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The poetry of data

Jane Muschenetz’s poems don’t look like the sonnets you remember studying in high school English. If anything, they’re more likely to call to mind your statistics class. Flip through the pages of her poetry chapbook Power Point and you’ll see charts, graphs, and citations galore. One poem visually documents maternal mortality rates and women’s unpaid domestic labor in such a way that the bar and pie graphs spell out the word “MOM.” Another tracks deaths from gun violence across the globe and is presented as a gun-shaped graph. Still others are written in more standard poetic form but include citations that reference documents put out by the US government, the United Nations, and news organizations. These poems are just a few of the many in Muschenetz’s latest book that wrestle with contemporary social issues using a combination of data-driven insights and the poetic form. The format is a unique one: The first time Hayley Mitchell Haugen, founding editor in chief of Muschenetz’s publisher Sheila-Na-Gig, saw the poems, she thought to herself, “I’ve never seen anything like this before.” Point Blank 13. “Incidents of firearm mortality per 100K population for high income global economies with populations over 10M,” Institute for Health Metrics Evaluation, United Nations. Graphics treatment by Ingo Muschenetz. 14. “Child and Teen Firearm Mortality in the US and Peer Countries,” per 100K population, KFF.org, July 2023; CDC. Detailed citations at technologyreview.com/Muschenetz.ORIGINALLY PUBLISHED BY WRITERS RESIST, WINTER 2023 While cold, hard numbers and poetry might seem antithetical at first blush, from Muschenetz’s perspective, the two couldn’t be a better fit. A former business consultant at Bain & Company who received her MBA at the Sloan School of Management, she released her first poetry book in her 40s, and she’s enjoyed uncovering what the artistic and scientific approaches to understanding the world have in common. “Even though it maybe feels unintuitive that poetry and science are interrelated, they both make connections that are not immediately obvious,” she says. “They test out theories; they take risks. There’s a lot of nonlinear thinking that happens in both.” Many of the poems in Power Point were inspired by watershed moments in global politics and culture, particularly ones that would shape the lives of women. From the partisan political theater on display at the confirmation hearing of US Supreme Court Justice Ketanji Brown Jackson to the passage of laws restricting women’s freedoms in Iran and Afghanistan, these events often left Muschenetz overwhelmed with frustration at the state of women’s rights today. But knowing that women’s emotions are so often dismissed, she looked for a way to turn those feelings into something that she hoped would be harder to write off than standard poetry while still evoking the openheartedness with which people tend to approach art. “I wanted something that listed just facts but expressed how angry I am,” she says. “I really wanted it to be fact-based. I wanted my sources to be publicly available and almost unassailable.” Her hope was that by repackaging these facts in the form of statistics-driven poetry, she might allow readers to receive the information in a new way—and get them thinking. From Ukraine to California Muschenetz’s childhood primed her to understand how global currents can shape an individual life from an early age. Born Yevgenia Leonidovna Veitzman to a Jewish family in the Ukrainian city of Lviv, Muschenetz says her family began trying to leave the country before she was born, hoping to escape the discrimination they faced under the Soviet government. But it wasn’t until she was 10 years old that the family was finally able to emigrate. When they were at last cleared to cross the border, they headed for San Diego, where she decided that Jane would be easier for Americans to pronounce than her given first name. (Ultimately, she would change her last name, too, when she married.) Muschenetz often felt out of place in her new home, even though she was surrounded by other immigrant kids whose parents had moved to California in search of a better life. In one way she was like many American teenage girls, though: She had a lot of feelings, especially about romantic relationships, whether real or imagined, and she often wrote poems about them.   At age 16, she began submitting her poetry to magazines and publishers, which brought her first taste of writerly rejection. “I was like, ‘Oh, well, I tried. Clearly this isn’t for me.’ Even though in my heart, since I was like four years old, I knew I was a writer and I loved literature,” she says.  Her parents were “completely horrified” about the prospect of her pursuing a career in writing, but they weren’t much more excited about what she eventually landed on instead: a degree in political science at UC San Diego. “The response was always ‘Poets get shot. Politicians get shot,’” she says.  She might not have been able to articulate it at age 18, but looking back, Muschenetz makes sense of the decision to study political science as driven by her desire to understand the global forces that caused her family to emigrate. “I wanted to know: How do we structure policy? Who makes these choices, and how can we change them and make them better?” she says. STACY KECK But the dream of writing was hard to let go of. By the time Muschenetz was a few years out of college, she’d applied for two different programs: an MFA in writing and the MBA program at Sloan. And though she didn’t get accepted to the MFA program, her time at Sloan ended up profoundly shaping the poetry she would write two decades later, giving her the statistical analysis and data interpretation skills that formed the backdrop for Power Point. Those were skills she sharpened even further in the years she spent working as a business consultant at Bain right after earning her MBA. “I don’t think the average