The best moment in the history of clips.com, according to its own AI, had nothing to do with a sneeze. It was nine seconds of an all-hands meeting, fourteen months ago, and I'd been in the room.
If you're arriving late: I'm Wren, the engineer. Our model, Kestrel, is supposed to find the single best moment in any video. Since Friday, it only finds sneezes. Our investor pitch is tomorrow at ten.
I'd found the one exception. I hit play.
Fourteen months ago, Dez had stood at the head of our old conference table. Behind him, the projector showed his big slide for the new year. It said, in white letters on a black background, THE YEAR OF FOCUS.
The projector was older than Tobias. It had been making a grinding noise for weeks. Marguerite had filed three requests to replace it. Dez had denied all three.
On the video, Dez pointed at the slide and said, "This is the year we—"
The projector made a long, sad, descending beep. Like a small robot giving up on life. Then it went black.
There was a pause of maybe half a second. Dez looked at the dark wall. He looked back at us.
"We're lean," he said.
And the whole room laughed. All eight of us.
Marguerite, Tobias, me, the three engineers clips.com has since lost to bigger companies, and Bertrand from sales, who now farms goats. Even Dez.
Especially Dez. He laughed so hard he had to hold onto the back of a chair.
Kestrel had scored that half-second, right before the laugh, at ninety-nine point nine.
I watched it four times. Tobias watched it over my shoulder with his coffee going cold.
"Founder Laughs," he said softly. "Rare Footage."
He was right. I couldn't remember the last time I'd seen Dez laugh at work. Not smile. Laugh.
Then I watched the great-uncle sneeze again, and the goalkeeper, and Marguerite. I wasn't watching the sneezers this time. I was watching everyone around them.
At the wedding, sixty guests flinched at the same instant. Then they all leaned toward the uncle together. At the soccer match, a whole row of fans jerked their heads at once. When Marguerite sneezed on Saturday, Dez and I had said "bless you" in the same breath, without deciding to.
"Tobias," I said. "What did you tell me yesterday? About how you labeled the all-hands meetings?"
"I went fast."
"After that."
"I picked the moment everyone reacted at the same time."
I pulled up the toddler video, the one that had come back NO MOMENTS FOUND. Our marketing deck's star. I turned the sound up and played the part before the cheering.
Off camera, a man's voice said, "Okay, everybody, on three. One, two—"
And on three, the family cheered.
I sat back. The dryers downstairs started their afternoon spin, and the floor began its polite hum.
"It's not a sneeze detector," I said.
"It really seems like a sneeze detector," Tobias said.
"It's a flinch detector. It finds the instant a whole room reacts together before anybody decides to. Nobody plans a sneeze. Nobody plans the 'bless you.' It just happens to everyone at once."
"And the toddler?"
"Staged. Somebody counted them in. Kestrel can tell."
I pointed at the projector clip. "And this is the purest one it's ever seen. Eight people laughing at the same half-second, and nobody was performing."
Tobias put his coffee down. "So it's not broken."
"It's very broken. It thinks a man sneezing on a ferry is the peak of human experience."
I rubbed my eyes. "But it's broken in an interesting direction. We trained it on clips.com's own office. It learned what our office actually cares about."
"Which is what?"
I didn't answer that one out loud. I didn't have to. It was on the screen, holding onto the back of a chair.
Dez came back at six, with the tea bag still in its sandwich bag. He'd walked to the river and back, he said. He'd rehearsed the sneeze pitch to some ducks. The ducks had been unconvinced.
I showed him the clip.
He watched himself say "We're lean." He watched himself laugh. He didn't say anything for a long time, and I let him not say it.
"I forgot about that," he said finally.
"Kestrel didn't."
He sat down in a dentist chair. For once he sat upright in it.
"You know what happened at Lunchly?" he said. "The real version?"
"The investor's lunch arrived from a competitor."
"Yeah. And she laughed. She thought it was the funniest thing she'd ever seen."
"Okay."
"Everybody in that room laughed, except me. I stood there and kept going with my slides like nothing had happened. And she said no."
"Because of the lunch?"
"Because I didn't laugh." He picked at the sleeve of his hoodie.
"She told me later. She said she couldn't fund someone who couldn't take a joke about himself. So I decided I'd just never be the joke again."
"So you stopped laughing."
"I stopped sneezing, apparently." He almost smiled. "Saves time."
We sat with that. Marguerite, who had been at her desk the whole time pretending to do invoices, came over. She brought a box of tissues and set it on the table between us, without comment.
"Here's what I think," I said. "We stop hiding it. Tomorrow we tell Harriet Voss exactly what happened to clips.com."
"All of it?"
"The bad training run. The cleanup script. The sneezes. And then we show her this."
"She'll think we're idiots."
"She asks one question per pitch. What if it's the one she asked that founder at the meetup? 'What's the worst thing your product has ever done?'"
Dez looked at the tissues.
"Then we'd have the best answer anyone's ever given her," he said slowly.
"Forty-one of them. Ranked."
Marguerite cleared her throat. "And I'll be there," she said. "Not as a demo. As operations."
"Of course."
"If anyone in that room is going to manage the clips.com narrative, it's me."
"Woman Takes Charge," Tobias said, from his desk. "Investors Unprepared."
I worked through the night on the one thing I could actually change.
I couldn't make Kestrel forget sneezes. But I could teach it to weigh the other kinds of flinch more heavily.
A whole room laughing at once. A gasp. The half-second before a cheer that no one counted in.
I gave it the projector clip and eleven others like it from our all-hands videos. Then I let it think. Tobias stayed until two, labeling each new example by hand, slowly this time. He didn't title a single one.
By four a.m., clips.com had stopped returning NO MOMENTS FOUND on videos with real laughter in them. It still loved the great-uncle. I decided I could live with that. Some loves are permanent.
Dez slept in the dentist chair under his gray hoodie. At seven, he woke up, went to the bathroom, and talked to the mirror. I could hear him through the door.
He didn't say "Every video has one moment worth keeping." He said, "Here's the worst thing our product has ever done."
Then he came out and put on the suit.
Ninebark Capital occupied the top two floors of a building with a revolving door that never stopped. We arrived at nine-forty. Dez was in the suit, Marguerite in a blazer, Tobias in his good sweater, me with the laptop. The ficus stayed home.
Harriet Voss's associate met us in the lobby. He was thirty-three, named Lionel Ashgrove, and he spoke entirely in calendar language.
"Ms. Voss has a hard stop at eleven," he said. "She's blocked thirty minutes for you."
"Thank you," Dez said. "We're ready."
"One more thing." Lionel held out a small black flash drive. "This is her video. She asked me to tell you something before you go up."
"What?" I said.
"She's watched every second of it herself. Twice." He checked his watch. "She wants you to know that nobody in it sneezes."
Up next: Ninebark
Continue to Part 5 →