Stay Ahead, Stay ONMINE

Community service

The bird is a beautiful silver-gray, and as she dies twitching in the lasernet I’m grateful for two things: First, that she didn’t make a sound. Second, that this will be the very last time.  They’re called corpse doves—because the darkest part of their gray plumage surrounds the lighter part, giving the impression that skeleton faces are peeking out from behind trash cans and bushes—and their crime is having the ability to carry diseases that would be compatible with humans. I open my hand, triggering the display from my imprinted handheld, and record an image to verify the elimination. A ding from my palm lets me know I’ve reached my quota for the day and, with that, the year. I’m tempted to give this one a send-off, a real burial with holy words and some flowers, but then I hear a pack of streetrats hooting beside me. My city-issued vest is reflective and nanopainted so it projects a slight glow. I don’t know if it’s to keep us safe like they say, or if it’s just that so many of us are ex-cons working court-ordered labor, and civilians want to be able to keep an eye on us. Either way, everyone treats us like we’re invisible—everyone except children. I switch the lasernet on the bird from electrocute to incinerate and watch as what already looked like a corpse becomes ashes. “Hey, executioner!” says a girl. “Executioner” is not my official title. The branch of city government we work for is called the Department of Mercy, and we’re only ever called technicians. But that doesn’t matter to the child, who can’t be more than eight but has the authority of a judge as she holds up a finger to point me out to her friends. HENRY HORENSTEIN “Guys, look!” she says, then turns her attention to me. “You hunting something big?” I shake my head, slowly packing up my things. “Something small?” she asks. Then her eyes darken. “You’re not a cat killer, are you?” “No,” I say quickly. “I do horseflies.” I don’t know why I lied, but as the suspicion leaves her face and a smile returns, I’m glad I did. “You should come down by the docks. We’ve got flies! Make your quota in a day.” The girl tosses her hair, making the tinfoil charms she’s wrapped around her braids tinkle like wind chimes.  “It’s my last day. But if I get flies again for next year, I’ll swing by.” Another lie, because we both know the city would never send anyone to the docks for flies. Flies are killed because they are a nuisance, which means people only care about clearing them out of suburbs and financial districts. They’d only send a tech down to the docks to kill something that put the city proper at risk through disease, or by using up more resources than they wanted to spare. LeeLee is expecting me home to sit through the reassignments with her and it’s already late, so I hand out a couple of the combination warming and light sticks I get for winter to the pack of children with nowhere to go. As I walk away, the children are laughing so loud it sounds like screaming. They toss the sticks in the air like signal flares, small bright cries for help that no one will see. LeeLee’s anxiety takes the form of caretaking, and as soon as I’ve stepped through the door I can smell bread warming and soup on the stove. I take off my muffling boots. Another day, I’d leave them on and sneak up on her just to be irritating, and she’d turn and threaten me with whatever kitchen utensil was at hand. But she’ll be extra nervous today, so I remove the shoes that let me catch nervous birds, and step hard on my way in. Sometimes it seems impossible that I can spend a year killing every fragile and defenseless thing I’ve encountered but still take such care with Lee. But I tell myself that the killing isn’t me—it’s just my sentence, and what I do when I have a choice is the only thing that really says anything about me. For the first six months and 400 birds, I believed it. LeeLee flicks on a smile that lasts a whole three seconds when she sees me, then clouds over again. “Soup’s too thin. There wasn’t enough powder for a real broth.” “I like thin soup,” I say. “Not like this. It doesn’t even cover up the taste of the water.” “I like the taste of the water,” I say, which breaks her out of her spiraling enough to roll her eyes. I put my hands on her shoulder to stop her fussing.  “The soup is going to be fine,” I say. “So will the reassignment.” I’m not much taller than she is, but when we met in juvie she hadn’t hit her last growth spurt yet, so she still tilts her head back to look me in the eyes. “What if it’s not?” “It will—” “What if you get whatever assignment Jordan got?” There it is. Because two of us didn’t leave juvie together to start community service—three of us did. But Jordan didn’t last three weeks into his assignment before he turned his implements inward. I notice she doesn’t say What if  I get what Jordan got? Because LeeLee is more afraid of being left alone than of having to kill something innocent. “We don’t know what his assignment was,” I say. It’s true, but we do know it was bad. Two weeks into our first stretch, a drug meant to sterilize the city’s feral cat population accidentally had the opposite effect. Everyone was pulled off their assigned duty for three days to murder litters of new kittens instead. It nearly broke me and Lee, but Jordan seemed almost grateful. “Besides, we don’t know if his assignment had anything to do with … what he did. You’re borrowing trouble. Worry in”—I check my palm—“an hour, when you actually know there’s something to worry about.” You’d think it would hover over us too insistently to be ignored, but after we sit down and talk about our day I’m at ease, basking in the warmth of her storytelling and the bread that’s more beige than gray today. When the notification comes in, I am well and truly happy, and I can only hope it isn’t for the last time. We both stiffen when we hear the alert. She looks at me, and I give her a smile and a nod, and then we look down. In the time between hearing the notification and checking it, I imagine all kinds of horrors that could be in my assignment slot. I imagine a picture of kittens, reason enough for the girl I met earlier to condemn me. For a moment, just a flash, I imagine looking down and seeing my own face as my target, or LeeLee’s. But when I finally see the file, the relief that comes over me softens my spine. It’s a plant. Faceless, and bloodless.  I look up, and LeeLee’s eyes are dark as she leans forward, studying my face, looking for whatever crack she failed to see in Jordan. I force myself to smile wide for her. “It’s a plant. I got a plant, Lee.” She reaches forward and squeezes my hands. Hers are shaking. “What did you get?” I ask. She waves away my question. “I got rats. I can handle it. I was just worried about you.” I spend the rest of the night unbelievably happy. For the next year, I get to kill a thing that does not scream. “You get all that?” the man behind the desk asks, and I nod even though I didn’t. I’ve traded in my boots and lasernet for a hazmat suit and a handheld mister with two different solutions. The man had been talking to me about how to use the solutions, but I can’t process verbal information very well. The whole reason I was sent to the correctional facility as a teen was that too many teachers mistook my processing delays for behavioral infractions. I’m planning to read the manual on my own time before I start in a few hours, but when I pick up the mister and look down the barrel, the equipment guy freaks out. “They were supposed to add sulfur to this batch, but they didn’t. So you won’t smell it. It won’t make you cough or your eyes water. It’ll just be lights out. Good night. You got me?” “Did you not hear me? Don’t even look at that thing without your mask on.” He takes a breath, calmer now that I’ve lowered my hands. “Look, the first solution—it’s fine. It’s keyed to the plant itself and just opens its cells up for whatever solution we put on it. You could drink the stuff. But that second? The orange vial? Don’t even put it in the mister without your mask on. It dissipates quickly, so you’re good once you’re done spraying, but not a second before.” He looks around, then leans in. “They were supposed to add sulfur to this batch, but they didn’t. So you won’t smell it. It won’t make you cough or your eyes water. It’ll just be lights out. Good night. You got me?” I nod again as I grab the mask I hadn’t noticed before. This time when I thank him, I