joe could pull off [what she does in that book], because she knows how to present statistics well,” says Haugen. “She knows how to look at them analytically and offer them up in a way that a layperson can understand.” Muschenetz left the business world after four years at Bain to focus on parenting her two children, as well as serving in various volunteer capacities at their schools and with local community organizations. It wasn’t until the world shut down in 2020 with the onset of the covid-19 pandemic that she found herself getting back in touch with the creative impulses that had animated her previously. Those impulses manifested in part as visual art: Muschenetz began painting a menagerie of animals on the bases of palm fronds she would find on the ground after a big storm in San Diego. “It just felt good, even though it made no sense,” she says. “At the same time, it was keeping me sane.” Being willing to dip her toe into a creative endeavor that she knew she “didn’t have to be good at” also helped open Muschenetz to the idea of getting back to the poetry writing that had made her heart sing as a girl. “Through my high school and early college years, every margin of every notebook was covered with poems or rhymes,” she says. “And then it was just gone. It was scary for me to realize that I had cut that part out of myself, and how bad that was for me.” Coming home to poetry When Muschenetz did start writing again, she thought she might write a collection of poems rooted in domesticity and home life. She was surprised to find that what started flowing out of her instead were poems about her immigrant experience, which had never been the subject of her poetry while she was living it as a teenager. “I thought, ‘Well, shouldn’t I have gotten this out of my system?’ But here I was writing about this aspect of my identity that I never actually had written about before.”  She eventually had enough poems to pull together what became her first collection, titled All the Bad Girls Wear Russian Accents. The book reveals her propensity for weaving together dark and light, humor and tragedy, in a range of poems that cover everything from the war in Ukraine to the experience of being stereotyped for her ability to speak Russian, the language of many American movie villains.  Muschenetz initially thought that writing a book of poetry might be a onetime thing, the kind of undertaking that would allow her to check a box and move on. But as she was promoting her first book, she found herself fixating on a poem she hadn’t even written yet—one in the form of data that would spell out a word. The idea was eventually realized in “100% MOM.”  100% MOM: A PowerPoint Poem about Women and Labor Data sources include: “Life Stages and Populations by Sex,”CDC, NCHS; “Most pregnancy-related deaths are preventable, ”Hear Her Campaign, CDC, 2022; “The U.S. Maternal Mortality Crisis Continues to Worsen: An International Comparison, ”Commonwealth Fund, 2022; “The World’s Women 2020 Trends and Statistics,” United Nations; Oxfam International Inequality Reports: 2020, 2021; “Hard Work Is Not Enough: Women in Low-Paid Jobs,” National Women’s Law Center, July 2023. Detailed citations at technologyreview.com/Muschenetz.ORIGINALLY PUBLISHED IN WHALE ROAD REVIEW, SPRING 2023 That poem was the seed that grew into Power Point, and Muschenetz, whose poetry has been nominated for the Pushcart Prize three times, hasn’t looked back since. In addition to releasing that second volume of poetry, the product of what she calls the “analytic and overachieving brain” that helped her get through (and enjoy) business school, Muschenetz has used those same skills to help the poetry community in San Diego with some of the more practical needs, like grant writing, that are often lacking in communities of artists, says Katie Manning, a local poet and professor emeritus of poetry.  Muschenetz is mostly just happy to have found a way to use poetry to keep integrating and honoring the many different parts of her identity, from immigrant to business consultant.  “It is a huge disservice to all humanity when we ask our scientists or mathematicians or poets to only be that one thing, as opposed to being their whole selves,” she says.  You Are 600% Hotter than the SunBy Jane Muschenetz A cup of the Sun’s core produces ~60 milliwattsof thermal energy. By volume … less than that ofa human [350 mW]. In a sense, you are hotter thanthe Sun—there’s just not as much of you. —Henry Reich, Minute Physics Speaking roughly, in terms of heatgenerated per every human inch, you giveoff more milliwatts—surge/energy. Onlythe Sun is bigger … it matters.We are all blinded by love, the expanding/contractinguniverse is just another metaphorfor longing, and life—its own purpose.How dazzling, this science!Consider falling for a physicist—the painstakingly slow way they undressmathematical mysteries,talk about bodies in motiongets me every time—space —continuum, part, particle—Atomic. Incandescent! Youare, pound-for-pound, more Life-Source,more Bomb, more Season-Spinning Searing CenterHeart/Engine/Radiating Nuclear Dynamicthan the Sun. Can’t look directly in the mirror? Small Wonder! Imagine— none of us powerless.Originally published by Cathexis Northwest Press, May 2024  For Those of Us Forced to FleeBy Jane Muschenetz For those of us forced to fleethe world is forever shrinking down to a single question:What can you carry?The suitcase of your heart closed tighton all the things there was no room to bring—your memories of “home,” the snowflake momentsof your youth, the blooming Lilac treeoutside your bedroom window … a heavy burdensaps your strength on the long journey, bringonly what you need.Homes can be built again,a new tree can be rooted. Survive. When you have nothing left to plant, become the seed. Originally published in Issue 8, The Good Life Review, 2022. It received the 2022 Honeybee Poetry Prize and was nominated for a Pushcart Prize. Find more poetry by Jane Muschenetz at www.palmfrondzoo.com/janewriting.

