Her name starts with K.

She is a therapist. I found her in 2025, after the rhythm quieted and the fog began to lift and the people around me started reaching for old words to explain a man they no longer recognized. She was the first person in thirty-nine years who did not ask me what I was.

She asked what had happened to me.

I have already written what happened. The medical chronology is in “9 Years”. The childhood, the labels, and the instruments that could not see are in “Sixteen Questions”. The accident, the lost credential, and the life I rebuilt through language run through “The Course of Life”.

The full record sits at the bottom of this page for anyone who wants it.

The problem with what

For most of my life, people asked what.

What is wrong with him. What does he have. What category does he belong in. What medication does he need. What word explains the difference between the person standing in front of us and the person we expected.

Gifted. Addict. Bipolar. Genius. Wizard. Difficult. Delusional.

The words changed. The question did not.

I do not have a quarrel with the DSM. Classification helps clinicians communicate. Criteria create consistency between observers. Screening instruments find people whose suffering would otherwise stay invisible. Symptoms matter, impairment matters, and treatment can matter enormously. I am not writing against any of that.

My quarrel is with the words the DSM chose, and with what happens when they leave the room.

Deficit. Disorder. Inside clinical practice those are technical terms with defined uses, and the people using them mean nothing by the connotation. But the manual does not stay in the clinic. It goes home. Children hear them.

And a child does not hear a technical term.

A child hears deficit and understands: something is missing from me.

A child hears disorder and understands: something is wrong with me.

And a child who has already watched a diagnosis turn someone he loves into a category hears something more consequential than either. Do not let them see you, or the word will become your name.

Words travel. They enter families, schools, medical records, insurance systems, and marriages carrying the authority of whoever supplied them. A term meant to describe a presentation becomes a behavioral instruction. Hide this. Compensate for it. Produce evidence against it. Become too capable for anyone to look closely.

That is not vanity, and it is not denial. It is a child doing the only thing available to him. He cannot change the environment and he cannot change what the word means to the people in it. So he changes the only variable he holds.

Himself.

Control.

And that is where what runs out of usefulness. Every label I was ever handed described the surface and stopped. None of them told me what the surface was for. None of them gave me a lever - a place to put my hands and change something. You cannot interrupt a sequence you have never been shown.

So I went looking for the sequence.

I didn’t need the words. I have plenty of words. I wanted the mechanism underneath them, because a mechanism has steps, and steps can be interrupted, and a man who knows where the steps are can build something better than what he was handed.

I found four people who had spent their careers on it. I was not trying to understand who I had been. I was trying to build who I am going to be.

Their work goes far past what I took from it. What follows is what one man needed, not a summary of anything.

One studied what control does to a nervous system. One studied what happens when the alarm never receives an all-clear. One studied what the adaptation costs. One studied the part of the brain that decides whether the alarm is evidence.

None of them had ever heard of me. All four of them were describing me.

Maier

Steven Maier gave me control.

Most of the foundational work was done in animals. A laboratory stressor is not a human childhood. A rodent brain is not retrospective evidence about mine.

Inside that boundary, the findings are extraordinary.

Maier’s work showed that the physical properties of an adverse event do not determine its later consequences. What matters is whether the organism has behavioral control over it. Two animals receive physically equivalent stress. One can perform an action that ends it. The other cannot.

Same exposure. Different relationship to the exposure. Different outcome.

When the stressor was uncontrollable, stress-responsive serotonergic pathways in the dorsal raphe nucleus became strongly engaged. When control was available, the ventromedial prefrontal cortex detected the contingency between action and outcome and inhibited much of that response. The action did not distract the animal. The nervous system registered that behavior changed consequence.

And in 2016, Maier and Martin Seligman published a revision that reorganizes fifty years of this work - including their own. The finding is that helplessness was never the thing being learned. Passivity is the default, unlearned response to prolonged aversive stimulation. What gets learned is control, detected by the prefrontal cortex, which then reaches down and inhibits the older circuitry.

I wasn’t learning to be helpless. Nobody does - that part comes free. What I learned, early and under pressure, was control. And the learning of it was the event.

That research does not prove anything about me. What it gave me is a question worth asking: what happens when a child meets an environment he cannot control, and begins manufacturing control everywhere else?

I turned language into a control surface. Then systems. Then numbers. Then frameworks. For years, nearly every consequential conversation I had ran the same structure in the same order - credibility, commonality, problem, solution. Every time. At the office the consistency was mechanical. It was commercially effective, and it was also something more personal than that.

Establish the known variables. Follow the sequence. Change one thing. Measure the result. Never change everything at once, because then you lose attribution.

A reliable relationship between action and outcome.

I never learned to sit inside uncertainty. In fact, of the many words in my life, uncertainty is probably my least favorite. And I have a fairly indiscriminate appreciation of language.

Rather, I learned to make something move. Produce. Solve. Become useful. See the risk and act before the environment closes.

I cannot tell you whether any of that changed the activity of a particular circuit. I can tell you that control became the organizing principle of a life.

It wasn’t for domination.

It was for risk aversion.

Sapolsky

Robert Sapolsky gave me anticipation.

The stress response is not pathology. It is triage. A threat appears, the sympathetic nervous system mobilizes, catecholamines raise cardiovascular output and narrow attention, the HPA axis releases glucocorticoids, and energy is made available for the problem in front of you. Everything that can wait is told to wait.

Digestion can wait. Repair can wait. Growth can wait.

The animal has to survive what is happening now.

Sapolsky’s contribution was the tradeoff hiding inside that. The same mediators that protect during an acute physical demand become costly when the activation is excessive or prolonged. And human beings add a complication no zebra has: the threat does not need to be in the room. Memory activates the response. Prediction activates it. Social meaning activates it. The thought of what happened last time prepares the body for what might happen next.

