Between Two Signals
Marcus Chen was twenty-eight years old when he first understood what a telephone could carry. Not information, not data packets, not the binary yes-no of transaction. Something else. Something that traveled along the copper wire like heat along a nerve. It was 1996 and he was sitting in his garage in Palo Alto on a folding chair he had taken from his mother's kitchen in Cupertino, listening to a woman named Dorothy cry into the receiver of a beige AT&T desk phone.
Dorothy was seventy-four. Her husband had died in 1992. Her daughter lived in Portland and called once a month, on the first Sunday, for exactly eleven minutes. Dorothy knew this because she timed every call against the kitchen clock above the stove, the one with the hummingbird painted on the face, and she had done so for four years without variation. Eleven minutes. Not ten. Not twelve. Eleven, as though her daughter had found the precise duration of filial obligation and would not exceed it by a single second.
Marcus had not planned to listen to Dorothy cry. He had placed an advertisement in the Palo Alto Weekly — the print edition, because the elderly population he hoped to serve did not read the web — offering a free service called ConnectWell. The premise was simple: lonely elderly people could call a number, and a trained volunteer would call them back within forty-eight hours for a conversation. Not counseling, the advertisement emphasized in bold Helvetica. Not service coordination. Not needs assessment. Just talk.
The advertisement had run for three weeks before Dorothy called. She was the first.
Now Marcus sat in his garage with its concrete floor that was always cold even in August, with its single window that looked out onto a dead lawn, with the acrid smell of soldering flux still in the air from his abandoned hardware projects, and he held the beige receiver against his ear as Dorothy described the texture of loneliness. She said it was like being wrapped in gauze. She said it was like watching the world through a screen door that would not open. She said the worst part was not the silence but the knowledge that no one expected her to speak.
Marcus did not know what to say. He had majored in computer science at Berkeley. He had worked at Oracle for two years before quitting because he could not bear the windowless cubicles. He had no training in gerontology or psychology or social work. He only knew that he was listening, and that the listening itself seemed to be doing something.
After Dorothy hung up — after seventy-three minutes, which Marcus also timed, and which he would remember for the rest of his life — he sat in the garage and stared at the Peg-Board wall where his father's tools still hung in their traced outlines. His father had been a machinist at Lockheed. A man who made things with his hands. Marcus had never made anything with his hands except code, and code was not a thing, not really. It was a set of instructions. It was a ghost that arranged other ghosts.
But the telephone call had been a thing. It had weight and texture and duration. It had changed Dorothy, he was certain of that, and it had changed him too, though he could not yet say how.
—
By 1999, ConnectWell occupied the second floor of a low-rise office building on University Avenue. The building had been a savings and loan before the Resolution Trust Corporation had carved it up and sold it for pennies. The carpet was the color of surgical scrubs, a blue-green that suggested sterility without achieving it, and it still smelled of industrial adhesive two months after installation. The chairs in the conference room were Herman Miller Aerons, sixty-two of them, each costing nine hundred dollars, a line item that Marcus had fought against in the Series A budget and lost. The venture capitalists from Sand Hill Road had insisted. Perception, they said. Credibility, they said. You cannot scale a garage, Marcus, they said, though Marcus had never wanted to scale the garage. He had only wanted more people like Dorothy to have someone to talk to.
The Aerons arrived on a Tuesday in April, stacked in cardboard boxes that bore the Herman Miller logo in glossy black. Marcus watched the delivery men carry them up the stairs, fourteen trips each, their forearms corded with the labor of carrying objects whose value they would never be able to afford, and he thought about Dorothy. Dorothy had died in November of 1998, six months before the Aerons arrived. She had died alone in her apartment on Channing Avenue, three blocks from the ConnectWell offices, and no one had found her for four days. The neighbor who eventually called the police had noticed the newspapers piling up on her doorstep — the San Jose Mercury News, delivered every morning at six-fifteen, accumulating in a drift that said everything there was to say about how long Dorothy had been beyond reach.