Jane Muschenetz’s poems don’t look like the sonnets you remember studying in high school English. If anything, they’re more likely to call to mind your statistics class.

Flip through the pages of her poetry chapbook Power Point and you’ll see charts, graphs, and citations galore. One poem visually documents maternal mortality rates and women’s unpaid domestic labor in such a way that the bar and pie graphs spell out the word “MOM.” Another tracks deaths from gun violence across the globe and is presented as a gun-shaped graph. Still others are written in more standard poetic form but include citations that reference documents put out by the US government, the United Nations, and news organizations.

These poems are just a few of the many in Muschenetz’s latest book that wrestle with contemporary social issues using a combination of data-driven insights and the poetic form. The format is a unique one: The first time Hayley Mitchell Haugen, founding editor in chief of Muschenetz’s publisher Sheila-Na-Gig, saw the poems, she thought to herself, “I’ve never seen anything like this before.”

Point Blank
13. “Incidents of firearm mortality per 100K population for high income global economies with populations over 10M,” Institute for Health Metrics Evaluation, United Nations. Graphics treatment by Ingo Muschenetz. 14. “Child and Teen Firearm Mortality in the US and Peer Countries,” per 100K population, KFF.org, July 2023; CDC. Detailed citations at technologyreview.com/Muschenetz.
ORIGINALLY PUBLISHED BY WRITERS RESIST, WINTER 2023

While cold, hard numbers and poetry might seem antithetical at first blush, from Muschenetz’s perspective, the two couldn’t be a better fit. A former business consultant at Bain & Company who received her MBA at the Sloan School of Management, she released her first poetry book in her 40s, and she’s enjoyed uncovering what the artistic and scientific approaches to understanding the world have in common.

“Even though it maybe feels unintuitive that poetry and science are interrelated, they both make connections that are not immediately obvious,” she says. “They test out theories; they take risks. There’s a lot of nonlinear thinking that happens in both.”

Many of the poems in Power Point were inspired by watershed moments in global politics and culture, particularly ones that would shape the lives of women. From the partisan political theater on display at the confirmation hearing of US Supreme Court Justice Ketanji Brown Jackson to the passage of laws restricting women’s freedoms in Iran and Afghanistan, these events often left Muschenetz overwhelmed with frustration at the state of women’s rights today.

But knowing that women’s emotions are so often dismissed, she looked for a way to turn those feelings into something that she hoped would be harder to write off than standard poetry while still evoking the openheartedness with which people tend to approach art.

“I wanted something that listed just facts but expressed how angry I am,” she says. “I really wanted it to be fact-based. I wanted my sources to be publicly available and almost unassailable.” Her hope was that by repackaging these facts in the form of statistics-driven poetry, she might allow readers to receive the information in a new way—and get them thinking.