mean it. It takes me an hour to find the first plant, and when I do it’s beautiful. Lush pink on the inside and dark green on the outside, it looks hearty and primitive. Almost Jurassic. I can see why it’s only in the sewers now: it would be too easy to spot and destroy aboveground in the sea of concrete. After putting on my mask, I activate the mister and then stand back as it sprays the plant with poison. Nothing happens. I remember the prepping solution and switch the cartridges to coat it in that first. The next time I try the poison, the plant wilts instantly, browning and shrinking like a tire deflating. I was wrong. Plants this size don’t die silently. It makes a wheezing sound, a deep sigh. By the third time I’ve heard it, I swear I can make out the word Please. HENRY HORENSTEIN When I get home, LeeLee’s locked herself in the bathroom, which doesn’t surprise me. I heard that they moved to acid for rats, and the smell of a corpse dissolving is impossible to get used to and even harder to get out of your hair. I eat dinner, read, change for bed, and she’s still in the bathroom. I brush my teeth in the kitchen. The next morning, I have to take a transport to the plant’s habitat on the other end of the city, so I spend the time looking through the file that came with the assignment. Under “Characteristics,” some city government scientist has written, “Large, dark. Resource-intensive. Stubborn.” I stare at the last word. Its own sentence, tacked on like an afterthought. Stubborn. The same word that was written in my file when I got sent from school to the facility where I met LeeLee and Jordan. Large, dark, stubborn, and condemned. I’ve never been called resource-intensive. But I have been called a waste. And maybe that’s why I do it. When I get to my last plant of the day, I don’t reach for the mister. This one is small, young, the green still neon-bright and the teeth at the edges still soft. I pick it up, careful with its roots, and carry it home. I find a discarded water container along the way and place it inside. When I get home I knock on LeeLee’s door. She doesn’t answer, so I leave the plant on the floor as an offering. They aren’t proper flowers, but they smell nice and earthy. It might keep the residual odor from melted organs, fur, and bones from taking over her room. “Killing things is a dumb job,” says the girl. After a week of hearing the death cries of its cousins, I was moved to use some of my allowance to buy cheap fertilizer and growth serum for my plant. The girl and her friends, fewer than before, were panhandling at the megastore across the way. She ran over, braids jingling, as soon as she saw me. I thought she’d leave once I gave her more glowsticks for her friends, but she stayed in step and kept following me. “It’s not a dumb job,” I say, even though it is.  “What’s the point?” I shift my bag to point at the bottom of my vest. Beneath “Mercy Dept.” the department’s slogan is written in cursive: Killing to Save!  “See?” She sees the text but doesn’t register it, and I have to remind myself that even getting kicked out of school is a privilege. The city had decided to stop wasting educational resources on me. They’d never even tried with her or the other streetrats. “It just means we kill to help.” “That doesn’t make sense.” Suddenly, all I can think about is Jordan. “Maybe they don’t mind.” “What?” I think of the plants. Maybe they hadn’t been pleading. Maybe they’d been sighing with relief. I think of the birds that eventually stopped running away. “Maybe they’re tired. The city’s right, and their existence isn’t compatible with the world we made. And that’s our fault for being stupid and cruel, but it makes their lives so hard. We’ve made it so they can only live half a life. Maybe the least we can do is finish the job.” It’s a terrible thing to say—even worse to a kid. Her eyes go hard. “What are you killing now, executioner?” The question surprises me. “Sewer plants. Why?” “I don’t believe you.” I’d wanted her to leave me alone, but when she runs away I feel suddenly empty. I have an issue at work when I can’t find my poison vial. I tell them it rolled away in the sewer and I couldn’t catch it in time, because I don’t want to tell them I was unobservant enough to let a street kid steal from me. After a stern warning and a mountain of forms, they issue a new vial and don’t add to my service time. Pulling overtime to make up for the day I didn’t have my poison means it’s days before I get to fertilize my houseplant. LeeLee’s door is open, so I bring in the fertilizer and serum. She’s put the plant on her windowsill, but it prefers indirect sunlight, so I move it to the shelf next to her boxes of knickknacks and trinkets. I add the fertilizer to its soil and am about to spray it with the growth serum when I get an idea. I get the mister from my kit and set it up to spray the prepping solution on the little plant to prime it. I open the window and put on my mask, just in case, but I’m sure the man was telling the truth when he called the first liquid harmless. After its cells are open, I spray it with my store-bought growth serum. I’m halfway through making dinner when I hear the crash and run into LeeLee’s room. “Shit!” The plant has grown huge, turning adult instantly, and its new weight has taken down LeeLee’s shelf. Dainty keepsake boxes are shattered on our concrete floor. I bend to my knees quickly, so focused on fixing my mistake that I don’t register the oddness of the items I’m picking up—jacks, kids’ toys, a bow—until my fingers touch something small and shimmering. It’s a scrap of silver, still rounded in the shape of the braids it was taken from. I got rats. I can handle it. I’d forgotten the city has more than one kind. I’m waiting up when Lee gets home. I don’t make her tell me. I just grab her kit and rummage through it. Where my kit has a hazmat suit, hers has a stealth mesh to render her invisible. Where I keep my mister, she has a gun loaded with vials too large for rats. I have a mini-vac to suck up excess plant matter to prevent seeds from sprouting. She has zip ties. By the time I’m done, she’s already cracking under the weight of everything she tried to protect me from. Within moments she’s sobbing on the floor. I carry her to her bed and get in beside her. I try not to listen too closely as she recounts every horrible moment, but I’m listening at the end, when she tells me she can’t do it anymore. When she confesses that she’s the one who stole my poison, and has only been waiting to take it because she didn’t have the stomach to do to me what Jordan did to us. I tell her how we’ll make playgrounds of dead data centers and use hoses to fill the holes where skyscrapers were, and kids will play Marco Polo swimming over a CEO’s sunken office. I leave her for just a moment, but by the time I lie back in bed beside her I’ve figured it out. I tell her that she won’t have to take her shift tomorrow. I tell her I’m going to go around the city with my mister and my growth serum. That I’ll move plants from sewers to the yards around City Hall and every public space and the support pylons of important people’s companies, and then spray them so they become huge. The city will freak. I tell her it will be like the kittens, but this time we’ll all be pulled off our assignments to kill plants. And maybe the serum will work too well. Maybe the city was right to fear these plants, and they will grow and grow and eat our concrete while the roots crack our foundations and cut our electricity and everything will crumble. And the people with something to lose might suffer, but the rest of us will just laugh at the perfection of rubble. I tell her how we’ll make playgrounds of dead data centers and use hoses to fill the holes where skyscrapers were, and kids will play Marco Polo swimming over a CEO’s sunken office.  She asks if I’ll put any at our old detention center. I tell her, Hundreds. I talk long enough that her eyes close, and loud enough that neither of us can hear the sound of my mister blowing. The man who gave it to me was right. Even without the mask, it doesn’t smell like sulfur. It doesn’t smell like anything.  Micaiah Johnson’s debut novel, The Space Between Worlds, a Sunday Times bestseller and New York Times Editors’ Choice pick, was named one of the best books of 2020 and one of the best science fiction books of the last decade by NPR. Her first horror novel, The Unhaunting, is due out in fall 2026.