My threats were not imagined. The arrhythmia was documented. The device was implanted for a reason. The shocks happened.

The nervous system had evidence.

But a nervous system does not get an exemption from biology because its vigilance was justified. The same chemistry circulates. The same energy gets redirected. The same long-horizon systems keep waiting.

That is what brought peace. I had not failed to relax. My body had accumulated evidence that relaxing meant missing something.

When there is no environment to leave

An unpredictable threat outside the body can sometimes be escaped.

The arrhythmia moved the environment inside.

A sensation in my chest could mean nothing. It could be the beginning of ventricular tachycardia. It could stop on its own. It could lead to a shock. It could appear while I was monitored and vanish the moment a physician needed it present to map.

I could take the medication, attend the appointment, consent to the procedure, learn the terminology, read the studies.

Maier’s experimental conditions are not my life. But the property he isolated is the relevant one: an adverse state with no reliable action that terminates it.

I could not guarantee the next beat.

So I did what I had always done. I controlled everything around it. Work. Language. Output. The appearance of normalcy. The amount of burden anyone else was permitted to see.

That last one was the most dangerous.

McEwen

Bruce McEwen gave me the price.

Allostasis is stability achieved through change. The body does not stay stable by holding systems still; it predicts, adjusts, reallocates, and responds. Heart rate changes. Blood pressure changes. Hormonal signaling changes. Immune activity changes. Attention changes. Energy moves toward the expected demand.

Allostatic load is the cumulative burden of making those adjustments too often, or inefficiently, or without recovery, over years.

McEwen’s framework rejected the tidy division between a helpful stress response and a harmful one. The same mediators protect in one context and damage in another. Timing matters. Duration matters. Magnitude matters. Recovery matters most of all. And the brain is both the interpreter of the experience and a target of the responses it coordinates.

The framework contains something ordinary language keeps missing.

The adaptation can work and still issue an invoice.

It worked. That is the entire point. The adaptations moved me through everything I have written about. They rebuilt a life after the credential disappeared. They made me professionally useful. They let me read people and systems fast. They produced the operator who could sit in the other chair, watch what incentives were doing to patient care, and stop looking away.

They produced outcomes.

And I paid for them anyway. Memory. Attention. Health. Relationships. Years with my daughter that I occupied physically and cannot always retrieve.

The price does not prove the adaptation failed. The price proves it had been running.

McEwen let me hold two things at once without forcing either out of the room. The vigilance protected me. The vigilance harmed me. Both are true, and neither cancels the other.

Arnsten

Amy Arnsten gave me the evaluator.

The prefrontal cortex supports working memory, inhibition, sustained attention, flexible reasoning, and the ability to hold one representation against another before deciding. It is the part of the system where reflection interrupts reaction.

It is also remarkably fragile under stress.

Arnsten’s work describes an inverted-U between catecholamine activity and prefrontal function. Under alert, manageable conditions, moderate norepinephrine and dopamine strengthen the persistent network firing that keeps information online. Too little impairs it. Too much impairs it too. Under uncontrollable stress, high catecholamine release engages lower-affinity receptors and intracellular signaling that weakens the recurrent connections working memory depends on. Acute stress can diminish prefrontal control within minutes. Prolonged exposure produces structural change in prefrontal dendrites in animal models.

This is not an argument that stress made me stupid. The professional record makes that explanation impossible.

The more interesting possibility is that different forms of cognition did not move together. A deeply rehearsed framework stays available while flexible reasoning gets expensive. Pattern recognition stays sharp. Habit carries behavior when working memory is strained. A man solves the problem in front of him and loses the thread connecting it to the hour before.

That is the contradiction at the center of everything I have written. The people around me were naming me after a machine that remembers everything, while my own memory was failing in front of them.

Arnsten also gave me the part I did not want.

The alarm and the evaluator of the alarm do not run independently, and stress does not tune them evenly. Prefrontal control weakens while amygdala-driven threat processing and habitual responding gain influence.

The alarm gets louder. The evaluator gets less reliable.

That does not mean the alarm is wrong. Many of mine were right. It means the moments of greatest certainty are the moments certainty most needs an external check.

The loop

I have written about neural remodeling and recovery in “Arbors”. I will add only the piece that came clear after Maier.

Control and prefrontal function are not two stories.

In Maier’s work, the ventromedial prefrontal cortex is the structure that detects control and regulates the stress circuitry beneath it. In Arnsten’s work, uncontrollable stress is precisely the condition that impairs prefrontal function.

The system responsible for recognizing control becomes less capable under prolonged uncontrollability.

There is a loop inside that, and it closes.

The less controllable the environment, the greater the load on the circuitry needed to regulate the response to it. The weaker that regulation gets, the more the organism falls back on older, faster, practiced responses.

For me those are four lines long.

See risk. Move. Produce. Do not let them see you break.

The rule becomes more available as reflection becomes more expensive. The adaptation executes faster. And the person living inside it gets harder to reach.

What the literature supports

Experience changes how the body uses the code it was given.

Glucocorticoid receptors influence transcription. Hormonal feedback loops recalibrate. Receptor sensitivity shifts under sustained signaling. Synapses strengthen and weaken. Dendrites remodel. Functional connectivity between regions reorganizes under prolonged demand. Early and chronic adversity have been associated with differences in epigenetic regulation - findings that are tissue-specific, context-dependent, and unable to explain any single person retrospectively.

The sequence does not change. What changes is which parts of it get read, how often, and how loudly.

Nobody profiled my gene expression. Nobody measured epigenetic marks across the course of my life. Nobody tracked my catecholamines, cortisol dynamics, receptor sensitivity, inflammatory markers, or neural connectivity through any of the events in my life.

The mechanisms are plausible. Their operation in me is unmeasured.

What returned

The rhythm quieted on December 9, 2024.