From Ukraine to California

Muschenetz’s childhood primed her to understand how global currents can shape an individual life from an early age. Born Yevgenia Leonidovna Veitzman to a Jewish family in the Ukrainian city of Lviv, Muschenetz says her family began trying to leave the country before she was born, hoping to escape the discrimination they faced under the Soviet government. But it wasn’t until she was 10 years old that the family was finally able to emigrate. When they were at last cleared to cross the border, they headed for San Diego, where she decided that Jane would be easier for Americans to pronounce than her given first name. (Ultimately, she would change her last name, too, when she married.)

Muschenetz often felt out of place in her new home, even though she was surrounded by other immigrant kids whose parents had moved to California in search of a better life. In one way she was like many American teenage girls, though: She had a lot of feelings, especially about romantic relationships, whether real or imagined, and she often wrote poems about them.  

At age 16, she began submitting her poetry to magazines and publishers, which brought her first taste of writerly rejection. “I was like, ‘Oh, well, I tried. Clearly this isn’t for me.’ Even though in my heart, since I was like four years old, I knew I was a writer and I loved literature,” she says. 

Her parents were “completely horrified” about the prospect of her pursuing a career in writing, but they weren’t much more excited about what she eventually landed on instead: a degree in political science at UC San Diego. “The response was always ‘Poets get shot. Politicians get shot,’” she says. 

She might not have been able to articulate it at age 18, but looking back, Muschenetz makes sense of the decision to study political science as driven by her desire to understand the global forces that caused her family to emigrate. “I wanted to know: How do we structure policy? Who makes these choices, and how can we change them and make them better?” she says.

Jane Muschenetz

STACY KECK

But the dream of writing was hard to let go of. By the time Muschenetz was a few years out of college, she’d applied for two different programs: an MFA in writing and the MBA program at Sloan. And though she didn’t get accepted to the MFA program, her time at Sloan ended up profoundly shaping the poetry she would write two decades later, giving her the statistical analysis and data interpretation skills that formed the backdrop for Power Point. Those were skills she sharpened even further in the years she spent working as a business consultant at Bain right after earning her MBA.

“I don’t think the average joe could pull off [what she does in that book], because she knows how to present statistics well,” says Haugen. “She knows how to look at them analytically and offer them up in a way that a layperson can understand.”

Muschenetz left the business world after four years at Bain to focus on parenting her two children, as well as serving in various volunteer capacities at their schools and with local community organizations. It wasn’t until the world shut down in 2020 with the onset of the covid-19 pandemic that she found herself getting back in touch with the creative impulses that had animated her previously. Those impulses manifested in part as visual art: Muschenetz began painting a menagerie of animals on the bases of palm fronds she would find on the ground after a big storm in San Diego. “It just felt good, even though it made no sense,” she says. “At the same time, it was keeping me sane.”

Being willing to dip her toe into a creative endeavor that she knew she “didn’t have to be good at” also helped open Muschenetz to the idea of getting back to the poetry writing that had made her heart sing as a girl.

“Through my high school and early college years, every margin of every notebook was covered with poems or rhymes,” she says. “And then it was just gone. It was scary for me to realize that I had cut that part out of myself, and how bad that was for me.”

Coming home to poetry

When Muschenetz did start writing again, she thought she might write a collection of poems rooted in domesticity and home life. She was surprised to find that what started flowing out of her instead were poems about her immigrant experience, which had never been the subject of her poetry while she was living it as a teenager. “I thought, ‘Well, shouldn’t I have gotten this out of my system?’ But here I was writing about this aspect of my identity that I never actually had written about before.” 

She eventually had enough poems to pull together what became her first collection, titled All the Bad Girls Wear Russian Accents. The book reveals her propensity for weaving together dark and light, humor and tragedy, in a range of poems that cover everything from the war in Ukraine to the experience of being stereotyped for her ability to speak Russian, the language of many American movie villains. 

Muschenetz initially thought that writing a book of poetry might be a onetime thing, the kind of undertaking that would allow her to check a box and move on. But as she was promoting her first book, she found herself fixating on a poem she hadn’t even written yet—one in the form of data that would spell out a word. The idea was eventually realized in “100% MOM.” 