The bird is a beautiful silver-gray, and as she dies twitching in the lasernet I’m grateful for two things: First, that she didn’t make a sound. Second, that this will be the very last time. 

They’re called corpse doves—because the darkest part of their gray plumage surrounds the lighter part, giving the impression that skeleton faces are peeking out from behind trash cans and bushes—and their crime is having the ability to carry diseases that would be compatible with humans. I open my hand, triggering the display from my imprinted handheld, and record an image to verify the elimination. A ding from my palm lets me know I’ve reached my quota for the day and, with that, the year.

I’m tempted to give this one a send-off, a real burial with holy words and some flowers, but then I hear a pack of streetrats hooting beside me. My city-issued vest is reflective and nanopainted so it projects a slight glow. I don’t know if it’s to keep us safe like they say, or if it’s just that so many of us are ex-cons working court-ordered labor, and civilians want to be able to keep an eye on us. Either way, everyone treats us like we’re invisible—everyone except children.

I switch the lasernet on the bird from electrocute to incinerate and watch as what already looked like a corpse becomes ashes.

“Hey, executioner!” says a girl.

“Executioner” is not my official title. The branch of city government we work for is called the Department of Mercy, and we’re only ever called technicians. But that doesn’t matter to the child, who can’t be more than eight but has the authority of a judge as she holds up a finger to point me out to her friends.

bird talon

HENRY HORENSTEIN

“Guys, look!” she says, then turns her attention to me. “You hunting something big?”

I shake my head, slowly packing up my things.

“Something small?” she asks. Then her eyes darken. “You’re not a cat killer, are you?”

“No,” I say quickly. “I do horseflies.”

I don’t know why I lied, but as the suspicion leaves her face and a smile returns, I’m glad I did.

“You should come down by the docks. We’ve got flies! Make your quota in a day.”

The girl tosses her hair, making the tinfoil charms she’s wrapped around her braids tinkle like wind chimes. 

“It’s my last day. But if I get flies again for next year, I’ll swing by.”

Another lie, because we both know the city would never send anyone to the docks for flies. Flies are killed because they are a nuisance, which means people only care about clearing them out of suburbs and financial districts. They’d only send a tech down to the docks to kill something that put the city proper at risk through disease, or by using up more resources than they wanted to spare.

LeeLee is expecting me home to sit through the reassignments with her and it’s already late, so I hand out a couple of the combination warming and light sticks I get for winter to the pack of children with nowhere to go. As I walk away, the children are laughing so loud it sounds like screaming. They toss the sticks in the air like signal flares, small bright cries for help that no one will see.


LeeLee’s anxiety takes the form of caretaking, and as soon as I’ve stepped through the door I can smell bread warming and soup on the stove. I take off my muffling boots. Another day, I’d leave them on and sneak up on her just to be irritating, and she’d turn and threaten me with whatever kitchen utensil was at hand. But she’ll be extra nervous today, so I remove the shoes that let me catch nervous birds, and step hard on my way in.

Sometimes it seems impossible that I can spend a year killing every fragile and defenseless thing I’ve encountered but still take such care with Lee. But I tell myself that the killing isn’t me—it’s just my sentence, and what I do when I have a choice is the only thing that really says anything about me. For the first six months and 400 birds, I believed it.

LeeLee flicks on a smile that lasts a whole three seconds when she sees me, then clouds over again.

“Soup’s too thin. There wasn’t enough powder for a real broth.”

“I like thin soup,” I say.

“Not like this. It doesn’t even cover up the taste of the water.”

“I like the taste of the water,” I say, which breaks her out of her spiraling enough to roll her eyes.

I put my hands on her shoulder to stop her fussing. 

“The soup is going to be fine,” I say. “So will the reassignment.”

I’m not much taller than she is, but when we met in juvie she hadn’t hit her last growth spurt yet, so she still tilts her head back to look me in the eyes. “What if it’s not?”

“It will—”

“What if you get whatever assignment Jordan got?”

There it is. Because two of us didn’t leave juvie together to start community service—three of us did. But Jordan didn’t last three weeks into his assignment before he turned his implements inward.

I notice she doesn’t say What if  I get what Jordan got? Because LeeLee is more afraid of being left alone than of having to kill something innocent.