I experienced safety before I experienced happiness. Then clarity. Then energy. Then emotion. Then ideas arriving faster than I could hold them. Then a horizon.

People who had only known me under compression saw the size of the change without any access to the mechanism I was just beginning to find. An old interpretation was available. It got reached for.

That is why this essay cannot be an argument against every diagnosis. The real question is harder than that.

What should happen when a presentation fits a familiar category but the person’s environment has also changed enormously? What should happen when a long-standing physiological burden is removed and nobody has a baseline for the person without it? What should happen when numbness has been mistaken for personality? What should happen when recovery is large enough to look like pathology from outside?

The answer cannot be that lived experience overrides clinical concern. It also cannot be that diagnostic resemblance ends the inquiry.

Ask what. Then ask why.

Always the third door

I did not arrive at this research through an institution. Artificial intelligence routed me toward it, and I explored that in “The Scaling Laws”.

The models did not discover any of this. Human beings did. Researchers developed the questions. Teams designed the experiments. Technicians collected observations. Participants gave their time and their bodies. Statisticians examined results. Reviewers narrowed claims that outran evidence.

The machines only lowered the distance between my question and that work.

I could ask why control changed the response to equivalent stress. Then which circuits were involved. Then what excessive catecholamine activity does to prefrontal networks. Then how allostatic load differs from ordinary stress. Then what is established in humans, what comes from animal models, what remains theoretical, and what I had no standing to claim about myself.

One question became a paper. One paper became a name. One name became a research program. The research program became a map.

That took months. Nights mostly, and most of the weekends, reading everything of theirs I could get my hands on and then the papers those papers pointed to. The models shortened the distance. They did not walk it.

No neuroscience degree. No laboratory. No institutional appointment. A compromised memory, a body of records, lived experience, and an unreasonable number of questions.

The tools gave me reach. The science gave me restraint.

Why changes the answer

For thirty-nine years, people studied how I presented. Then K asked what had happened.

She did not hand me a category. She asked about the house I grew up in, and what I could not control in it, and what I had built instead. She asked what the production was for. She asked, more than once, what I thought would happen if someone saw me break.

Under that question the course of my life stopped looking like a collection of disconnected deficits and started looking like a sequence of adaptations.

That did not make every adaptation healthy. It did not make every label false. It did not remove my responsibility for anything I did while operating inside them.

It made intervention possible.

Shame says: you are bad, hide it better.

Mechanism says: here is the sequence, interrupt it earlier.

When I understand that production can be camouflage, I can ask what I am hiding behind output. When I understand that action manufactures a sense of control, I can choose actions that do not spend other people to regulate me. When I understand that stress weakens the evaluator while strengthening the alarm, I can slow down before moving irreversibly. When I understand that a nervous system generalizes from old danger, I can ask whether the room I am standing in is actually the old room.

A biological explanation does not excuse an outcome. It gives you something more useful than moral condemnation to change it with.

The question beneath the word

Somewhere there is a child being described entirely in the language of deficit.

Somewhere there is a patient achieving fine and disappearing inside the achievement.

Somewhere there is a person whose adaptation has become so effective that nobody thinks to ask what it costs.

Somewhere there is a family reaching for a word because a word is easier to hold than a person.

Ask what. The symptoms matter, the risk matters, the diagnosis may matter.

Then ask why. Ask what happened. Ask what could not be controlled. Ask what the person learned to control instead. Ask what the behavior protected. Ask what it costs now. Ask whether the environment that built it is still standing.

To Steven Maier, Robert Sapolsky, Bruce McEwen, Amy Arnsten and the teams who supported all of the work that has allowed me and many others to find meaning from their own lived experiences - Thank you.

Maier gave me the lever. Sapolsky gave me the alarm. McEwen gave me the price. Arnsten gave me the evaluator.

None of you told me who I was. You left behind enough of the mechanism for me to begin asking correctly.

And to K, who asked first.

It took thirty-nine years.

- Matthew J. Adams

ad astra per aspera

The record beneath this essay

“Sixteen Questions” - The labels, the instruments, and everything the questions could not see.

“The Course of Life” - The accident, the lost credential, and the education built outside an institution.

“The Course of Life — Part II” - The system of language and persuasion that became an operating framework.

“The Course of Life — Part III” - Hope, fear, problem-solving, and the moral weight of moving another person.

“9 Years” - The full cardiac and human chronology.

“Life in the 0.1%” - What the records measured, what they omitted, and the burden shared by other cardiac arrhythmia patients.

“Arbors” - Chronic stress, memory, neural plasticity, and recovery.

“The Scaling Laws” - Artificial intelligence, restored agency, human judgment, and the measure that matters.

“Seeing the World Through Incentive Eyes” - What happens when vigilance turns toward the systems surrounding care.

Clinical dates, procedure counts, rhythm figures, and quoted report language are drawn from my own medical records. This is not medical advice.

Nine years ago today, a catheter went into my heart for the first August 3, 2017. Posterior right ventricular outflow tract. They found the focus and burned it. The exit site moved. Residual beats remained at the close of the case.

I went home on propafenone and got on with it, because the working diagnosis was the benign one, and that is what you do with a benign diagnosis.

I want to start before that.

Swimming Fish

I was a closet geek for a long time before I was anything else.

Technology came naturally to me for most of my life. In high school I was in an engineering, science, and technology magnet program, and it was the first place anyone treated the instinct as a subject instead of a distraction.

My claim to fame there was a Telnet exploit. I used it to spoof an email from my Cisco networking teacher to my pre-algebra teacher across the hall.

Ten days of in-school suspension.

Worth it.

I was a gamer, and in some form I still am. At sixteen I was one of the best-equipped clerics on our EverQuest server, and the actual work of that was math, run live, under pressure. Heal rotations. Damage per second. Buff auras. How much aggro a tank could absorb before a pull went sideways and the whole raid had to recover at once.