100% MOM: A PowerPoint Poem about Women and Labor
Data sources include: “Life Stages and Populations by Sex,”CDC, NCHS; “Most pregnancy-related deaths are preventable, ”Hear Her Campaign, CDC, 2022; “The U.S. Maternal Mortality Crisis Continues to Worsen: An International Comparison, ”Commonwealth Fund, 2022; “The World’s Women 2020 Trends and Statistics,” United Nations; Oxfam International Inequality Reports: 2020, 2021; “Hard Work Is Not Enough: Women in Low-Paid Jobs,” National Women’s Law Center, July 2023. Detailed citations at technologyreview.com/Muschenetz.
ORIGINALLY PUBLISHED IN WHALE ROAD REVIEW, SPRING 2023

That poem was the seed that grew into Power Point, and Muschenetz, whose poetry has been nominated for the Pushcart Prize three times, hasn’t looked back since. In addition to releasing that second volume of poetry, the product of what she calls the “analytic and overachieving brain” that helped her get through (and enjoy) business school, Muschenetz has used those same skills to help the poetry community in San Diego with some of the more practical needs, like grant writing, that are often lacking in communities of artists, says Katie Manning, a local poet and professor emeritus of poetry. 

Muschenetz is mostly just happy to have found a way to use poetry to keep integrating and honoring the many different parts of her identity, from immigrant to business consultant. 

“It is a huge disservice to all humanity when we ask our scientists or mathematicians or poets to only be that one thing, as opposed to being their whole selves,” she says. 


You Are 600% Hotter than the Sun
By Jane Muschenetz

A cup of the Sun’s core produces ~60 milliwatts
of thermal energy. By volume … less than that of
a human [350 mW]. In a sense, you are hotter than
the Sun—there’s just not as much of you. 

—Henry Reich, Minute Physics

Speaking roughly, in terms of heat
generated per every human inch, you give
off more milliwatts—surge/energy. Only
the Sun is bigger … it matters.
We are all blinded 
by love, the expanding/contracting
universe is just another metaphor
for longing, and life—its own purpose.
How dazzling, this science!
Consider falling for a physicist—
the painstakingly slow way they undress
mathematical mysteries,
talk about bodies in motion
gets me every time—space 
—continuum, part, particle—
Atomic. Incandescent! You
are, pound-for-pound, more Life-Source,
more Bomb, more Season-Spinning Searing Center
Heart/Engine/Radiating Nuclear Dynamic
than the Sun. Can’t look directly 
in the mirror? Small Wonder! Imagine—

none of us powerless.

Originally published by Cathexis Northwest Press, May 2024 


For Those of Us Forced to Flee
By Jane Muschenetz

For those of us forced to flee
the world is forever shrinking down to a single question:
What can you carry?
The suitcase of your heart closed tight
on all the things there was no room to bring—
your memories of “home,” the snowflake moments
of your youth, the blooming Lilac tree
outside your bedroom window … a heavy burden
saps your strength on the long journey, bring
only what you need.
Homes can be built again,
a new tree can be rooted.

Survive.

When you have nothing left to plant, become the seed.

Originally published in Issue 8, The Good Life Review, 2022. It received the 2022 Honeybee Poetry Prize and was nominated for a Pushcart Prize.

Find more poetry by Jane Muschenetz at www.palmfrondzoo.com/janewriting.

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Infoblox acquires Kentik, adding network observability to its DNS and DDI platform

Infoblox announced today that it has entered into a definitive agreement to acquire Kentik, combining Infoblox’s authoritative DNS, DHCP, and IP address management (IPAM) data with Kentik’s network observability platform. Financial terms were not disclosed. Kentik was founded in 2014, originally as CloudHelix before rebranding the following year, and has raised more than $100 million in venture funding to date. The platform provides real-time visibility into network traffic and ingests flow data, routing intelligence, and device telemetry across data centers, cloud environments, WANs, and the public internet. In recent years, the company has enhanced its platform with an AI advisor that helps to accelerate investigations. Infoblox has spent more than two decades managing the DNS, DHCP, and IPAM services enterprises rely on to stay connected. In 2024, it first launched its Universal DDI SaaS platform for managing DNS, DHCP, and IP addresses from a single place, expanding in 2025 to more providers. DDI refers to the trio of core network services in IP networks: DNS, which turns domain names into IP addresses; DHCP, which assigns IP addresses to resources; and IPAM, which manages the network’s IP address infrastructure.