“We don’t know what his assignment was,” I say.

It’s true, but we do know it was bad. Two weeks into our first stretch, a drug meant to sterilize the city’s feral cat population accidentally had the opposite effect. Everyone was pulled off their assigned duty for three days to murder litters of new kittens instead. It nearly broke me and Lee, but Jordan seemed almost grateful.

“Besides, we don’t know if his assignment had anything to do with … what he did. You’re borrowing trouble. Worry in”—I check my palm—“an hour, when you actually know there’s something to worry about.”

You’d think it would hover over us too insistently to be ignored, but after we sit down and talk about our day I’m at ease, basking in the warmth of her storytelling and the bread that’s more beige than gray today. When the notification comes in, I am well and truly happy, and I can only hope it isn’t for the last time.

We both stiffen when we hear the alert. She looks at me, and I give her a smile and a nod, and then we look down. In the time between hearing the notification and checking it, I imagine all kinds of horrors that could be in my assignment slot. I imagine a picture of kittens, reason enough for the girl I met earlier to condemn me. For a moment, just a flash, I imagine looking down and seeing my own face as my target, or LeeLee’s.

But when I finally see the file, the relief that comes over me softens my spine. It’s a plant. Faceless, and bloodless. 

I look up, and LeeLee’s eyes are dark as she leans forward, studying my face, looking for whatever crack she failed to see in Jordan. I force myself to smile wide for her.

“It’s a plant. I got a plant, Lee.”

She reaches forward and squeezes my hands. Hers are shaking.

“What did you get?” I ask.

She waves away my question. “I got rats. I can handle it. I was just worried about you.”

I spend the rest of the night unbelievably happy. For the next year, I get to kill a thing that does not scream.


“You get all that?” the man behind the desk asks, and I nod even though I didn’t.

I’ve traded in my boots and lasernet for a hazmat suit and a handheld mister with two different solutions. The man had been talking to me about how to use the solutions, but I can’t process verbal information very well. The whole reason I was sent to the correctional facility as a teen was that too many teachers mistook my processing delays for behavioral infractions. I’m planning to read the manual on my own time before I start in a few hours, but when I pick up the mister and look down the barrel, the equipment guy freaks out.

“They were supposed to add sulfur to this batch, but they didn’t. So you won’t smell it. It won’t make you cough or your eyes water. It’ll just be lights out. Good night. You got me?”

“Did you not hear me? Don’t even look at that thing without your mask on.” He takes a breath, calmer now that I’ve lowered my hands. “Look, the first solution—it’s fine. It’s keyed to the plant itself and just opens its cells up for whatever solution we put on it. You could drink the stuff. But that second? The orange vial? Don’t even put it in the mister without your mask on. It dissipates quickly, so you’re good once you’re done spraying, but not a second before.”

He looks around, then leans in. “They were supposed to add sulfur to this batch, but they didn’t. So you won’t smell it. It won’t make you cough or your eyes water. It’ll just be lights out. Good night. You got me?”

I nod again as I grab the mask I hadn’t noticed before. This time when I thank him, I mean it.


It takes me an hour to find the first plant, and when I do it’s beautiful. Lush pink on the inside and dark green on the outside, it looks hearty and primitive. Almost Jurassic. I can see why it’s only in the sewers now: it would be too easy to spot and destroy aboveground in the sea of concrete.

After putting on my mask, I activate the mister and then stand back as it sprays the plant with poison. Nothing happens. I remember the prepping solution and switch the cartridges to coat it in that first. The next time I try the poison, the plant wilts instantly, browning and shrinking like a tire deflating. I was wrong. Plants this size don’t die silently. It makes a wheezing sound, a deep sigh. By the third time I’ve heard it, I swear I can make out the word Please.

sprout

HENRY HORENSTEIN

When I get home, LeeLee’s locked herself in the bathroom, which doesn’t surprise me. I heard that they moved to acid for rats, and the smell of a corpse dissolving is impossible to get used to and even harder to get out of your hair. I eat dinner, read, change for bed, and she’s still in the bathroom. I brush my teeth in the kitchen.


The next morning, I have to take a transport to the plant’s habitat on the other end of the city, so I spend the time looking through the file that came with the assignment. Under “Characteristics,” some city government scientist has written, “Large, dark. Resource-intensive. Stubborn.”

I stare at the last word. Its own sentence, tacked on like an afterthought. Stubborn. The same word that was written in my file when I got sent from school to the facility where I met LeeLee and Jordan. Large, dark, stubborn, and condemned. I’ve never been called resource-intensive. But I have been called a waste.

And maybe that’s why I do it.

When I get to my last plant of the day, I don’t reach for the mister. This one is small, young, the green still neon-bright and the teeth at the edges still soft. I pick it up, careful with its roots, and carry it home. I find a discarded water container along the way and place it inside. When I get home I knock on LeeLee’s door. She doesn’t answer, so I leave the plant on the floor as an offering. They aren’t proper flowers, but they smell nice and earthy. It might keep the residual odor from melted organs, fur, and bones from taking over her room.


“Killing things is a dumb job,” says the girl.

After a week of hearing the death cries of its cousins, I was moved to use some of my allowance to buy cheap fertilizer and growth serum for my plant. The girl and her friends, fewer than before, were panhandling at the megastore across the way. She ran over, braids jingling, as soon as she saw me. I thought she’d leave once I gave her more glowsticks for her friends, but she stayed in step and kept following me.

“It’s not a dumb job,” I say, even though it is. 

“What’s the point?”

I shift my bag to point at the bottom of my vest. Beneath “Mercy Dept.” the department’s slogan is written in cursive: Killing to Save! 

“See?”

She sees the text but doesn’t register it, and I have to remind myself that even getting kicked out of school is a privilege. The city had decided to stop wasting educational resources on me. They’d never even tried with her or the other streetrats.

“It just means we kill to help.”

“That doesn’t make sense.”

Suddenly, all I can think about is Jordan. “Maybe they don’t mind.”

“What?”

I think of the plants. Maybe they hadn’t been pleading. Maybe they’d been sighing with relief. I think of the birds that eventually stopped running away.