Nobody called it orchestration.

That is exactly what it was.

By 2011, that instinct had turned into paid work. I was on staff at a restaurant on Disney property, and that is how I got in the room at all: not as a vendor, not as an agency with a portfolio, just as somebody already trusted to be in the building.

I built responsive wine menus for first-generation iPads. Responsive design was not what it is now.

I read a book years later called The Third Door, by Alex Banayan. It was published in 2018, long after any of this happened, so I want to be honest that I did not have the language for it at the time. But I have thought about it since, because it names something I had already lived without knowing what to call it.

There is the front door, where everyone waits in line with the credential the line requires. There is the door for the people who never have to wait at all. And there is a third door: the one you find because you are already inside the building for some other reason, and nobody has thought to lock it.

That is how I have entered nearly every room I have ever been in. I did not have a credential to present at the front door, so I kept finding the side one.

Stack Overflow was my bible. Copy and paste was legendary. Three months, several iterations, some of which I am not proud of, and about twenty-five hundred dollars. No-code before no-code was a thing. A lot of sleepless nights, and I loved it.

The IT director for the property asked how I had finished her Food and Wine Festival web app so quickly. She asked whether I had used Dreamweaver.

I laughed and said, What’s that?

I had built it in Notepad because I did not know there was another way, and it had not occurred to me to stop and find one. She wrote me a letter of recommendation. I still have it.

Then the client asked whether I could make animated fish swim from iPad to iPad, in sequence, across the dining room.

For the aesthetics.

That became the benchmark. Not whether a guest could find a wine. Whether the fish swam.

Getting in through the side door has a cost. I felt it for the first time right there. The same lack of credential that got me into the building meant I had very little to stand on once I was inside it. No portfolio. No letters after my name. Nothing that made a client take my judgment over their own.

So when the client decided the benchmark was fish, I had no standing to tell them it was not.

I lost my ambition for the whole thing while the field was still small.

I did not yet have the eyes for what I was looking at. I have it now. It was the first time I read an incentive structure and understood in advance what it would do to something I cared about. It is also why I have never been able to take credentialism entirely seriously.

To be a founder is to solve problems.

To solve problems, you do not need a credential. You never have.

Natural at this

A family member told me I would be a natural in healthcare.

She worked at a large ambulatory surgery center and told me to come see. So I did. I got the job, and I spent six years there at the top of enterprise production. Every company award. The CEO award. The COO award.

Inside the building, I had a brand: patient first, always.

People had our facility wrong from the outside. We were out of network, a model that deserved scrutiny because it could expose patients to significant cost. It also meant we were not bound to a particular insurer’s contracted terms in the same way an in-network facility would be. Inside that structure, I watched people build a clinical experience they genuinely believed in.

We had minimally invasive spine surgeons doing four and five cases a day, some of them in the building at four or five in the morning because that was simply their life. I saw their cars in the lot before I arrived. Every time, I thought the same thing: if people carrying that scope of responsibility could be there that early to care for patients, I had no excuse not to be early too, helping them deliver more of it.

High volume, yes. I will not pretend otherwise. People called it a mill more than once, and I understand why the word gets reached for. Numbers alone can carry that reading from the outside.

But I lived on the inside of it. I spoke with patients before their procedures and heard from them afterward. I watched people return saying they could walk, sleep, or work with less pain. That is lived experience, not comparative evidence, and I will not make it carry more than it can. What I can say is that I believed the skill and experience of our surgeons were exceptional. I still do.

The way I measured it then was cockpit hours. You want gray hair in the left seat. Ours had plenty.

My directors will tell you I was the most robotic-sounding sales consultant that they had ever met. That was not a complaint about tonality. I had inflection. I had a conversation. It meant the order was always the same because the order was a framework, and I have written that framework out elsewhere.

Credibility. Commonality. Problem. Solution.

I watched the numbers constantly. I changed one thing at a time on purpose so I could still tell what had worked.

One of my directors came to me about the price.

Matt, it’s a big number. Take their mind off it. Clap. Just clap after you say it.

I did that one time.

Then I built the other thing. I normalized financing. I told people plainly that most patients who chose us chose to finance, because this was a real investment.

Third-party story. Old tactic.

It worked because it did the one thing that actually matters in that room: it told a frightened person that they were not the only one, and that needing a way to pay was normal.

That is what those years looked like from the outside. Present. Reliable. Consistent. The happy dad. Too often the life of the party. Light up the room, all of it.

And underneath that, the arrhythmia started.

Just arrhythmia

I want to be exact about who filed me first, because it was not a facility, a family member, or a chart.

It was me.

It’s in your head. It’s no big deal. Keep going hard. This is who you are, so keep on going.

I said that to myself for years. Out loud, sometimes. I said it every time my chest did something I did not like, and it worked in the sense that it kept me moving.

It is also the exact gesture I have spent this year writing about other people making at me. A handle is easier to hold than a person. I reached for mine before anybody else got the chance.

In December 2016, I was admitted to Pepin Heart Institute for observation. Bigeminal premature ventricular contractions for the better part of a day. Then a stress test.

I need to say something about that team, because I am going to be hard on systems later. I have seen the ugly end of American healthcare from the inside. And then there are these people, who are simply the best of it. Whole-person care. They have been with me at every step, and they still are.

Real treatment started there. Propafenone. Bisoprolol. Metoprolol. Come to think of it. Pretty much anything ending in olol was part of the journey.

The first ablation was expensive.

That fact did something I did not understand at the time. The arrhythmia did not stop when I got home. Early post-procedure beats did not by themselves establish that the procedure had failed. It was described as successful, and I still believe it was.

But the beats continued after that too.

A lot of people had watched me suffer. A lot of money had been spent. I could not find a way to say it was still happening.

The cost bought silence out of me.