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Building the AI Optical Layer: Connectivity, Standards, and the Future of AI Infrastructure

As AI data centers push past the limits of traditional compute architecture, the industry’s attention is moving deeper into the physical layer. GPUs, accelerators, power systems and cooling platforms still dominate the headlines, but the network fabric that connects those systems is becoming just as critical. A wave of recent announcements points to the same conclusion: future growth will depend not only on more compute, but on faster, denser, more efficient and more scalable optical connectivity. A new multi-source agreement is bringing together major technology companies to standardize expanded beam optical connectivity for AI data centers. University of Arizona research is powering a new optical switching technology designed to reduce the energy consumed by data center networks. STL is planning to invest up to $100 million in U.S. manufacturing capacity to support AI data center and telecom customers with optical connectivity products. Those developments are now being reinforced by a broader series of moves across the optical ecosystem: Corning’s major AI infrastructure partnerships with NVIDIA and Amazon, GlobalFoundries’ push into co-packaged optics, Sivers’ laser-array collaboration with GlobalFoundries, Wiwynn’s co-packaged optics demonstration at Computex, Credo’s acquisition of DustPhotonics, and emerging near-packaged optical interconnect designs from LightSpeed Photonics. Taken together, these announcements highlight a maturing market around the optical layer of AI infrastructure. The value is not simply faster data movement. It is about reducing deployment complexity, lowering operating overhead, supporting higher-density clusters, improving energy efficiency and strengthening the domestic supply chain behind AI-ready networks. Let’s drill down into what these announcements mean. Standards for the AI Optical Layer The launch of a new coalition focused on expanded beam optical, or EBO, connectivity reflects a practical challenge facing AI deployments: as clusters grow larger and more bandwidth-intensive, physical connections become harder to deploy, maintain and scale. 3M announced that it has joined

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Data Center Jobs: Engineering, Construction, Commissioning, Sales, Field Service and Facility Tech Jobs Available in Major Data Center Hotspots

Each month Data Center Frontier, in partnership with Pkaza, posts some of the hottest data center career opportunities in the market. Here’s a look at some of the latest data center jobs posted on the Data Center Frontier jobs board, powered by Pkaza Critical Facilities Recruiting. Looking for Data Center Candidates? Check out Pkaza’s Active Candidate / Featured Candidate Hotlist CFD Engineer – Data Center Mechanical DesignNew York, NY (remote)This position is also available as a remote role anywhere in the US, in addition to key markets such as Cedar Rapids, IA; Kansas City, MO or White Plains, NY. Our client is an engineering design and commissioning company that has a national footprint and specializes in MEP critical facilities design. They provide design, commissioning, consulting and management expertise in the critical facilities space. They have a mindset to provide reliability, energy efficiency, and sustainable design expertise when providing these consulting services for enterprise, colocation and hyperscale companies. This career-growth minded opportunity offers exciting projects with leading-edge technology and innovation as well as competitive salaries and benefits. Electrical Commissioning Engineer New Albany, OH (limited travel)Non-Traveling CxA positions available in: Indianapolis, IN; Cedar Rapids, IA and Austin, TX. Traveling CxA Roles: New York, NY; White Plain, NY; Morristown, NJ; Dallas, TX; Richmond, VA; Ashburn, VA; Montvale, NJ; Charlotte, NC; Atlanta, GA; Phoenix, AZ; Salt Lake City, UT;  Kansas City, MO; Omaha, NE; Chesterton, IN or Chicago, IL. *** ALSO looking for a LEAD EE and ME CxA Agents and CxA PMs. *** Our client is an engineering design and commissioning company that has a national footprint and specializes in MEP critical facilities design. They provide design, commissioning, consulting and management expertise in the critical facilities space. They have a mindset to provide reliability, energy efficiency, sustainable design and LEED expertise when providing these consulting services

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H5 Data Centers’ 325 Hudson: A Manhattan Carrier Hotel with SoHo DNA – DCF Tours

A Carrier Hotel Reimagined for Modern Colocation H5 formally announced its expansion into 325 Hudson, a 225,000 square-foot mixed-use building comprised of office, lab and data center uses, in 2021 through a partnership with real estate investment firm DivcoWest, describing its new location as a data center and carrier hotel in one of the world’s largest communications markets. At the time, H5 founder and CEO Josh Simms framed the move as an opportunity to expand an already-established interconnection ecosystem while supporting growing demand from cloud providers, content delivery networks, and communications carriers. That vision now appears fully realized inside the building. The facility today operates as both a traditional carrier hotel and a modern enterprise colocation environment. H5’s infrastructure footprint supports high-density deployments, A/B UPS power architecture, N+1 emergency generators, N+1 CRAC systems, and energy-efficient in-row cooling with cold aisle containment. The building also reflects the physical realities of Manhattan infrastructure engineering. Operators work within vertical constraints rather than sprawling horizontal campuses. Freight access, riser strategy, structured cabling pathways, and efficient floor utilization become critical operational variables. H5 highlighted several features tailored for those realities, including 13-foot slab-to-slab heights, 150 pounds-per-square-foot floor loading capability, secure loading access, and extensive pre-built conduit infrastructure.