Marcus learned of her death from a voicemail left by Dorothy's daughter, the one in Portland who called for eleven minutes on the first Sunday of every month. The daughter's voice was flat and businesslike, the voice of someone who had already processed her grief in advance and was now simply executing the administrative tasks that remained. She wanted to thank ConnectWell for the service they had provided. She wanted Marcus to know that her mother had spoken fondly of the conversations. She did not cry. She did not ask any questions. She left her number and hung up, and Marcus never called her back, and this was a failure he would never forgive himself for.
But in April 1999, watching the delivery men stack Aerons in the conference room, Marcus was not thinking about Dorothy's death. He was thinking about the fact that he had matched Dorothy with her volunteer by hand, in 1996, using nothing but his own judgment. He had talked to Dorothy for seventy-three minutes and he had understood, without articulating it, that she needed someone who would not rush her, who would not fill the silences with nervous chatter, who would simply be present on the other end of the line. He had called a retired librarian named Esther, a woman of sixty-eight who had volunteered because she herself was lonely and because she believed, in the uncomplicated way of people who have lived through the Depression, that helping others was what human beings did. Esther and Dorothy had spoken every Tuesday and Friday for two years. Esther had been the one who noticed when Dorothy stopped answering. Esther had been the one who called the police.
None of this could be captured in a spreadsheet.
—
The Stanford team arrived in June. Three PhD students in computational linguistics and one postdoc in operations research, all of them younger than Marcus, all of them wearing Patagonia fleece vests and carrying PalmPilots in holsters on their belts. Their project lead was a woman named Shivani Rao, twenty-six years old, brilliant in the specific way that only people who have never failed at anything can be brilliant. She had published six papers on natural language processing. She had built a recommendation engine for Netflix before Netflix existed. She believed that any human decision could be modeled as an optimization problem, and she believed this the way religious people believed in God: not as a hypothesis to be tested but as a premise from which all reasoning must begin.
The algorithm was called MatchPoint 1.0. It ingested volunteer profiles and caller profiles and output optimal pairings based on thirty-seven variables: age proximity, shared interests, geographic proximity, call duration preference, voice pitch analysis, linguistic complexity scores, and twenty-nine other metrics that Shivani explained with the patient condescension of someone who knew she was speaking to a person who would never truly understand. Marcus understood more than she gave him credit for. He had written code himself, years ago, and he could follow the logic of the algorithm easily enough. What he could not follow was the assumption that the logic was sufficient.
What is the optimization function? he asked Shivani, in the conference room with its sixty-two Aerons, its whiteboard covered in equations, its windows that looked out onto University Avenue where the NASDAQ ticker was climbing past 4800 on the flat-screen monitor above the reception desk. Netscape Navigator was open on Shivani's laptop and the America Online icon pulsed in the system tray and somewhere in the building a fax machine was screaming its robotic scream and the air smelled of new carpet and ambition and money.
The optimization function, Shivani said, is match duration multiplied by satisfaction score.
And how do you measure satisfaction?
Post-call survey. Five-point Likert scale.
Marcus nodded. He did not say what he was thinking, which was that Dorothy had never filled out a survey. He had never asked her to. The satisfaction was in her voice when she said goodbye. It was in the fact that she called back the following week, and the week after that, and the week after that, for two years, until the Tuesday when she did not.
—
The early days.
Marcus in his garage, winter 1996. The garage was unheated and he wore fingerless gloves as he typed, his breath visible in the air, the CRT monitor flickering with the ConnectWell website he was building in raw HTML. The monitor was a seventeen-inch Sony Trinitron, the best display available at the time, two thousand dollars that he had paid with his Oracle severance check. The screen saver was the flying toasters from After Dark, a joke that he had installed and never removed because it reminded him of undergraduate dorm rooms and the feeling that technology was still a thing you could laugh at.
He had four volunteers by then. Esther, the retired librarian. A graduate student in psychology at Stanford named Tomiko. A retired firefighter named Gus who had lost his wife to cancer and who spoke in the halting rhythm of someone who was still learning how to be alone. And a woman named Priya, a software engineer at Hewlett-Packard, who had answered the advertisement because she missed her grandmother in Bangalore and because the grandmother was dead and there was nothing to be done about it except to sit with the missing.
Marcus matched them all by hand. He kept a notebook — a physical notebook, spiral-bound, college-ruled, the kind he had used for calculus problem sets at Berkeley — and in it he wrote notes about each caller and each volunteer. Not demographic data. Not metrics. Impressions. Feelings. Hunches.
