Liu Idea Lab's Carol Tyger shares her experience on product managing for a tech startup. Getty Images

Consider planning a wedding. An impossible task of delivering a grand, completely personal event for all sorts of guests at a minimal cost.

At first, my fiance and I were freaking out because we heard that wedding planning is full of hidden costs and impossible expectations. But then the light bulb went off: that sounds a lot like my job as a product manager (PM). I can be the PM of my own wedding! I knew I wanted to provide a kick-ass party (great experience) for every guest (users) with limited resources (efficiently maximizing value).

Relying on my product manager skills, my fiancé and I started off by considering our goals and removing assumptions. I even conducted some user interviews by asking my friends what they value in weddings. Then we defined the "Wedding Minimum Viable Product (MVP)" and organized ourselves like a software team with a backlog and kanban board.

In the end, the wedding was a huge success. It felt just like a major software product release…from the planning to the execution. Product management is all about making a great user experience, maximizing value and working efficiently. In other words, it is a foundation for getting things done that can be applied to almost any situation.

Ultimately, as a product manager, you build an entrepreneurial mindset that can be applied to any future role. At the bare minimum, the PM is responsible for providing detailed requests for the tech team to build. But to be a great PM, it takes a lot more.

You rely on empathy. Product managers are the voice of the user for both the business and the tech team. To understand the user, you conduct user interviews, gather market analysis and collaborate with internal groups – exploring all corners of the organization – to determine user needs. Skilled product managers don't directly ask users what they want, but instead, understand through observation. You will be using various types of user data before and after software releases to forecast and measure the impact of innovations made.

You strengthen soft skills. It doesn't matter how technical you are if you don't have good rapport within the organization. The basics begin with communicating effectively, remaining flexible, acknowledging bad decisions and being comfortable with the unknown. The best product managers have built enough trust throughout the organization to lead at a senior level despite not having direct authority.

You strategize. You must understand the users, software cycle, and business needs well enough to plan months – even years – ahead while listening to and setting expectations with everyone involved. You will be blazing trails and solving new problems. The company will rely on you to operate with integrity while continuously innovating. Your entrepreneurial mindset will make setting the strategy second nature.

The entrepreneurial mindset and product management responsibilities hone skills that are not only transferable to future roles, but to your life in general. Whether you are preparing for a major software release or planning a fantastic party, your entrepreneurial mindset and product management skills will help you succeed.

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Carol Tyger is Lilie's product management expert-in-residence and was head of product at Spruce, a Houston-founded managed marketplace for apartment residents to book services such as housekeeping.

This article originally appeared on Liu Idea Lab for Innovation & Entrepreneurship's blog.

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Houston-based HPE wins $931M contract to upgrade military data centers

defense data centers

Hewlett Packard Enterprise (HPE), based in Spring, Texas, which provides AI, cloud, and networking products and services, has received a $931 million contract to modernize data centers run by the federal Defense Information Systems Agency.

HPE says it will supply distributed hybrid multicloud technology to the federal agency, which provides combat support for U.S. troops. The project will feature HPE’s Private Cloud Enterprise and GreenLake offerings. It will allow DISA to scale and accelerate communications, improve AI and data analytics, boost IT efficiencies, reduce costs and more, according to a news release from HPE.

The contract comes after the completion of HPE’s test of distributed hybrid multicloud technology at Defense Information Systems Agency (DISA) data centers in Mechanicsburg, Pennsylvania, and Ogden, Utah. This technology is aimed at managing DISA’s IT infrastructure and resources across public and private clouds through one hybrid multicloud platform, according to Data Center Dynamics.

Fidelma Russo, executive vice president and general manager of hybrid cloud at HPE, said in a news release that the project will enable DISA to “deliver innovative, future-ready managed services to the agencies it supports that are operating across the globe.”

The platform being developed for DISA “is designed to mirror the look and feel of a public cloud, replicating many of the key features” offered by cloud computing businesses such as Amazon Web Services (AWS), Microsoft Azure and Google Cloud Platform, according to The Register.

In the 1990s, DISA consolidated 194 data centers into 16. According to The Register, these are the U.S. military’s most sensitive data centers.