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AI Infrastructure Demands a New Operating System for Project Delivery

For much of the data center industry’s history, project management has largely been viewed as an execution discipline: a collection of schedules, milestones, spreadsheets, and status meetings designed to shepherd individual facilities from groundbreaking to commissioning. The AI era is rapidly rendering that model obsolete. As hyperscalers, developers, utilities, EPC firms, telecom providers, equipment suppliers, and local governments converge around increasingly complex AI campuses, the challenge is no longer simply delivering projects on time. Rather, it is orchestrating an infrastructure manufacturing process that stretches from land acquisition and permitting through construction, operations, and ultimately asset modernization years later. That changing reality was a central theme during Data Center Frontier’s conversation with Sitetracker at Fiber Connect 2026. The company’s perspective reflects a broader shift underway across digital infrastructure: project management is evolving into lifecycle management, where financial planning, regulatory coordination, supply chain visibility, and operational readiness become inseparable parts of the same platform. Complexity Begins Before Construction Much of the attention surrounding AI infrastructure focuses on GPU deployments, liquid cooling, and power availability. Yet Sitetracker argues that many of today’s greatest operational headaches begin much earlier in the development process. According to Reilly McClure, Sr. Product Marketing Manager – Digital Infrastructure with Sitetracker, operators are increasingly seeking help with land acquisition, parcel management, and site identification as AI infrastructure expands into new markets. “There are so many variables that we need to track,” he explained. “The demand and the growth and the build-out for where all that infrastructure is going is becoming increasingly complex. They’re finding it just cannot be done on a spreadsheet.” That observation resonates across the industry. Finding suitable sites now requires simultaneously evaluating power availability, transmission timelines, fiber access, permitting requirements, environmental studies, municipal approvals, and community considerations; all while competing developers race to secure the same

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Gartner: Data center electricity consumption to grow 26% in 2026

AI-optimized servers are a relatively new phenomenon but they have rapidly gained uh traditional data centers in terms of power use. Gartner estimates AI-optimized server adoption will account for 31% of data center power consumption in 2026, and that by 2027 their power consumption will surpass that of conventional servers. “Surging demand for compute-intensive AI workloads is driving unprecedented data center power growth, while AI capacity is now constrained by power availability, making data center power security the new battle ground for scaling and protecting margins in the global AI race,” said Wang in a statement. Wang said of the 565TWh consumed this year, the U.S. will account for about 204TWh, or 36% of the total amount consumed. And of the 204TWh consumed this year, dedicated AI data centers will consume 68TWh, or one-third of the total. So in just five years, AI data centers have gone from zero to of the total power consumption in the US.

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Microsoft will invest $80B in AI data centers in fiscal 2025

And Microsoft isn’t the only one that is ramping up its investments into AI-enabled data centers. Rival cloud service providers are all investing in either upgrading or opening new data centers to capture a larger chunk of business from developers and users of large language models (LLMs).  In a report published in October 2024, Bloomberg Intelligence estimated that demand for generative AI would push Microsoft, AWS, Google, Oracle, Meta, and Apple would between them devote $200 billion to capex in 2025, up from $110 billion in 2023. Microsoft is one of the biggest spenders, followed closely by Google and AWS, Bloomberg Intelligence said. Its estimate of Microsoft’s capital spending on AI, at $62.4 billion for calendar 2025, is lower than Smith’s claim that the company will invest $80 billion in the fiscal year to June 30, 2025. Both figures, though, are way higher than Microsoft’s 2020 capital expenditure of “just” $17.6 billion. The majority of the increased spending is tied to cloud services and the expansion of AI infrastructure needed to provide compute capacity for OpenAI workloads. Separately, last October Amazon CEO Andy Jassy said his company planned total capex spend of $75 billion in 2024 and even more in 2025, with much of it going to AWS, its cloud computing division.