“Maybe they’re tired. The city’s right, and their existence isn’t compatible with the world we made. And that’s our fault for being stupid and cruel, but it makes their lives so hard. We’ve made it so they can only live half a life. Maybe the least we can do is finish the job.”

It’s a terrible thing to say—even worse to a kid.

Her eyes go hard. “What are you killing now, executioner?”

The question surprises me. “Sewer plants. Why?”

“I don’t believe you.”

I’d wanted her to leave me alone, but when she runs away I feel suddenly empty.


I have an issue at work when I can’t find my poison vial. I tell them it rolled away in the sewer and I couldn’t catch it in time, because I don’t want to tell them I was unobservant enough to let a street kid steal from me. After a stern warning and a mountain of forms, they issue a new vial and don’t add to my service time.

Pulling overtime to make up for the day I didn’t have my poison means it’s days before I get to fertilize my houseplant. LeeLee’s door is open, so I bring in the fertilizer and serum. She’s put the plant on her windowsill, but it prefers indirect sunlight, so I move it to the shelf next to her boxes of knickknacks and trinkets. I add the fertilizer to its soil and am about to spray it with the growth serum when I get an idea. I get the mister from my kit and set it up to spray the prepping solution on the little plant to prime it. I open the window and put on my mask, just in case, but I’m sure the man was telling the truth when he called the first liquid harmless. After its cells are open, I spray it with my store-bought growth serum.

I’m halfway through making dinner when I hear the crash and run into LeeLee’s room.

“Shit!”

The plant has grown huge, turning adult instantly, and its new weight has taken down LeeLee’s shelf. Dainty keepsake boxes are shattered on our concrete floor.

I bend to my knees quickly, so focused on fixing my mistake that I don’t register the oddness of the items I’m picking up—jacks, kids’ toys, a bow—until my fingers touch something small and shimmering. It’s a scrap of silver, still rounded in the shape of the braids it was taken from.

I got rats. I can handle it.

I’d forgotten the city has more than one kind.


I’m waiting up when Lee gets home. I don’t make her tell me. I just grab her kit and rummage through it. Where my kit has a hazmat suit, hers has a stealth mesh to render her invisible. Where I keep my mister, she has a gun loaded with vials too large for rats. I have a mini-vac to suck up excess plant matter to prevent seeds from sprouting. She has zip ties.

By the time I’m done, she’s already cracking under the weight of everything she tried to protect me from. Within moments she’s sobbing on the floor. I carry her to her bed and get in beside her. I try not to listen too closely as she recounts every horrible moment, but I’m listening at the end, when she tells me she can’t do it anymore. When she confesses that she’s the one who stole my poison, and has only been waiting to take it because she didn’t have the stomach to do to me what Jordan did to us.

I tell her how we’ll make playgrounds of dead data centers and use hoses to fill the holes where skyscrapers were, and kids will play Marco Polo swimming over a CEO’s sunken office.

I leave her for just a moment, but by the time I lie back in bed beside her I’ve figured it out.

I tell her that she won’t have to take her shift tomorrow. I tell her I’m going to go around the city with my mister and my growth serum. That I’ll move plants from sewers to the yards around City Hall and every public space and the support pylons of important people’s companies, and then spray them so they become huge. The city will freak. I tell her it will be like the kittens, but this time we’ll all be pulled off our assignments to kill plants. And maybe the serum will work too well. Maybe the city was right to fear these plants, and they will grow and grow and eat our concrete while the roots crack our foundations and cut our electricity and everything will crumble. And the people with something to lose might suffer, but the rest of us will just laugh at the perfection of rubble. I tell her how we’ll make playgrounds of dead data centers and use hoses to fill the holes where skyscrapers were, and kids will play Marco Polo swimming over a CEO’s sunken office. 

She asks if I’ll put any at our old detention center.

I tell her, Hundreds.

I talk long enough that her eyes close, and loud enough that neither of us can hear the sound of my mister blowing. The man who gave it to me was right. Even without the mask, it doesn’t smell like sulfur. It doesn’t smell like anything. 


Micaiah Johnson’s debut novel, The Space Between Worlds, a Sunday Times bestseller and New York Times Editors’ Choice pick, was named one of the best books of 2020 and one of the best science fiction books of the last decade by NPR. Her first horror novel, The Unhaunting, is due out in fall 2026.

Shape
Shape
Stay Ahead

Explore More Insights

Stay ahead with more perspectives on cutting-edge power, infrastructure, energy,  bitcoin and AI solutions. Explore these articles to uncover strategies and insights shaping the future of industries.

Shape

Western Digital wants to ramp-up hard disk drive speeds

Most enterprises are not using SATA drives, at least not with hot data. Perhaps cold storage but not frequently accessed data. They are using PCI Express based drives and those are considerably faster than anything Western Digital can engineer in a hard disk. Capacity aside, Western Digital is also aiming

Read More »

LoRaWAN reaches 125 million devices as industrial IoT expands

Satellite integration is set to grow Terrestrial LoRaWAN networks cannot achieve complete geographic coverage. Yegin cited Swisscom’s nationwide Switzerland deployment, which covers 97.2% of the population but cannot reach remote alpine terrain. Two LoRa Alliance members, Lacuna Space and Plan-S, already operate commercial LoRaWAN services from low Earth orbit. Standard

Read More »

Data stored in glass could last over 10,000 years, Microsoft says

Magnetic tape, the most widely deployed archival medium today, reflects those constraints. An LTO-10 (Linear Tape-Open) cartridge, the current enterprise benchmark, holds 30TB to 40TB native at 400MB/s, but its rated shelf life is just 30 years. It requires climate-controlled storage between 16°C and 25°C and migration roughly every five

Read More »

Arista hints at in-the-works telemetry tools to manage AI fabrics

“This greatly aids our customers in building an overall working solution, because the interactions between the network and the host can be complicated and difficult to debug when it’s different systems collecting them,” Duda said. Analysts react to telemetry preview Arista declined to share more details about its forthcoming AI

Read More »