Dorothy: patient listener needed. Not someone who will fill the silences. Someone who can sit inside them.
Mr. Arakawa: war veteran. Speaks slowly. Needs someone who won't interrupt. Someone who understands that some stories take a long time to tell.
Mrs. Bernstein: talks fast, laughs easily, but the laughter is a deflection. Needs someone who will ask the second question, the one she's hoping no one will ask.
Esther to Dorothy. Tomiko to Mr. Arakawa. Gus to Mrs. Bernstein. Priya to no one yet, because Marcus had not found the right caller, and he would rather leave her unmatched than match her wrong. This was the difference between curation and optimization. Optimization fills every slot. Curation leaves some slots empty because the right fit is more important than any fit.
—
The present.
Marcus in his office, summer 1999. His office had a door now, a real door with a lock, and windows that looked out onto the parking lot where his 1992 Honda Civic sat between a Porsche Boxster and a Lexus LS 400. The Honda had a cassette deck and a manual transmission and a dent in the passenger door from the time he had backed into a shopping cart at the Safeway on Middlefield Road. He could afford a new car now. He could afford any car. But he kept the Honda the way he kept the spiral notebook in his desk drawer, the one that no one else knew about, the one with Dorothy's name on the first page.
On his desk: a Dell Dimension XPS with a Pentium III processor, the fastest machine in the office, because the investors believed that the founder should have the best tools even if the founder spent most of his time staring out the window. A PalmPilot V in its cradle, syncing calendar appointments he would never keep. A coffee mug from Java Coffee on Emerson Street, cold and half-full, with a ring of dried cream on the inside lip. A stack of printouts showing MatchPoint 1.0 metrics.
The metrics were good. They were more than good. They were superb. Call volume had increased 340 percent since MatchPoint went live. Average wait time for a match had dropped from thirty-one hours to four minutes. The system could now handle eleven hundred simultaneous pairings, a number that would have required forty-seven human matchers working in shifts. The efficiency was undeniable. The numbers did not lie.
But.
The average call duration had fallen from forty-one minutes to seventeen. Volunteer retention had dropped thirty-one percent. The post-call satisfaction surveys showed high scores — 4.4 out of 5, a number that Shivani presented at the weekly all-hands with the pride of a parent displaying a report card — but the survey response rate was twelve percent, and the twelve percent who responded were not the callers Marcus worried about. The ones who did not respond — the ones who answered the phone, had a seventeen-minute conversation with a volunteer they had never spoken to before and would never speak to again, and then hung up and did not bother to press 1 for Very Satisfied — those were the ones he could not stop thinking about.
He tried to explain this to the board. He used words like rapport and continuity and trust. He talked about Dorothy and Esther. He mentioned the two years of Tuesday and Friday conversations, the accumulated knowledge of each other's lives, the way Esther had known something was wrong when Dorothy stopped answering.
The board listened politely. Barry Grossman, the lead investor from Sand Hill Road, a man who had made his fortune on search algorithms and who believed that the future belonged to whoever could process the most data the fastest, leaned forward in his Aeron chair and clasped his hands on the conference table. The table was made of reclaimed barn wood and had cost fourteen thousand dollars.
Marcus, Barry said, your story is beautiful. It really is. It's going to be the heart of our marketing campaign. But we cannot scale stories. We can only scale systems. And the system is working.
—
The oscillation.
This was the thing about 1999: the future had not yet arrived, but you could feel it coming. It was in the Y2K anxiety that hummed beneath every conversation, the quiet terror that at midnight on December thirty-first every computer in the world would forget what year it was and all the careful digital architecture would collapse into chaos. It was in the NASDAQ composite climbing past 4500, then 4600, then 4700, every new high a confirmation that the old rules no longer applied. It was in the kombucha that someone's girlfriend was fermenting in a jar on the kitchen counter, a cloudy brown liquid that tasted like vinegar and promise, a drink that no one could name yet but that everyone somehow knew was important.