Nobody asked for that. It is just what a large number can do inside a house.

That is where the fog starts. Dissociative. Forgetful. Distracted. Present in the room and not in it.

And still: it’s just arrhythmia, and this is who I am.

The wizard

After the spine center, I moved through healthcare wherever the moment took me: a recruiting role, then a marketing agency where I learned paid media from genuinely talented people, then a call to help stand up a private orthopedic practice from nothing.

That was the most professionally complex problem I had ever tried to chew.

Half-million-dollar operating line. Full staff on payroll. No insurance contracts. No hospital credentials. No Medicare provider number. Months away from being able to perform a procedure.

And the instruction was: figure it out.

So I did what I do. I took the lead-generation funnels I had just learned at the agency and pointed them at chronic pain. I built a seminar-marketing program for satellite locations to put us on the map. Then I learned, at a dead run, how commercial contracts work, how provider contracts work, Medicare fee-for-service and capitated models, preauthorization - everything standing between an open door and a dollar - because the burn did not care that I was new.

Rabbits out of a hat, for months.

That is where the word wizard got applied to me.

Here is what wizard actually was: a man learning capitated payment models at a dead run while his own heart was coming apart, and doing it well enough that nobody looked closer.

I started isolating. I was there, and I could not stop it, and I was not willing to admit that I was breaking.

I took golf lessons around then. I remember being furious that swinging a club left me completely drained. That is not an excuse for being bad at golf. I own that entirely.

But that is the hard part. You know you are coming apart. You suspect everyone can see it. So you find somewhere to be for four hours where nobody has to watch.

I golfed much more than I should have, and it was rarely joy. It was distance from the guilt of not being all the way there.

Then COVID happened, and I will be honest about it.

For me, the timing could not have been better. We were told to isolate.

I thought: perfect. I do not have to be on stage.

Six cards

I needed work I could do from a chair at home, so I went into insurance telesales.

I was good at it. Top of the leaderboards. On the final day of one annual enrollment period, I wrote more than twenty applications.

But the reason that job matters is a woman I had met years earlier at the orthopedic practice, in tears from pain, digging through her purse and trying to work out which of six insurance cards was still active.

Swapped out every quarter. No end to it.

I remember thinking: Why is this happening to her?

Then I went to work inside the thing that produces it, and I found out.

That is the whole method, and it is the only one I have. See the effect. Go work inside the cause. Come back with the mechanism.

Incentive eyes are not a temperament. They are discovery, run on the system instead of the patient.

Eight days

On April 19, 2021, I went to an emergency room with abdominal pain.

A stomach ache.

While I was there, somebody looked at a monitor and saw runs of ventricular tachycardia.

That is how the next phase was caught: not during a scheduled rhythm evaluation, but during an unrelated complaint, in front of a person who happened to be watching.

Three days later, they put a patch on me. It recorded from April 22 through April 26.

In four days: 235 runs of ventricular tachycardia. The longest ran eleven beats, averaging 196 beats per minute and reaching 218. The fastest ran six beats, averaging 212 and reaching 250. My premature-beat burden was 2.83 percent: 9,081 isolated beats and 734 pairs. Unifocal. Bigeminy.

On the intake for that report, under heart disease, somebody had written None known.

Nearly four years after an ablation.

The line was technically defensible in one narrow sense: the arrhythmia was known; the structural disease was not. It is also exactly the gap this essay is about.

The monitoring company flagged the result as critical and called my electrophysiologist at 6:27 that evening. I was clearing trees on our property when the phone rang and I was told to stop what I was doing.

An echocardiogram followed. A treadmill the next morning.

Eight days, from a stomach ache to a stress test stopped for sustained ventricular tachycardia.

That is how fast it went.

And it is worth saying what that means: what changed in eight days was not necessarily the disease. It was the visibility. After three years and eight months, the heart finally had a room’s full attention.

Tuesday

April 27, 2021, was a Tuesday. I have checked.

Bruce protocol. Eleven minutes and six seconds. Maximum heart rate 203, which the report puts at 109 percent of my predicted maximum, at 13.7 METS. Blood pressure appropriate throughout. Palpitations and shortness of breath during the test.

After stage three, the extra beats came faster. Then the rhythm became sustained monomorphic ventricular tachycardia, and the study was stopped. It ran one to two minutes into recovery before terminating on its own.

I remember the technician’s eyes.

I watched the panic land in her face when the rhythm climbed. She went for the nurse practitioner. Somebody called for Lopressor. I was told to sit down and bear down.

And I sat there thinking: What are you all freaking out about?

Because it was Tuesday.

Because it was one more Tuesday in a long run of them, and I had a stack of Tuesdays exactly like it going back years, and not one of them had ever produced this much movement in a room.

Two accurate readings of the same heart. She was trained on a population and reacting correctly. I was calibrated to my own life and reacting correctly. Nobody in that room was wrong.

I did not have a reference point.

She was the reference point.

I watched a stranger have the appropriate emotional response to my life, and I was confused by it.

There is one more line on that report that I did not use for years, and it is the one that explains everything.

The patient’s functional capacity is average for age.

On the day my heart went into sustained ventricular tachycardia on a treadmill, the same page documents that I performed. Hemodynamically stable. No chest pain. One hundred and nine percent of predicted.

I was not faking fine.

I was achieving fine.

That is worse, and it is why it worked on everybody, including me.

What the instruments could see

On April 26, an echocardiogram described my right ventricle as normal in size and systolic function.

On August 17, a cardiac MRI reported a right-ventricular ejection fraction of 44 percent, an indexed end-diastolic volume of 103 mL/m², and a microaneurysmal, accordion-like pattern in the right-ventricular free wall - the wall moving out of time with itself.

