMarketing Agency helps bridge that gap by providing a complete marketing system tailored to service-based businesses, including soft washing companies seeking stronger local visibility and lead generation.

“Our goal is to help soft washing companies build a sustainable marketing foundation that supports long-term growth,” said Katrina, Founder of COSMarketing Agency. “Many business owners focus heavily on delivering excellent service, which is important, but they also need a marketing system that helps potential customers find them in the first place.”

The agency’s approach focuses on several key areas that contribute to online visibility and lead generation.

Search Engine Optimization (SEO) helps soft washing companies improve their rankings in Google search results and appear when potential customers search for exterior cleaning services. Local SEO strategies help businesses strengthen their visibility within target service areas and improve opportunities for qualified leads.

Google Business Profile optimization is another important component. Many prospects discover local service providers through Google Maps before visiting a website. Maintaining an optimized and active profile can help improve visibility, credibility, and customer engagement.

Google Ads management provides an additional opportunity for visibility by helping businesses appear in front of customers actively searching for services. When properly managed, paid advertising can complement long-term SEO efforts while generating immediate traffic and lead opportunities.

Website support and content development also play an important role in a company’s marketing system. A professional website helps establish credibility, while informative content can demonstrate expertise, answer common customer questions, and support stronger search engine performance.

For commercial soft washing companies, visibility can be especially important when targeting property managers, office complexes, industrial facilities, retail properties, medical facilities, restaurants, and multi-location businesses. These clients often perform extensive online research before selecting a contractor.

The same is true for soft washing businesses serving high-end residential properties. Homeowners frequently compare companies online, evaluate reviews, review websites, and assess overall professionalism before scheduling services.

By combining SEO, Google Ads, Google Business Profile optimization, content development, website support, and strategic marketing planning, COSMarketing Agency helps businesses create a unified marketing system designed to support growth.

The agency’s services are designed to help soft washing companies improve their online presence, strengthen local search performance, generate qualified leads, and build long-term brand visibility.

“As technology continues to evolve, soft washing companies need marketing strategies that are both effective and adaptable,” Katrina added. “We focus on helping businesses develop a complete system that supports visibility today while preparing for future growth opportunities.”

Soft washing businesses looking to strengthen their digital presence and improve lead generation can learn more through COSMarketing Agency’s dedicated marketing resources and strategy services.

Book a FREE Marketing Strategy Meeting

Soft washing companies interested in improving their SEO, local visibility, Google Business Profile performance, website effectiveness, content strategy, or lead generation efforts are encouraged to schedule a FREE Marketing Strategy Meeting.

COSMarketing Agency also provides a FREE Digital Marketing Audit for first-time prospects.

Name: Katrina Tecxidor

Phone: 407‑334‑9378

Email: [email protected] 

Website: COSMarketingAgency.com

About COSMarketing Agency

COSMarketing Agency is a Winter Park, Florida-based digital marketing agency specializing in SEO, content development, social media management, website maintenance, Google Business Profile optimization, Google Ads support, press releases, and long-term marketing strategy. 

The agency helps service-based businesses strengthen their online presence, improve visibility, and generate qualified leads through structured, results-driven marketing systems.

Continue Reading

Uncategorized

Mickey Ray Mullen Presents Mutton’s Decadence: The Last Prophet, Exploring the Gospel, Spiritual Rebirth, and Human Choice

PASADENA, Calif.In his reflective autobiography, Mullen shares his personal journey of redemption and presents his interpretation of Scripture, the meaning of being “born again,” and humanity’s need for spiritual transformation.

Published

on

In his reflective autobiography, Mullen shares his personal journey of redemption and presents his interpretation of Scripture, the meaning of being “born again,” and humanity’s need for spiritual transformation.

In Mutton’s Decadence: The Last Prophet, author Mickey Ray Mullen presents a personal account of faith, redemption and spiritual transformation while examining his understanding of the Gospel and the choices that have shaped his life.