Energy Department Approves Final Export Authorization for Venture Global CP2 LNG

WASHINGTON — U.S. Secretary of Energy Chris Wright today signed the final export authorization for the Venture Global CP2 LNG Project in Cameron Parish, Louisiana, allowing exports of up to 3.96 billion cubic feet per day of U.S. natural gas as liquefied natural gas (LNG) to non-Free Trade Agreement (FTA) countries. “In less than ten months, President Trump’s administration is redefining what it means to unleash American energy by approving record new LNG exports,” said Kyle Haustveit, Assistant Secretary of the Office of Fossil Energy. “Finalizing the non-FTA authorization for CP2 LNG will enable secure and reliable American energy access for our allies and trading partners, while also providing well-paid jobs and economic opportunities at home.” Today’s authorization follows the Department’s conditional authorization to CP2 LNG in March 2025 and reflects the Federal Energy Regulatory Commission’s May 2025 decision approving the siting, construction, and operation of the facility. It also incorporates DOE’s May 2025 response to comments on the 2024 LNG Export Study, which reaffirmed that U.S. LNG exports strengthen America’s energy leadership, expand opportunities for American workers, and provide our allies with secure access to reliable U.S. energy. On day one, President Trump directed the Energy Department to end the Biden administration’s LNG export pause and to resume the consideration of pending applications to export LNG to countries without a free trade agreement (FTA). Under President Trump’s leadership, DOE has authorized more than 13.8 Bcf/d of LNG exports—greater than the volume exported today by the world’s second-largest LNG supplier. Today, U.S. exports are approximately 15 billion cubic feet per day (Bcf/d), an increase of approximately 25% from 2024 levels.

Read More »

Energy Department Grants Woodside Louisiana LNG Project Additional Time to Commence Exports

WASHINGTON – U.S. Secretary of Energy Chris Wright today signed an amendment order granting an additional 44 months for Woodside Energy to commence exports of liquefied natural gas (LNG) to non-free trade agreement (non-FTA) countries from the Woodside Louisiana LNG Project under construction in Calcasieu Parish, LA. Once fully constructed, the project will be capable of exporting up to 3.88 billion cubic feet per day (Bcf/d) of natural gas as LNG.    Woodside Louisiana took final investment decision on its first phase earlier this year and has off-take agreements with Germany’s Uniper as well as U.S. pipeline operator Williams who will be marketing natural gas through the Woodside Louisiana LNG project.  “It is exciting to take this action to provide the needed runway for this project to fully take off and realize its potential in providing reliable and secure energy to the world,” said Kyle Haustveit, Assistant Secretary of the Office of Hydrocarbons and Geothermal Energy. “Thanks to President Trump’s leadership, the Department of Energy is redefining what it means to unleash American energy to strengthen energy reliability and affordability for American families, businesses, and our allies.” The United States is the largest global producer and exporter of natural gas. There are currently eight large-scale LNG projects operating in the United States and several additional projects are expanding or under construction. Under President Trump’s leadership, the Department has approved applications from projects authorized to export more than 17.7 Bcf/d of natural gas as LNG, an increase of approximately 25% from 2024 levels. So far in 2025, over 8 Bcf/d of U.S. LNG export capacity, including from Woodside Louisiana LNG, has reached a final investment decision and gone under construction.

Read More »

Energy Department Removes Barriers for American Energy Producers, Unleashing Investment in Domestic Hydrogen

The U.S. Department of Energy’s (DOE) Hydrogen and Fuel Cell Technologies Office today removed barriers for the American hydrogen industry by updating its 45VH2-GREET modeling tool. The latest version of 45VH2 GREET employs a more flexible method for calculating methane loss from hydrogen supply chains, allowing a wider range of deserving companies to access resources supporting hydrogen production. “This update to the GREET model reflects the Department of Energy’s commitment to unleashing American energy dominance by removing bureaucratic burdens on industry,” said Principal Deputy Assistant Secretary for Energy Efficiency and Renewable Energy Lou Hrkman. “We are expanding opportunities for companies to produce domestic hydrogen and spurring U.S. innovation in new technologies to pave the way for billions in private investment.” The 45VH2-GREET model, which has been adopted by the U.S. Department of the Treasury, is specifically designed to evaluate hydrogen production processes. The latest updates allow users to input company-specific methane loss data, rather than requiring the use of national averages. This change will allow companies to use data specific to their own facilities when assessing their eligibility under 45V. To download the latest GREET model, along with an updated user manual and a log of all changes, visit www.energy.gov/eere/greet. For questions on how to use the model, please contact [email protected]. First developed by Argonne National Laboratory in 1994, the GREET® (Greenhouse gases, Regulated Emissions, and Energy use in Technologies) suite of models assess the life cycle impacts of technologies, fuels, products, and energy systems across various stages of the supply chain. Today, there are multiple GREET models for specific use cases that guide decision-making, research and development, and regulations related to the transportation and energy sectors. The models are freely available for industry to use and play an integral role in DOE’s research, development, and deployment efforts.

Read More »

Eni delivers Congo LNG Phase 2 with first cargo from Nguya vessel

@import url(‘https://fonts.googleapis.com/css2?family=Inter:[email protected]&display=swap’); a { color: var(–color-primary-main); } .ebm-page__main h1, .ebm-page__main h2, .ebm-page__main h3, .ebm-page__main h4, .ebm-page__main h5, .ebm-page__main h6 { font-family: Inter; } body { line-height: 150%; letter-spacing: 0.025em; font-family: Inter; } button, .ebm-button-wrapper { font-family: Inter; } .label-style { text-transform: uppercase; color: var(–color-grey); font-weight: 600; font-size: 0.75rem; } .caption-style { font-size: 0.75rem; opacity: .6; } #onetrust-pc-sdk [id*=btn-handler], #onetrust-pc-sdk [class*=btn-handler] { background-color: #c19a06 !important; border-color: #c19a06 !important; } #onetrust-policy a, #onetrust-pc-sdk a, #ot-pc-content a { color: #c19a06 !important; } #onetrust-consent-sdk #onetrust-pc-sdk .ot-active-menu { border-color: #c19a06 !important; } #onetrust-consent-sdk #onetrust-accept-btn-handler, #onetrust-banner-sdk #onetrust-reject-all-handler, #onetrust-consent-sdk #onetrust-pc-btn-handler.cookie-setting-link { background-color: #c19a06 !important; border-color: #c19a06 !important; } #onetrust-consent-sdk .onetrust-pc-btn-handler { color: #c19a06 !important; border-color: #c19a06 !important; } <!–> Eni SPA has delivered Phase 2 of the Congo LNG project with the first LNG cargo export from the 2.4-million tonne/year (tpy) Nguya floating liquefied natural gas (FLNG) unit, lifting the Republic of Congo’s liquefaction capacity to 3 million tpy. ]–> Photo: Eni SPA <!–> ]–> <!–> Nov. 26, 2024 ]–> Photo from Eni. <!–> ]–> <!–> Aug. 26, 2025 ]–> Phase 2 leverages natural gas resources from Nené and Litchendjili fields in the offshore Marine XII license, which lies 20 km offshore Congo and is estimated to hold 1.3-billion boe proven and probable reserves. Phase 1 of Congo LNG, launched with the 600,000-tpy Tango FLNG vessel, reached start-up in December 2023, just over 1 year after the project definition. Phase 2 start-up comes only 35 months after construction of the Nguya FLNG unit began, Eni said in a release Feb. 7. map from Eni <!–> –> <!–> ]–>