Under the 2010 Task Force framework used for arrhythmogenic right ventricular cardiomyopathy, the regional wall-motion abnormality plus either quantitative threshold can satisfy the minor cardiac-MRI structural criterion. The report contained all three components. They are not three independent diagnostic categories, and I will not count them as if they are.

Same ventricle. One hundred and thirteen days apart. Very different information.

That does not make the echocardiogram an error. The right ventricle sits behind the sternum, has complex geometry, and is difficult to quantify by two-dimensional echocardiography. Cardiac MRI is the reference standard for right-ventricular volumes and systolic function. The echo answered the question that instrument could answer. The MRI showed what it had not.

Between those two imaging reports, on May 20th 2021, they brought me in for another ablation attempt. The arrhythmia did not appear, even with provocation. There was nothing to map and nothing to burn.

You cannot treat what will not appear.

On September 10, after another electrophysiology study, a defibrillator was implanted in my chest.

The house

I need to tell you what was in my home during those years, because it was not only me.

A nonspeaking autistic child I loved lived with us for a time. His story is not mine to publish. What I can say is what knowing him taught me.

At first, I understood too little. Then I started to see the patterns: gaze, behavior, repetition, proximity. I learned that communication was happening whether or not I had yet learned how to receive it.

It was language.

The obligation was ours to attempt to understand it, not his to become easier for us to read.

I was, at the same time, a man steadily losing his own ability to be understood by the people around him. Both of us carrying something real. Both dependent on whether anyone on the receiving end would do the work.

Everything careful I have built since comes out of that. Every principle about not putting words in a person’s mouth. Every rule against a system announcing what somebody means while holding only a probability. Every insistence that the person being described must retain a veto over the description.

That is not an abstraction I arrived at. That is a child I know.

We were also building: a new home under contract, and a decision to live in a tiny house on the land while it went up.

That project was joy. I loved working on the house and the ground. I took a chainsaw to every invasive tree on the property and enjoyed all of it.

By then, focus only came if I made it come. So I made it. I worked that land on purpose, with intent, because intent was the only thing that would hold my attention long enough to finish something.

It was my peace in all of the storm.

Which is why it happened there.

December 9, 2021. Three months after the implant. Hot. I had not taken my morning medication. I was waist-deep off the shore of the pond, the one place I went specifically to stop thinking about my heart.

The first shock came before I understood what was happening. The second put me on my knees. After the third, I lay down in the dirt and said I was sorry over and over.

That moment was one of the most frightening of my life. It was not the shocks, to be certain. Absorbing pain and uncertainty is not something foreign to me. The thought of my life ending and not having accomplished anywhere near what I had expected of myself - that was the frightening part.

So, I kept going. Because it was just arrhythmia and that is just who I am.

The framework in the wrong room

In July 2022, I took a consultative role covering sales and marketing. On my first day working alone, I set a record for the location.

Within months, they were asking me to run it.

I want that standing where a reader can see it because it proves something I have said across this body of work: the framework works almost anywhere.

Credibility. Commonality. Problem. Solution.

Run those steps properly in front of somebody who is suffering, and they will move.

The framework has no opinion about what they move toward.

I became morally conflicted about what I was seeing. I left in November. I have preserved what I know and made it available where appropriate. The rest is not mine to publish here.

I will give you one detail that is not flattering, because leaving it out would make the rest less true.

I did not walk out the day I knew. I waited until a loan closed on the pool.

Both things are real. I left on principle, and I timed it around money.

I did not sit quietly through the months in between. I started doing something the sales culture I had learned had trained me not to do. You did not put the word think in front of a prospect. The pitches I had been taught were designed to keep that word from entering the room, because once somebody began thinking, they might stop moving.

I put it in the room anyway.

Are you sure you don’t want to think about this?

I asked it - sometimes insisted on it - when I could see somebody moving past what they could actually afford, carried by a sales process that had not left them much time to ask the question themselves.

My numbers went down.

I was fine with that.

Somewhere in that stretch, I developed atrial fibrillation. I am not going to tell you stress caused it. I think stress may have contributed. It may also have been progression of the underlying disease. I do not know.

What I can tell you is that fibrillation was a different animal from the extra beats. The beats broke my focus and cost me the thread. The fibrillation took my breath, in a specific way, from a man whose job was to talk for long stretches without stopping.

On January 9, 2023, they went in for it. A cryoablation, and a great many more large needles than I was accustomed to.

It worked. The fibrillation resolved and has stayed resolved. I can say that my atria has continued to do other things since, and I will not overstate a win. The fibrillation is the part that got fixed.

It gave me a real lift anyway. The ventricular beats had been unsolvable for so long. Then this new thing arrived, and they solved it.

Something in me could still be fixed.

Sixteen cylinders

I spent 2023 in remote roles, and my own résumé started to make me angry.

Narrow field, broad capability. I would read a job description, run it forward, and see where the incentive went. I will have to be compliant in this specific way, and because of that, this specific person may not get the best outcome.

Every time.

That was not disillusionment. It was a man who could no longer stop reading the incentive before he applied.

They took me back into the lab for another ventricular procedure in January 2024.

The next month, I took a job with a device distributor a few miles from my house.

For a while, it was exactly what I needed. Pump the brakes. Be on a sales floor. Young, hungry professionals around me. That is my happy place, and it always has been.

The arena - surplus and overstock medical-device inventory - is a nebulous one. The work sent me into group-purchasing contracts, spend commitments, manufacturer pricing, and the rules that determine what can reach a hospital shelf. I saw how a product can be available at a steep discount and still remain commercially difficult for a supply chain to use. I also saw good people trying to protect clinical operations inside those constraints.

I learned enough in one year to owe somebody an essay about supply chain. That essay is coming at a later date.

But the arrhythmia was back, and it was back with force.

There was a day on the golf course with my friends. Florida, midsummer. I looked at my watch. I had a love-hate relationship with that watch because it let me monitor and also made it possible to know.