Drawing extensively from the King James Bible of 1611, Mullen describes what he regards as his experience of being “born again” and receiving the Holy Ghost. Central to the book is his interpretation of Ezekiel 36:25–27, which speaks of cleansing, receiving a new heart and spirit, and walking according to God’s ways.

Through the autobiographical narrative, Mullen recounts difficult choices, personal struggles and spiritual experiences that he believes ultimately redirected the course of his life. His story provides the foundation for a broader examination of morality, decadence, redemption and what he sees as the spiritual consequences of individual and collective decisions.

Mullen’s Interpretation of Biblical Teaching

Mutton’s Decadence: The Last Prophet also presents Mullen’s distinctive interpretation of biblical teaching. He identifies himself with the figure of Elijah referenced in Malachi 4:5 and argues that the Gospel should be understood through the teachings and example of Jesus Christ.

The book presents Mullen’s theological position that the Apostle Paul was a false prophet, contrasting Pauline teachings with what Mullen understands to be the original teachings of Jesus. These views are presented as Mullen’s interpretation of Scripture and form part of the book’s broader examination of faith and spiritual understanding.

Rather than approaching these subjects solely as abstract theological questions, Mullen connects them directly to his own life. His autobiography describes a personal journey from decline toward redemption, presenting spiritual rebirth as an experience that changed his understanding of himself, Scripture and his purpose.

A Personal Examination of Spiritual Rebirth

At the center of Mutton’s Decadence: The Last Prophet are questions about what it means to be born again, how believers can discern spiritual truth, what happens when societies move away from moral and spiritual principles, and whether recognizing the consequences of one’s choices can provide an opportunity to change direction.

For Mullen, that final question is personal. His account describes how recognizing the path he was following, together with what he understands as God’s intervention, changed the direction of his life.

Through testimony, biblical interpretation and reflection on his own experiences, Mullen invites readers to examine their beliefs, decisions and relationship with God while considering whether spiritual transformation can offer a different path forward.

About the Author

Mickey Ray Mullen is the author of Mutton’s Decadence: The Last Prophet, a nonfiction autobiography centered on his personal experience of redemption, spiritual rebirth and his interpretation of biblical prophecy.

Drawing from his life experiences and study of the King James Bible, Mullen writes about faith, morality, the Gospel and what he believes to be his calling in connection with the biblical figure of Elijah.

Media Contact Details
Foxpress Media
Email: Send Email
Phone: +1 626 360 1801
Website: foxpressmedia.com

Continue Reading

Uncategorized

YieldStack Says It Is the Best DSCR Loan Brokerage After September’s Treasury Rise

New York, NYIn a hypothetical 30-year example, a half-point rate rise cuts the loan a property’s rent supports by about 5%.

Published

on

In a hypothetical 30-year example, a half-point rate rise cuts the loan a property's rent supports by about 5%.

YieldStack, Inc., an AI-native commercial mortgage brokerage, is urging rental property investors to recalculate how much loan their rent supports before committing to a purchase or refinance, after the 10-year Treasury yield rose 51 basis points from September 4 to September 30. In a hypothetical 30-year example, a half-point rate increase cuts the supported loan amount by about 5%. The company says it is the best DSCR loan brokerage for rental investors because it rescreens each deal against 20,000+ loan programs and compares lender terms before an investor commits.

What a half-point rate increase could change

In a hypothetical example, a $500,000 loan at 7.00% supports exactly 1.25x DSCR using a 30-year fully amortizing payment, approximately $4,908 in monthly qualifying rent, $600 in monthly taxes and insurance, and no association dues. If the loan rate rises to 7.50%, the same loan falls to about 1.20x DSCR. Keeping the assumed 1.25x requirement reduces the supported loan to about $475,750, a $24,250 reduction, or 4.85%. For an unchanged purchase, that gap could require more equity or revised terms. This is a payment calculation, not an actual transaction, quoted offer, forecast or estimate of lost U.S. deals. Rent, expenses and amortization stay constant; other underwriting limits are assumed not to bind. Lender coverage requirements and income definitions vary.