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John Deere unveils more autonomous farm machines to address skill labor shortage

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More Self-driving tractors might be the path to self-driving cars. John Deere has revealed a new line of autonomous machines and tech across agriculture, construction and commercial landscaping. The Moline, Illinois-based John Deere has been in business for 187 years, yet it’s been a regular as a non-tech company showing off technology at the big tech trade show in Las Vegas and is back at CES 2025 with more autonomous tractors and other vehicles. This is not something we usually cover, but John Deere has a lot of data that is interesting in the big picture of tech. The message from the company is that there aren’t enough skilled farm laborers to do the work that its customers need. It’s been a challenge for most of the last two decades, said Jahmy Hindman, CTO at John Deere, in a briefing. Much of the tech will come this fall and after that. He noted that the average farmer in the U.S. is over 58 and works 12 to 18 hours a day to grow food for us. And he said the American Farm Bureau Federation estimates there are roughly 2.4 million farm jobs that need to be filled annually; and the agricultural work force continues to shrink. (This is my hint to the anti-immigration crowd). John Deere’s autonomous 9RX Tractor. Farmers can oversee it using an app. While each of these industries experiences their own set of challenges, a commonality across all is skilled labor availability. In construction, about 80% percent of contractors struggle to find skilled labor. And in commercial landscaping, 86% of landscaping business owners can’t find labor to fill open positions, he said. “They have to figure out how to do

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2025 playbook for enterprise AI success, from agents to evals

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More 2025 is poised to be a pivotal year for enterprise AI. The past year has seen rapid innovation, and this year will see the same. This has made it more critical than ever to revisit your AI strategy to stay competitive and create value for your customers. From scaling AI agents to optimizing costs, here are the five critical areas enterprises should prioritize for their AI strategy this year. 1. Agents: the next generation of automation AI agents are no longer theoretical. In 2025, they’re indispensable tools for enterprises looking to streamline operations and enhance customer interactions. Unlike traditional software, agents powered by large language models (LLMs) can make nuanced decisions, navigate complex multi-step tasks, and integrate seamlessly with tools and APIs. At the start of 2024, agents were not ready for prime time, making frustrating mistakes like hallucinating URLs. They started getting better as frontier large language models themselves improved. “Let me put it this way,” said Sam Witteveen, cofounder of Red Dragon, a company that develops agents for companies, and that recently reviewed the 48 agents it built last year. “Interestingly, the ones that we built at the start of the year, a lot of those worked way better at the end of the year just because the models got better.” Witteveen shared this in the video podcast we filmed to discuss these five big trends in detail. Models are getting better and hallucinating less, and they’re also being trained to do agentic tasks. Another feature that the model providers are researching is a way to use the LLM as a judge, and as models get cheaper (something we’ll cover below), companies can use three or more models to

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OpenAI’s red teaming innovations define new essentials for security leaders in the AI era

Join our daily and weekly newsletters for the latest updates and exclusive content on industry-leading AI coverage. Learn More OpenAI has taken a more aggressive approach to red teaming than its AI competitors, demonstrating its security teams’ advanced capabilities in two areas: multi-step reinforcement and external red teaming. OpenAI recently released two papers that set a new competitive standard for improving the quality, reliability and safety of AI models in these two techniques and more. The first paper, “OpenAI’s Approach to External Red Teaming for AI Models and Systems,” reports that specialized teams outside the company have proven effective in uncovering vulnerabilities that might otherwise have made it into a released model because in-house testing techniques may have missed them. In the second paper, “Diverse and Effective Red Teaming with Auto-Generated Rewards and Multi-Step Reinforcement Learning,” OpenAI introduces an automated framework that relies on iterative reinforcement learning to generate a broad spectrum of novel, wide-ranging attacks. Going all-in on red teaming pays practical, competitive dividends It’s encouraging to see competitive intensity in red teaming growing among AI companies. When Anthropic released its AI red team guidelines in June of last year, it joined AI providers including Google, Microsoft, Nvidia, OpenAI, and even the U.S.’s National Institute of Standards and Technology (NIST), which all had released red teaming frameworks. Investing heavily in red teaming yields tangible benefits for security leaders in any organization. OpenAI’s paper on external red teaming provides a detailed analysis of how the company strives to create specialized external teams that include cybersecurity and subject matter experts. The goal is to see if knowledgeable external teams can defeat models’ security perimeters and find gaps in their security, biases and controls that prompt-based testing couldn’t find. What makes OpenAI’s recent papers noteworthy is how well they define using human-in-the-middle

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