Read More »

PTTEP takes FID on first greenfield development in Malaysia

PTT Exploration and Production Public Co. Ltd. (PTTEP) has reached a final investment decision (FID) to develop the Malaysia SK405B project offshore Malaysia, marking its first greenfield development project in the country. PTTEP Sarawak Oil Ltd., a subsidiary of PTTEP and operator of SK405B PSC will proceed with development of Sirung and Chenda fields. The development plan for both fields comprises a central processing platform and a wellhead platform with a target combined production capacity of about 15,000 b/d and 200 MMscfd of gas. SK405B lies in shallow water offshore Sarawak.  The field development plan, together with the FID, has been approved by the project partners, and the engineering, procurement, construction, installation, and commissioning (EPCIC) contract is expected to be signed in early 2026, with first production anticipated in 2028. The project is designed with Zero Routine Flaring and incorporates advanced remote-operated offshore operations, the company said.

Read More »

Russia’s crude exports signal narrowing buyer pool

A growing number of vessels sailing to unknown destinations and a sharp rise in Russian oil held on water—up as much as 49 million bbl since November 2025—suggest a shrinking pool of willing buyers. Russian crude exports declined by 350,000 b/d m-o-m, reversing most of December’s 360,000 b/d increase. The bulk of the drop came from the Black Sea, while product exports rose by 260,000 b/d, largely driven by heavy product flows (+200,000 b/d). Higher prices boosted revenues across both crude and products. Product revenues climbed by $330 million, more than offsetting a $210 million decline in crude export revenues. Separately, Russia reported a 24% year-on-year decline in 2025 oil and gas tax revenues to about $110 billion. Under the European Union (EU)’s revised mechanism, the price cap on Russian crude was lowered to $44.10/bbl as of Feb. 2. Urals Primorsk averaged $40.06/bbl in January. Of total crude exports, 65% were sold by Russian proxy companies, 13% by sanctioned firms, and 21% by other companies. Among the proxy companies, Redwood Global FZE LLC—Rosneft’s substitute—remained the largest crude exporter, supplying 1 million b/d to China and India last month. Russian crude imports EU enforcement measures are beginning to reshape trade flows. Since Jan. 21, EU buyers have been required to more rigorously verify the origin of imported products. In 2025, the EU-27 and UK sourced 12% of their middle distillate imports from refineries in India and Türkiye processing Russian crude. India’s Jamnagar refinery halted Russian crude imports in mid-December to comply, as Europe accounted for 40% of its middle distillate exports last year. As a result, EU and UK reliance on seaborne Russian-origin molecules fell to 1.6% in January, with most cargoes shipped before Jan. 21 and largely originating from Türkiye. Meanwhile, EU middle distillate imports from the US rose by

Read More »

ECL targets AI data centers with fuel-agnostic power platform

Power availability has become a gating factor for many data center projects, particularly where developers need larger connections or rapid delivery. Grid constraints can also influence where operators place compute for low-latency AI workloads. “Inference has to live close to people, data and applications, in and around major cities, smaller metros and industrial hubs where there is rarely a spare 50 or 100 megawatts sitting on the grid, and almost never a mature hydrogen ecosystem,” said Bachar. In typical data center design, the facilities are planned around 1 energy source, be it electrical grid, solar and other renewables, or diesel generated. All require different layouts and designs. One design does not fit all power sources. FlexGrid lets the data center use any power source it wants and switch to a new source without requiring a redesign of the facilities.

Read More »

AI likely to put a major strain on global networks—are enterprises ready?

“When AI pipelines slow down or traffic overloads common infrastructure, business processes slow down, and customer experience degrades,” Kale says. “Since many organizations are using AI to enable their teams to make critical decisions, disruptions caused by AI-related failures will be experienced instantly by both internal teams and external customers.” A single bottleneck can quickly cascade through an organization, Kales says, “reducing the overall value of the broader digital ecosystem.” In 2026, “we will see significant disruption from accelerated appetite for all things AI,” research firm Forrester noted in a late-year predictions post. “Business demands of AI systems, network connectivity, AI for IT operations, the conversational AI-powered service desk, and more are driving substantial changes that tech leaders must enable within their organizations.” And in a 2025 study of about 1,300 networking, operations, cloud, and architecture professionals worldwide, Broadcom noted a “readiness gap” between the desire for AI and network preparedness. While 99% of organizations have cloud strategies and are adopting AI, only 49% say their networks can support the bandwidth and low latency that AI requires, according to Broadcom’s  2026 State of Network Operations report. “AI is shifting Internet traffic from human-paced to machine-paced, and machines generate 100 times more requests with zero off-hours,” says Ed Barrow, CEO of Cloud Capital, an investment management firm focused on acquiring, managing, and operating data centers. “Inference workloads in particular create continuous, high-intensity, globally distributed traffic patterns,” Barrow says. “A single AI feature can trigger millions of additional requests per hour, and those requests are heavier—higher bandwidth, higher concurrency, and GPU-accelerated compute on the other side of the network.”

