Press Release
SkySail Strategies Outperforms Wall Street’s 30-Year Risk Standard With Proprietary AI Inference Model
New York, USA, September 15th, 2026, FinanceWire
State of the Art by SkySail, the Rubix VM RPT model predicts how far markets will move with less error than the models institutions have relied on since 1993.
SkySail Strategies, a quantitative investment firm specializing in applied quantitative research and algorithm development, today announced that its Rubix VM forecasting system predicts market risk with 20 to 40 percent less error than the industry-standard models used since 1993. For trading firms, funds and allocators, it addresses a three-decade problem: the number that governs position size, stops and risk limits has been least reliable exactly when it matters most.
Rubix VM is built around Rubix RPT, a custom AI inference model SkySail developed for one purpose: predicting how far a market can travel in the coming hours. The models it outperforms trace to research that earned the 2003 Nobel Prize in Economics and have anchored institutional risk management since 1993. Thirty years of alternatives have rarely improved on them.
“The industry has measured risk the same way since 1993 because nobody has been able to reliably beat it, we have” said Brian Devens, Managing Director of SkySail Strategies. “Rubix predicts how far a market will travel more accurately than the models the biggest institutions run, on any market with a price history.”
In SkySail’s testing, Rubix VM outperformed the 1993 standard that still governs institutional risk management, the realized-volatility models that hedge funds and quantitative desks regard as the state of the art, and the range estimates common on trading floors. The gap was widest where it matters most. On the most volatile days in the study, Rubix predicted the size of the market’s move with 98 percent accuracy. The realized-volatility models used by quantitative hedge funds were 73 percent accurate. The GARCH models that have set Wall Street’s risk limits since 1993 were 49 percent accurate: Rubix was twice as accurate, with one-twentieth the error. See more details at www.SkySailStrategies.com/press/rubix-vm
“That model held for thirty years because it earned it. Beating it was never going to be easy, and that is why it was worth doing,” Devens said. “Everything in investing rests on one number: how much can this move against me. Make that number more accurate and every risk decision built on it gets better. Managing risk is what SkySail does best, and Rubix is the sharpest edge we have ever had in doing it.”
For trading firms and desks
Proprietary trading firms, options desks and systematic funds depend on a market’s expected range to size every position and place every stop. A more accurate prediction means capital neither wasted on moves that never come nor exposed to the ones that do, and over time, stronger risk-adjusted returns.
For allocators and risk managers
For family offices, funds and institutional risk teams, Rubix VM delivers a risk number that holds its accuracy when the market changes character, where conventional models fail. It is the same advantage SkySail runs its own book on, and it has drawn allocator interest as the firm extends the system into new markets.
“It’s an exciting time for us. Rubix has been remarkably effective, and as we deploy it across more markets we’re seeing real traction from family offices and funds,” Devens said. “They understand what a more accurate risk number is worth.”
Rubix RPT reflects an approach to AI without close counterpart in financial markets. Rather than adapt a general-purpose model to market data, SkySail built its own inference technology around a single question, how far a market can move. Devens, a systems engineer specializing in probabilistic and stochastic algorithms, founded SkySail on the conviction that this is where superior risk management begins.
Institutions can learn more and contact SkySail at www.SkySailStrategies.com
About SkySail Strategies
SkySail Strategies is a quantitative investment firm specializing in applied quantitative research and algorithm development, with risk management at the center of its practice. The firm develops proprietary forecasting and trading systems, including Rubix VM and its Rubix RPT AI inference model, for global futures and financial markets.
Contact
Managing Director
Brian Devens
SkySail Strategies
press@skysailstrategies.com
About Author
Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.
Press Release
Robert Flores Launches a Buyer Readiness Checklist for Flagler Beach Homebuyers
A checklist built from repeat questions
Florida, USA, Sep 15, 2026, ZEX PR WIRE — Robert Flores works with buyers, sellers, and investors across Flagler Beach and Palm Coast. Over time, the same questions come up before a client ever puts in an offer: what to check on a property, what to ask a lender, and what steps to take before touring homes at all.
