While everyone always looks to Silicon Valley as the model of the ideal startup ecosystem, Houston is forging its own path. Getty Images

As WeWork's fall from grace continues to dominate the headlines and we monitor the slew of layoffs and dipping share prices afflicting this year's Silicon Valley darlings, we reflect on Houston's own startup ecosystem. How are Houston startups and investors similar to and different from Silicon Valley early-stage deals? What are the drivers and factors that may be unique to Houston and how do they influence outcomes?

Jamie Jones, executive director of Lilie, sat down with early stage investor and Rice Business alum, Dougal Cameron of Golden Section Technology Venture Capital (GSTVC), to discuss the Houston startup and funding ecosystem. From that discussion, a number of key features emerged:

From Cameron's experience, Houston investors have historically focused on unit economics and profitability, in addition to top line growth, as their key performance measures. As an enterprise software investor, he notes that an indicator of a healthy venture that warrants early stage investment is one where profitability can be achieved as the venture reaches the $1 million revenue mark. Cameron, like other early stage investors in Houston, are interested in ventures that produce sustainable growth not only growth for growth's sake.

While early stage investment capital in Houston does flow, it does not do so at the same check sizes and the same velocity that you may see in Silicon Valley. Analysis of Pitchbook data indicates that Houston firms raised $28.1M in seed and early-stage funding in Q3 2019 versus $2.86B for Silicon Valley based ventures. The belief is that the density of the capital network in Silicon Valley means that if you get one $500,000 check then you will very likely to get others. Cameron noted that he believes the effects of loss aversion are on full display — no firm wants to be the one that passes on the next Google.

However, in Houston, entrepreneurs must be scrappy to pull together funding and ensuring they hit milestones along the way in order to drive scarcer investment into their ventures. From Cameron's perspective, Houston entrepreneurs own their cash balance and strive to keep their overhead low by working out of cheaper spaces, leveraging friends and family to contribute to the venture in its early days, etc.

With fewer investment dollars flowing in Houston, the use of Simple Agreements for Future Equity (SAFEs), which are common in Silicon Valley, are rarely used in Houston. Why? Cameron believes that using unpriced and loosely binding agreements may work in an ecosystem where startups are pushed for rapid top-line growth and may be burning through tens-of-thousands of dollars per month and will need to raise capital quickly, which will drive a pricing event. However, in Houston, investors may prefer arrangements that provide some downside risk.

Examples include convertible notes that include a lien on assets, which would be virtually unheard of in Silicon Valley, or through priced fundraising rounds. Without broad and deep capital networks and the pressure of rapid top-line growth, near term pricing events are not guaranteed, pushing Houston investors to prefer other deal structures.

While everyone agrees that Houston and the robust startup ecosystem that is growing across the city needs more cash to catalyze growth, Cameron firmly believes that new capital coming into the city must be the right type of capital. Capital that will not negatively distort the ecosystem by driving early-stage entrepreneurs to strive for top-line growth that is not sustainable through a profitable business model. This type of capital will not offer exorbitantly-sized seed rounds removing the entrepreneur's need to be scrappy and cost conscious.

We must understand that many Houston entrepreneurs seek to build businesses that have lasting impact and are not only "growing to close," the model Silicon Valley seems to have embraced over the past 7 to 10 years. Cameron is nervous that first big checks that come from outside Houston will push unprofitable businesses forward and will sour the market for local investors that are starting to engage in startup-investing.

While everyone always looks to Silicon Valley as the model of the ideal startup ecosystem, Houston may offer a look into the model of the future — one that is focused on building durable, profitable businesses by right-sizing growth over the venture's life-cycle. For Houston-based entrepreneurs, this means the opportunity to access capital that emphasizes sustainable, smart growth.

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Jamie Jones, executive director of the Liu Idea Lab for Innovation & Entrepreneurship at Rice University, and Dougal Cameron, managing director of Gold Section Technology Ventures and 2013 Rice Business alum, wrote this article for LILIE.

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.