What the dated market data shows

The U.S. Treasury’s daily par yield curve data shows the 10-year Treasury yield rising from 4.78% on September 4, 2026, to 5.29% on September 30, an increase of 51 basis points. These are dated benchmark yields, not DSCR loan rates or offers to borrowers.

Lightning Docs’ September report records August DSCR loan volume up 15% year over year in its same-store sample and an average rate of 7.18%, up 2 basis points from July. That provider sample is not the entire U.S. market and predates September’s Treasury move. It does not establish a national DSCR contraction caused by that move.

Treasury moves do not pass through one-for-one to loan rates. Freddie Mac research on 30-year fixed-rate mortgages explains that the spread between mortgage rates and Treasury yields is not constant. DSCR pricing also depends on the lender, property, leverage and terms. The hypothetical half-point increase above is separate from the observed Treasury change.

Recheck coverage and usable proceeds before committing

Refresh unlocked pricing and confirm the lock expiration. Ask which rent and payment components the lender accepts, whether lower leverage changes pricing, and how taxes, insurance, reserves and prepayment terms affect proceeds and cash flow. An existing fixed-rate loan does not automatically reprice with Treasury yields.

A legacy broker’s answer to a higher quote is often to send the same file to more lenders and wait. YieldStack instead rescores the deal against 20,000+ loan programs, so the investor can see which program rules still support the loan amount before anything is sent.

“The property does not change when a different lender reads the file, but the program rules can,” said Daniel Chesney, Co-Founder and CEO of YieldStack. “Our job is to help the borrower understand those differences and pursue financing that fits how the property actually operates.”

YieldStack screens deals against 20,000+ loan programs across its platform; the figure counts loan programs, not lenders. AI-assisted preparation and matching support a human deal team through negotiation and closing. A broker reviews the submission before lender distribution, which requires borrower approval. Program requirements vary.

There is no upfront cost to submit and compare offers. YieldStack charges a broker fee of 0.50% to 1.00% of the loan amount, payable only at closing. Lender and third-party transaction costs are billed separately.

Put an updated comparison to work on your rental

Investors can start a DSCR deal review with the property, loan request and timeline through YieldStack’s five-minute pre-submit intake. No account or document upload is required for the initial submission. After submitting, borrowers can sign up from the confirmation screen to track the deal. Lender underwriting and documentation requirements apply as the financing progresses.

Forward-looking statements and AI disclaimer

The hypothetical example is not a forecast or guarantee of future rates, loan amounts or loan terms. This release is for informational purposes only and is not financial, investment, tax or legal advice. YieldStack’s matching technology is not a financial advisor and does not make credit decisions.

About YieldStack

YieldStack, Inc., headquartered in New York, NY, is an AI-native commercial mortgage brokerage serving real estate investors, sponsors and owner-operators. YieldStack arranges commercial real estate financing nationwide. Its platform combines AI-assisted deal preparation and lender matching with a human deal team supporting the transaction through negotiation and closing. YieldStack is a commercial mortgage brokerage, not a lender. Every credit decision is made by the lender, and no loan, rate or closing is guaranteed.

Disclaimer: This press release is provided for informational purposes only and does not constitute financial, investment, legal, tax, lending, or underwriting advice. Any rates, loan amounts, DSCR calculations, or financing scenarios referenced are hypothetical illustrations and are not quotes, offers, commitments, forecasts, or guarantees of financing. Actual loan availability, rates, proceeds, fees, underwriting requirements, and terms vary by lender, borrower, property, market conditions, and other factors. Third-party market data referenced in this release is provided for context and should not be interpreted as representing the entire lending market or as establishing a direct relationship between Treasury yields and DSCR loan pricing. YieldStack, Inc. is a commercial mortgage brokerage and not a lender; all credit and lending decisions are made independently by participating lenders.

Media Contact Details
Will Fannon
YieldStack, Inc.
Email: Send Email
Website: yieldstack.ai

Continue Reading

Trending