The new checklist gathers those questions into one document. It is meant for buyers who are early in the process, before they have picked an agent or started house hunting in earnest.
“Most buyers start by looking at listings,” Flores said. “The better move is to get ready first: know your budget, know your must-haves, and know what to look for once you’re standing in a house. A checklist does that work up front instead of in the middle of an offer.”
What the checklist covers
The document is organized around four stages of buyer preparation:
Financial readiness. Confirming a realistic budget, understanding what financing options are available, and knowing what costs come up beyond the purchase price.
Property research. Looking past the listing photos to check on lot condition, flood zone status, and any nearby development that could affect long-term value.
Neighborhood fit. Considering commute, school zones, and how a location holds up over years, not just at closing.
Offer preparation. Understanding what terms matter beyond price, and what a buyer should ask an agent before submitting an offer.
Flores said the goal was to keep it short enough that someone would actually use it.
“A twenty-page guide doesn’t get read,” Flores said. “A one-page checklist gets pulled out before an open house. That’s the difference we were going for.”
Why Flagler Beach and Palm Coast specifically
Flagler Beach and Palm Coast have their own local factors that buyers from other markets may not think to check, including flood zones, coastal property considerations, and pockets of new development that change a neighborhood’s character quickly.
Flores built the checklist around those local conditions rather than as a generic buyer’s guide. Someone moving from out of state, in particular, may not know to ask about flood insurance requirements or how close a lot sits to a evacuation zone.
“A lot of our buyers are relocating from somewhere else in Florida or from out of state,” Flores said. “They know how to buy a house. They don’t necessarily know what’s different about buying one here. That’s the gap this checklist is meant to close.”
Access and distribution
The checklist will be available at no cost through Robert Flores’s website and shared directly with clients during initial consultations. Flores said the office plans to update it periodically as local conditions change, including shifts in flood zone mapping or new development activity in the area.
“This isn’t a one-time document,” Flores said. “If something changes in the market that buyers need to know about, it goes into the checklist. That’s the point of keeping it current instead of putting it out once and leaving it alone.”
A resource, not a pitch
Flores was clear that the checklist is meant to help buyers regardless of who they end up working with.
“Someone can use this checklist and decide to call a different agent,” Flores said. “That’s fine. The goal is that they walk into the process better prepared. If that happens, we’ve done what we set out to do.”
That approach reflects how Flores has described the broader philosophy behind the residential side of the business: give clients clear information first, and let the relationship follow from there.
To read more, visit the website here.
About Robert Flores
Robert Flores is a Florida real estate agent based in Flagler Beach, working with residential buyers, sellers, and investors across Flagler Beach and Palm Coast. He is also Managing Partner at Vellum Capital Partners, a commercial real estate brokerage focused on investment and commercial transactions throughout Florida.
About Author
Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.
Press Release
Alaa Jaber, Missouri: Highlights Why Self-Employed Professionals Need to Prepare for Uncertainty
- Self-employed businessman Alaa Jaber discusses why preparation, flexibility, and sound judgment matter when business conditions don’t unfold as planned.
MISSOURI, USA, Sep 15, 2026, ZEX PR WIRE — Independence is one of the biggest attractions of self-employment, but the ability to make your own decisions also means accepting greater responsibility when circumstances change. Self-employed businessman Alaa Jaber believes preparing for uncertainty is an important part of working independently, particularly when no larger organization is available to absorb every unexpected expense, solve every problem, or determine the next move.
For Alaa Jaber Missouri, preparation does not mean attempting to predict every possible challenge. Instead, it means understanding that plans will sometimes need to change and putting yourself in a position to respond thoughtfully when they do.
“Working for yourself gives you a lot of control, but control is not the same thing as certainty,” Jaber said. “You can make a good plan based on everything you know today and still have something change tomorrow. The important part is being able to respond without feeling like every unexpected situation is a crisis.”