I was in ventricular tachycardia.

My friends were having a good time.

I was in a panic and said nothing, because it was Tuesday, because it was just arrhythmia, because that was who I was.

So I kept going. That is what I do.

By September, the device in my chest was reporting a heart running erratically and doing a great deal of work that was not mine to do.

That was also the year my colleagues started calling me MattGPT because they wanted to know what I would say before they said it themselves.

I laughed. It is funny.

It is also the year my memory was failing in front of the people who named me after a machine that remembers everything.

Of all of the labels and names that have ever been applied to me, MattGPT is my favorite.

The people who understand my entire body of work in healthcare would tell you themselves - I am a machine.

The scheduling sheet

My electrophysiologist had concluded that another thermal ablation carried too much risk to tissue that had already been treated repeatedly. He elected to attempt pulsed-field ablation in the ventricle.

The scheduling sheet came through and said PFA.

I had spent seven years becoming fluent in this. Every acronym. Every criterion. Every number on every report. I knew my own disease better than most people know their address.

I had no idea what PFA meant.

So I looked it up.

At the time, the FDA-approved indication for the system was pulmonary-vein isolation for drug-refractory, recurrent, symptomatic paroxysmal atrial fibrillation. Our target was in the right ventricle.

That is what being an edge case actually is. Not rare. Not interesting. You read everything you can find and the scheduling sheet still comes back with a word that has no established evidence base for your exact use, because the procedure being proposed sits outside the approved indication.

Thinking outside the box stops being a virtue and becomes a requirement.

The team could recommend. The decision could be shared. The consent was still mine.

That is lonely, and the weight is real.

I went anyway.

December 9, 2024. Anterior right ventricular outflow tract. Thirty-three lesions.

Three years to the day since the pond.

The device did not hand me matching experimental windows. It handed me the windows it had.

A 399-day summary ending in February 2025—and therefore crossing the date of the final ablation—counted 3,131,975 premature ventricular contractions. Salvos of three beats or more: 1,399. That is roughly 7,850 premature beats per day across the report window.

A later report covering 353 post-procedure days counted 2,296 premature beats, roughly 6.5 per day. Salvos of three or more: zero.

The windows are not perfectly symmetrical. I am stating that because the asymmetry belongs in the record too.

Across the device’s own report windows: more than three million premature beats to 2,296. Roughly 7,850 a day to 6.5. Salvos from 1,399 to zero.

Different windows. The exact counts are above. The scale survives both.

A man I trust achieved that with an off-label use of a technology that, at the time, was approved for a different rhythm in a different chamber.

The quiet

On December 9, 2024, the rhythm quieted.

Here is what the quiet felt like.

Clarity returned. The fog lifted - not gradually, the way it had arrived, but with a speed I still struggle to describe. Several symptoms elsewhere in my body resolved in the same period. The rhythm medications later came off.

Underneath all of it was a sense of safety I had not felt in so long that I did not recognize it when it arrived.

I had energy. I had joy. I had resolve.

My experience was recovery.

Some people around me experienced those same changes as evidence of illness. A man who had barely reacted to anything was suddenly reacting to everything. There was a framework available in an old file, and it was reached for.

Mania.

That was the interpretation. I understand how it looked.

So that is how nine years ends. Not in a lab.

Thirty days out from the best medical outcome of my life, in a building in Florida.

That is the next essay. It is called Thirty Days, and it is the hardest thing I have written.

What happened in those thirty days was going to change the course of my life forever.

Nine

I do not believe luck can carry an argument.

I believe in merit: whether the work holds when somebody else tests it.

As to my own, I have produced at an expert level across multiple domains of healthcare while carrying an edge-case heart through years of procedures, shocks, medication, and fear. I know what exactly what I am capable of..

I am not a man I would bet against.

I have said this before, and I will say it again: I do not give a fuck about the odds.

Which is not entirely true, and I am not going to let it sit uncorrected in the same paragraph where I said it.

Professionally, the odds are nearly the only thing I have ever cared about. My whole career has been odds: conversion against resistance, risk against reward, probability against a deadline. I have run that math live, under pressure, in every domain I have worked in.

What I refuse to do is let the probability of failure decide whether the attempt belongs to me.

Failure exists. It does not get a veto.

Nine is my number. It always has been. Born in the ninth month, on the 18th day, weighing in at nine pounds.

There is a property of nine I have known for most of my life and never registered properly until recently.

Take any positive whole number, multiply it by nine, then keep summing the digits until one digit remains. It returns to nine.

Nine times two is eighteen. One and eight.

Nine times nine is eighty-one. Eight and one.

Nine times ninety-nine is eight hundred ninety-one. Eight plus nine plus one is eighteen. One plus eight is nine.

Mathematicians call that final value the digital root.

This is not a prophecy about my life. It is modular arithmetic. Nine sits one below the base: in base ten, a number and the sum of its digits leave the same remainder when divided by nine. Every positive multiple of nine therefore reduces to the digital root nine.

It is a property, not a coincidence.

I am choosing it as a metaphor because I recognize myself in it.

I have spent this year writing about labels applied to me across forty years.

Gifted. Addict. Bipolar. Genius. Wizard. Delusional.

Every one was an operation performed from the outside. Some contained truth. None contained the whole input.

The years transformed the way I looked to other people. They transformed the way I looked to myself. They did not remove the underlying thing.

That is the part of nine I take.

And here is the other half, which I like even more.

Nine is the brink. In single digits, it is as far as you can push. One more and the place value turns over and the count begins again.

I will not say the years took nothing. They took time. Memory. Health. Money. Parts of relationships that cannot be restored.

They did not take the one thing I was ever actually good at. The ability to reason under pressure. The confidence of knowing that I if my back is ever flat on the dirt, I am going to get back up and keep going.