Marcus drove home every night on 101 North, past the Google garage on Santa Margarita Avenue that no one had heard of yet, past the Sun Microsystems campus with its logo reversed in the sky, past the billboards for Pets.com and Webvan and companies that would not exist in eighteen months. He drove with the windows down because the air conditioning in the Honda had stopped working in 1998 and he had never bothered to fix it. The air was warm and dry and smelled of eucalyptus from the trees that lined the freeway. On the radio, the news was about Kosovo and the Starr Report and the approaching millennium, and none of it seemed as immediate as the dashboard metrics glowing in his mind like an afterimage.
Seventeen minutes. Thirty-one percent attrition. Twelve percent response rate.
Once, he pulled off the freeway at the University Avenue exit and drove past the ConnectWell building instead of going home. It was eleven-thirty at night. The lights were on in the server room on the first floor, where the MatchPoint algorithms were running their nightly batch optimizations, shuffling and reshuffling the pairings, assigning each lonely person to their mathematically optimal conversational partner. The lights were the color of aquarium water, blue-white and depthless, and through the window Marcus could see the server racks blinking their green LEDs in patterns that meant nothing and everything.
He sat in the Honda with the engine off and the windows down and he imagined Dorothy calling the ConnectWell number tonight, right now, for the first time. A computer would answer. A computer would route her. A computer would select her perfect match based on thirty-seven variables and assign the volunteer and schedule the callback, all of it automated, all of it optimal, all of it performed in less time than it took for a human being to draw a single breath.
And no one would be listening.
The call would be recorded, of course, for quality assurance. The transcript would be analyzed for sentiment and keyword density and conversational coherence. The satisfaction survey would be triggered automatically and the results would be fed back into the algorithm to improve future matches. Every moment would be captured and measured and optimized. Nothing would be lost.
Except the thing that could not be captured. The hesitation before Dorothy said something difficult. The long exhale after she said it. The silence that followed, in which two human beings sat on opposite ends of a copper wire and simply existed together, and that was the whole of the service, that was the entire product, that was ConnectWell in its purest form: two people being present for each other in a world that had forgotten how to be present.
Marcus sat in his car until the server room lights clicked off on their automatic timer, and then he drove home to his apartment on Colorado Avenue, a one-bedroom with a futon on the floor and a bookshelf made of cinderblocks and pine boards, the apartment of someone who had never stopped being a graduate student, who had never believed that the money was real or that it would last. The red light on his answering machine was blinking. Three messages. The first was from Barry Grossman, wanting to discuss the Q3 projections. The second was from Shivani, with an update on MatchPoint 2.0, which would incorporate real-time voice stress analysis and dynamic rematching. The third was a hang-up. No voice. Just the sound of someone breathing for four seconds before the line went dead.
Marcus stood in his dark apartment, the answering machine's red light blinking steady as a heartbeat, and he thought about the notebook in his desk drawer at the office, the spiral-bound notebook with Dorothy's name on the first page. He thought about the distance between 1996 and 1999, between a garage and a conference room full of Aerons, between human judgment and algorithmic optimization. The distance was not a journey. It was not a progression from worse to better, or from naive to sophisticated, or from small to large. It was simply two points in a space that had no coordinates, two poles that generated a field between them, and Marcus existed in that field now, suspended between what he had built and what it had become, unable to choose one over the other because both were true, both were real, both were his.
The optimum, Shivani would say, is at the point where the derivative equals zero.
But Marcus knew that the thing that mattered most was not on the curve at all. It was in the notebook. It was in the seventy-three minutes. It was in the silence after the dial tone, when two strangers became something else, something that had no name and no measure and no place in any optimization function ever written. It was the thing that could not be scaled. It was the thing that the algorithm would never find, no matter how many variables it ingested, because it was not a variable at all. It was the variable space itself, the field of possibility that existed between two human beings, and the algorithm could map every point in that space without ever occupying a single one.
The red light kept blinking. Outside, the NASDAQ was climbing toward 5000. The future was arriving in increments of seventeen minutes, eleven minutes, four seconds of breathing on an answering machine. And Marcus stood in the dark and held both poles in his mind at once, the garage and the dashboard, the notebook and the algorithm, and he could not let either one go.
Based on the pending patent application document (202610351844.3), creationstamp.com has calculated the tensor feature encoding of this article:
OTMES-v2-UNKNOWN
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