More recently, in 2024, the Fort Meade, Maryland-based agency laid out a five-year strategy to “simplify the network globally with large-scale adoption of command IT environments,” according to Data Center Dynamics.

Astros and Rockets launch new streaming service for Houston sports fans

Sports Talk

Houston sports fans now have a way to watch their favorite teams without a cable or satellite subscription. Launched December 3, the Space City Home Network’s SCHN+ service allows consumers to watch the Houston Astros and Houston Rockets via iOS, Apple TV, Android, Amazon Fire TV, or web browser.

A subscription to SCHN+ allows sports fans to watch all Astros and Rockets games, as well as behind-the-scenes features and other on-demand content. It’s priced at $19.99 per month or $199.99 annually (plus tax). People who watch Space City Network Network via their existing cable or satellite service will be able to access SCHN+ at no additional charge.

As the Houston Chronicle notes, the Astros and Rockets were the only MLB and NBA teams not to offer a direct-to-consumer streaming option.

“We’re thrilled to offer another great option to ensure fans have access to watch games, and the SCHN+ streaming app makes it easier than ever to cheer on the Rockets,” Rockets alternate governor Patrick Fertitta said in a statement.

“Providing fans with a convenient way to watch their favorite teams, along with our network’s award-winning programming, was an essential addition. This season feels special, and we’re committed to exploring new ways to elevate our broadcasts for Rockets fans to enjoy.”

Astros owner Jim Crane echoed Feritta’s comments, adding, “Providing fans options on how they view our games is important as we continue to grow the game – we want to make it accessible to as large an audience as possible. We are looking forward to the 2026 season and more Astros fans watching our players compete for another championship.”

SCHN+ is available to customers in Texas; Louisiana; Arkansas; Oklahoma; and the following counties in New Mexico: Dona Ana, Eddy, Lea, Chaves, Roosevelt, Curry, Quay, Union, and Debaca. Fans outside these areas will need to subscribe to the NBA and MLB out-of-market services.

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This article originally appeared on CultureMap.com.

Rice University researchers unveil new model that could sharpen MRI scans

MRI innovation

Researchers at Rice University, in collaboration with Oak Ridge National Laboratory, have developed a new model that could lead to sharper imaging and safer diagnostics using magnetic resonance imaging, or MRI.

In a study recently published in The Journal of Chemical Physics, the team of researchers showed how they used the Fokker-Planck equation to better understand how water molecules respond to contrast agents in a process known as “relaxation.” Previous models only approximated how water molecules relaxed around contrasting agents. However, through this new model, known as the NMR eigenmodes framework, the research team has uncovered the “full physical equations” to explain the process.

“The concept is similar to how a musical chord consists of many notes,” Thiago Pinheiro, the study’s first author, a Rice doctoral graduate in chemical and biomolecular engineering and postdoctoral researcher in the chemical sciences division at Oak Ridge National Laboratory, said in a news release. “Previous models only captured one or two notes, while ours picks up the full harmony.”

According to Rice, the findings could lead to the development and application of new contrast agents for clearer MRIs in medicine and materials science. Beyond MRIs, the NMR relaxation method could also be applied to other areas like battery design and subsurface fluid flow.

“In the present paper, we developed a comprehensive theory to interpret those previous molecular dynamics simulations and experimental findings,” Dilipkumar Asthagiri, a senior computational biomedical scientist in the National Center for Computational Sciences at Oak Ridge National Laboratory, said in the release. ”The theory, however, is general and can be used to understand NMR relaxation in liquids broadly.”

The team has also made its code available as open source to encourage its adoption and further development by the broader scientific community.

“By better modeling the physics of nuclear magnetic resonance relaxation in liquids, we gain a tool that doesn’t just predict but also explains the phenomenon,” Walter Chapman, a professor of chemical and biomolecular engineering at Rice, added in the release. “That is crucial when lives and technologies depend on accurate scientific understanding.”

The study was backed by The Ken Kennedy Institute, Rice Creative Ventures Fund, Robert A. Welch Foundation and Oak Ridge Leadership Computing Facility at Oak Ridge National Laboratory.