Uncertainty Is Part of Working Independently
Self-employed professionals frequently operate without some of the support systems that exist inside larger organizations. When an unexpected expense arises, a potential opportunity falls through, or priorities suddenly shift, another department may not be responsible for finding the solution.
Jaber believes accepting that reality can help independent professionals approach uncertainty more practically. Instead of assuming a successful plan should account for everything that could possibly happen, he recommends leaving room for circumstances to change.
“There is a difference between being prepared and believing you can predict the future,” Jaber said. “I think you should think ahead and consider what could go wrong, but eventually you have to make decisions with the information you have. You are never going to know everything.”
That distinction can be particularly important when making financial decisions. Unexpected costs are difficult to eliminate entirely, which means maintaining some flexibility can be more useful than building plans that only work if every assumption turns out to be correct.
The same principle applies to time. A self-employed professional can begin a week with a clear set of priorities only to have an unexpected problem consume several hours. Jaber believes the ability to adjust without losing sight of the larger objective is an important part of working independently.
Planning Should Create Options
Jaber views planning as a way to improve decision-making rather than eliminate uncertainty. A useful plan provides direction, but it should also leave enough room to adapt when new information becomes available.
That can mean being cautious about committing every available resource to one opportunity. It can also mean considering the downside of a decision before focusing exclusively on what might go right.
“When something looks like a good opportunity, it is easy to think mostly about the upside,” Jaber said. “I also want to know what happens if it does not work the way I expect. How much time am I committing? What is it going to cost? What else am I giving up by doing this? Those questions do not mean you are being negative. They help you understand the decision.”
Jaber also believes planning can become counterproductive when people become so focused on eliminating risk that they struggle to act. There will almost always be another question to ask or another scenario to consider.
At some point, independent professionals have to determine whether they have enough information to move forward.
“You can prepare forever if your goal is to feel completely certain,” Jaber said. “I do not think complete certainty exists very often in business. You want to be thoughtful, but you also have to know when you have done enough homework to make the decision.”
Flexibility Does Not Mean Constantly Changing Direction
Being adaptable can sometimes be confused with changing plans whenever something becomes difficult. Jaber sees an important difference between the two.
Some plans need time to produce results, and an early setback does not automatically mean the original idea was wrong. At the same time, continuing with a plan simply because time or money has already been invested can create additional problems.
The challenge is determining whether the underlying situation has actually changed.
“I try to look at why I made the decision in the first place,” Jaber said. “If those reasons still make sense, maybe it needs more time. If the facts have changed, then I think you have to be willing to reconsider what you are doing.”
For Jaber, changing direction when new information warrants it is not an admission of failure. It is part of responding to circumstances as they actually exist rather than remaining committed to assumptions that may no longer be accurate.
Problem-Solving Becomes Part of the Job
One reality of self-employment is that responsibilities do not always fit neatly into a job description. An independent professional may encounter unfamiliar problems and have to determine whether to solve them personally, seek advice, or find someone with more expertise.
Jaber believes becoming comfortable with that process is more realistic than expecting to have an immediate answer for every situation.
“Working independently does not mean you have to know everything,” Jaber said. “Sometimes the right move is figuring out who knows more about the problem than you do and listening to them. You are still responsible for the decision, but that does not mean you have to make it without good information.”
Over time, those experiences can make future uncertainty easier to handle. A problem that once felt completely unfamiliar may resemble something encountered before, allowing decisions to be made with greater perspective.
Preparing for What Cannot Be Predicted
Jaber does not believe uncertainty is something self-employed professionals can completely remove from their working lives. New opportunities will appear, expenses will change, plans will encounter obstacles, and some decisions will produce unexpected results.
The goal, in his view, is not to create a business environment where nothing surprising ever happens. It is to become better prepared for the reality that surprises will happen.
“You are going to have things that do not go according to plan,” Jaber said. “I think the question is whether you have left yourself enough room to deal with them. If the only way your plan works is if everything goes perfectly, that is probably something worth thinking about.”