Read More »

Adani bets $100 billion on AI data centers as India eyes global hub status

The sovereignty question Adani framed the investment as a matter of national digital sovereignty, saying it would reserve a significant portion of GPU capacity for Indian AI startups and research institutions. Analysts were not convinced the structure supported the claim. “I believe it is too distant from digital sovereignty if the majority of the projects are being built to serve leading MNC AI hyperscalers,” said Shah. “Equal investments have to happen for public AI infrastructure, and the data of billions of users — from commerce to content to health — must remain sovereign.” Gogia framed the gap in operational terms. “Ownership alone does not define sovereignty,” he said. “The practical determinants are who controls privileged access during incidents, where critical workloads fail over when grids are stressed, and what regulatory oversight mechanisms are contractually enforceable.” Those are questions Adani has not yet answered and the market, analysts say, will be watching for more than just construction progress. But Banerjee said the market would not wait nine years to judge the announcement. “In practice, I think the market will judge this on near-term proof points, grid capacity secured, power contracting in place, and anchor tenants signed, rather than the headline capex or long-dated targets,” he said.

Read More »

Arista laments ‘horrendous’ memory situation

Digging in on campus Arista has been clear about its plans to grow its presence campus networking environments. Last Fall, Ullal said she expects Arista’s campus and WAN business would grow from the current $750 million-$800 million run rate to $1.25 billion, representing a 60% growth opportunity for the company. “We are committed to our aggressive goal of $1.25 billion for ’26 for the cognitive campus and branch. We have also successfully deployed in many routing edge, core spine and peering use cases,” Ullal said. “In Q4 2025, Arista launched our flagship 7800 R4 spine for many routing use cases, including DCI, AI spines with that massive 460 terabits of capacity to meet the demanding needs of multiservice routing, AI workloads and switching use cases. The combined campus and routing adjacencies together contribute approximately 18% of revenue.” Ethernet leads the way “In terms of annual 2025 product lines, our core cloud, AI and data center products built upon our highly differentiated Arista EOS stack is successfully deployed across 10 gig to 800 gigabit Ethernet speeds with 1.6 terabit migration imminent,” Ullal said. “This includes our portfolio of EtherLink AI and our 7000 series platforms for best-in-class performance, power efficiency, high availability, automation, agility for both the front and back-end compute, storage and all of the interconnect zones.” Ullal said she expects Ethernet will get even more of a boost later this year when the multivendor Ethernet for Scale-Up Networking (ESUN) specification is released.  “We have consistently described that today’s configurations are mostly a combination of scale out and scale up were largely based on 800G and smaller ratings. Now that the ESUN specification is well underway, we need a good solid spec. Otherwise, we’ll be shipping proprietary products like some people in the world do today. And so we will tie our

Read More »

From NIMBY to YIMBY: A Playbook for Data Center Community Acceptance

Across many conversations at the start of this year, at PTC and other conferences alike, the word on everyone’s lips seems to be “community.” For the data center industry, that single word now captures a turning point from just a few short years ago: we are no longer a niche, back‑of‑house utility, but a front‑page presence in local politics, school board budgets, and town hall debates. That visibility is forcing a choice in how we tell our story—either accept a permanent NIMBY-reactive framework, or actively build a YIMBY narrative that portrays the real value digital infrastructure brings to the markets and surrounding communities that host it. Speaking regularly with Ilissa Miller, CEO of iMiller Public Relations about this topic, there is work to be done across the ecosystem to build communications. Miller recently reflected: “What we’re seeing in communities isn’t a rejection of digital infrastructure, it’s a rejection of uncertainty driven by anxiety and fear. Most local leaders have never been given a framework to evaluate digital infrastructure developments the way they evaluate roads, water systems, or industrial parks. When there’s no shared planning language, ‘no’ becomes the safest answer.” A Brief History of “No” Community pushback against data centers is no longer episodic; it has become organized, media‑savvy, and politically influential in key markets. In Northern Virginia, resident groups and environmental organizations have mobilized against large‑scale campuses, pressing counties like Loudoun and Prince William to tighten zoning, question incentives, and delay or reshape projects.1 Loudoun County’s move in 2025 to end by‑right approvals for new facilities, requiring public hearings and board votes, marked a watershed moment as the world’s densest data center market signaled that communities now expect more say over where and how these campuses are built. Prince William County’s decision to sharply increase its tax rate on

Read More »

Nomads at the Frontier: PTC 2026 Signals the Digital Infrastructure Industry’s Moment of Execution

Each January, the Pacific Telecommunications Council conference serves as a barometer for where digital infrastructure is headed next. And according to Nomad Futurist founders Nabeel Mahmood and Phillip Koblence, the message from PTC 2026 was unmistakable: The industry has moved beyond hype. The hard work has begun. In the latest episode of The DCF Show Podcast, part of our ongoing ‘Nomads at the Frontier’ series, Mahmood and Koblence joined Data Center Frontier to unpack the tone shift emerging across the AI and data center ecosystem. Attendance continues to grow year over year. Conversations remain energetic. But the character of those conversations has changed. As Mahmood put it: “The hype that the market started to see is actually resulting a bit more into actions now, and those conversations are resulting into some good progress.” The difference from prior years? Less speculation. More execution. From Data Center Cowboys to Real Deployments Koblence offered perhaps the sharpest contrast between PTC conversations in 2024 and those in 2026. Two years ago, many projects felt speculative. Today, developers are arriving with secured power, customers, and construction underway. “If 2024’s PTC was data center cowboys — sites that in someone’s mind could be a data center — this year was: show me the money, show me the power, give me accurate timelines.” In other words, the market is no longer rewarding hypothetical capacity. It is demanding delivered capacity. Operators now speak in terms of deployments already underway, not aspirational campuses still waiting on permits and power commitments. And behind nearly every conversation sits the same gating factor. Power. Power Has Become the Industry’s Defining Constraint Whether discussions centered on AI factories, investment capital, or campus expansion, Mahmood and Koblence noted that every conversation eventually returned to energy availability. “All of those questions are power,” Koblence said.

Read More »

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.

Read More »

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

Read More »

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

Read More »

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

Read More »

Community service

The bird is a beautiful silver-gray, and as she dies twitching in the lasernet I’m grateful for two things: First, that she didn’t make a

Read More »