For independent professionals, that approach can mean balancing preparation with action, confidence with caution, and consistency with a willingness to change course. Uncertainty remains part of the equation, but it does not have to prevent thoughtful decision-making.
About Alaa Jaber
Alaa Jaber is a self-employed businessman interested in entrepreneurship, independent decision-making, and the practical realities of working for yourself. Originally from New Jersey, Jaber attended Hudson County Community College and has built his professional path around self-employment. His perspective emphasizes personal responsibility, adaptability, preparation, and learning through experience.
About Author
Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.
Press Release
Fall Lawn Installation Projects Increase Across West Michigan
Twin Lakes Landscape Design and Construction highlights fall conditions that can support new lawn establishment in West Michigan. Cooler temperatures and favorable soil conditions make seasonal timing an important consideration for homeowners planning lawn projects.
Grand rapids, Michigan, United States, 15th Sep 2026 – Twin Lakes Landscape Design and Construction is highlighting the seasonal considerations surrounding lawn installation as homeowners across Grand Rapids and West Michigan prepare their properties for fall. The transition from summer heat to cooler September weather creates conditions that can support the establishment of new lawns, making project timing an important part of the planning process.

Fall has long been an important period for lawn projects in Michigan because temperatures typically begin to moderate while the soil retains warmth from the summer months. These conditions can support root development while reducing some of the heat-related stress associated with establishing grass during the hottest part of the year. Seasonal rainfall and lower evaporation rates can also affect how newly installed lawns establish during the weeks following installation.
For homeowners considering lawn installation in Grand Rapids, the condition of the property remains just as important as the season. Soil preparation, grading, drainage, sunlight and the intended use of the lawn can all influence how a project is planned. Evaluating these conditions before installation can help determine the preparation required and how a new lawn will fit within the property’s broader landscape.
Lawn installation is also frequently connected to larger landscape construction projects. A new lawn may be one of the final elements completed after patios, walkways, planting beds or other improvements have been installed. Coordinating these features as part of an overall landscape plan can reduce unnecessary disturbance to newly established grass and create a more deliberate transition between lawn areas and the surrounding landscape.
The approach is particularly relevant for properties where construction, drainage problems or previous landscape changes have left lawn areas uneven or difficult to establish. Addressing underlying site conditions before installing a new lawn can help prevent homeowners from treating visible problems without considering what may be occurring beneath the surface.
As fall approaches in West Michigan, the available establishment period before colder weather becomes another consideration. Lawn projects completed during appropriate seasonal conditions have an opportunity to begin developing before winter dormancy, while spring growth provides the next stage of establishment. The timing of an individual project can vary according to weather, property conditions and the type of lawn installation being completed.
Twin Lakes Landscape Design and Construction continues to provide information for homeowners researching lawn installation and broader landscape improvements in the Grand Rapids area. The company’s lawn installation resources address the planning and site considerations involved in establishing a lawn as part of a functional residential landscape.
About Twin Lakes Landscape Design and Construction
Twin Lakes Landscape Design and Construction serves residential and commercial properties throughout Grand Rapids and West Michigan. The company provides landscape design and construction services including lawn installation, planting design, paver installation, hardscaping, water features and commercial landscape projects.
Media Contact
Organization: Twin Lakes Landscape Design & Construction
Contact Person: Twin Lakes Landscape Design & Construction
Website: https://twinlakesnursery.com/
Email: Send Email
City: grand rapids
State: Michigan
Country: United States
Release id: 49110
The post Fall Lawn Installation Projects Increase Across West Michigan appeared first on King Newswire. This content is provided by a third-party source.. King Newswire makes no warranties or representations in connection with it. King Newswire is a press release distribution agency and does not endorse or verify the claims made in this release. If you have any complaints or copyright concerns related to this article, please contact the company listed in the ‘Media Contact’ section
About Author
Disclaimer: The views, suggestions, and opinions expressed here are the sole responsibility of the experts. No Digi Observer journalist was involved in the writing and production of this article.
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