Because its just arrhythmia and that is who I am.

Nine years. Seven trips.

Still here.

Still nine.

— Matthew J. Adams

ad astra per aspera

Problem - Identify the problem. Consider life impact. Decisions are driven most often by two emotions: hope and fear. Both are emotional reactions to problems. If describing the problem does not draw emotion, either a problem does not exist or you have not described it well enough.

Soak that in for a second before you read further.

Some musicality to go with this read.

AC/DC - Problem Child.

That is another label that has been put on me.

Solving problems is my strength. It has been since I was a child.

Not by choice.

I am going to start with this portion of the C²PS framework from my years working with chronic pain patients at the spine surgery center.

I wrote in Part II:

Problem is where the framework stops being preparation and becomes an act. You are going to locate the thing that hurts in the life of the person across from you, and you are going to help them feel it clearly enough to move.

Done right, it is close to the most useful thing one human being can do for another.

Done wrong, it is the most efficient method ever devised for taking something from someone who is already suffering.

I have done both.

I was good at both.

Understand - I am not writing any of this like it is a badge of honor.

For most of the time I spent working in healthcare, the work I did had patients calling me after their treatment, or seeing me in the waiting room at post-op, and thanking me and everyone else involved in their care. I worked with some incredible clinical minds over the years. I am blessed to have contributed to the impact made in their lives.

I have also worked for organizations I deeply regret having ever been a part of. I carried that weight for years.

Fortunately, it was lifted about a month ago.

That is all that need be said.

Now let’s talk about problems

Remember this.

You do not talk about problems until you have earned trust. Credibility.

You do not talk about problems until you have discovered that one exists. Commonality.

If you miss those parts - walk away and come back better prepared next time.

I have always found that the weakness of most sales professionals is not product knowledge, and it is not the ability to communicate it effectively.

Sales professionals talk too much.

The key is listening.

Lawyers spend countless hours on discovery because they are trying to win an argument. They ask questions. They gather evidence. The lawyers who are most effective in discovery often end up the most successful in the courtroom.

Sales is no different.

Particularly in healthcare, and definitely with patients living with chronic pain, you let people talk.

I did not always have that emotional register in me. It grew.

The call review

I have always been surrounded by great leaders. People who saw something in me and pointed me in the right direction, because they knew that once I was pointed, I was going to get where they wanted me to be.

Early on, one of my directors - an assassin with a spreadsheet, who will know exactly who he is when he reads this - reviewed one of my calls with me.

Elderly man. Living with neck pain for decades. Loved to box. Couldn’t do it anymore because of radicular pain from foraminal stenosis.

I paid absolutely no attention to that on the call.

He did end up deciding to seek treatment with us. But that wasn’t the point.

That was hope and fear on the table, and I did not hear either one. His fear was that boxing was finished. His hope was that it wasn’t. The neck pain was just the thing he had words for.

At the time, I thought my job was to help people find relief for their neck and back pain.

On that day, my job changed forever.

My job was to get him back to boxing.

My job was to get her back to gardening.

My job was to help a grandfather enjoy time with his grandkids.

My job was to remove the burden of pain so that it did not become the burden of existence.

Life impact.

Once that seed was set in me, I listened.

To be completely transparent, on the day that call was reviewed, I felt awful about it.

I know what it feels like to try to tell someone that you are hurting and have them completely disregard it. I have known that feeling for a very long time.

That call review changed me.

The problem was not the pain.

The problem was the life the pain was eating.

The levers

It is here that I need to talk about emotions again.

Hope and fear are drivers in the decision-making process. There is a responsibility in operating those levers. I did not always fully appreciate the gravity of working them.

I do now. I will tell you why.

Hope at the spine center was a date on a calendar, so a woman had something to look forward to. Hope in the wrong room is what you sell to someone who has run out of options.

Fear at the spine center was a life shrinking around pain. Fear in the wrong room is a thing you amplify until it moves money.

I have been in both rooms.

One of them, I am never going back to.

It is the reason I built a room for me, and for others who want to build better rooms.

The coffee

The next part is the coffee. It is for the closers.

Blake was the villain, by the way. People quote that scene like it’s a motivational poster. It’s a horror film about what men will do to each other for a lead card.

Want to know something funny about the close?

The product matters far less than the person selling it.

If you have earned credibility, found real commonality, and identified the actual problem - the solution closes itself.

That is not a brag. It is mechanics. By the time you get there, the person across from you has already decided. You are just handing them the words.

Which means the C²PS framework never checks whether the solution is any good.

It has no opinion. It never did.

Run those three steps properly in front of someone who is suffering, and they will move - toward the thing that helps them, or toward the thing that takes from them.

The system can’t tell the difference.

Only the person operating it can.

Think about what has happened by the time you arrive at step four. They trusted you. They told you about their life. They named the thing they are most afraid of losing.

Every piece of vulnerable work in that room was theirs.

And you are the only one who knows whether what comes next deserves it.

That is the job.

Not the close. The check.

In one room, an old man went back to boxing.

In the other, I stopped being able to believe in what I was holding.

Same four steps. Same skill. I was good at it in both.

The difference was never the framework.

It was whether the solution deserved it.

So - Part Four.

How to present it, which is the easy part, exactly as promised.

And what I have spent this year building, now that I finally get to point all of this at something that earns it.

I am not the solution.

But I am a good head start.

— Matthew J. Adams

ad astra per aspera

I do mean this.

What follows is the Harvard education of sales. Because that is what was given to me - by a man named Ivan.

Timeshare sales training for me lasted three weeks. What I took from those three weeks is what would become my dissertation.

The system of sales.

The calculus of persuasion.

The keys to the kingdom.

Call it whatever you want to call it. You take what I write next and you apply it in your life - there is nothing stopping you from achieving whatever you want in your laps around the sun.

Some context before diving in.

In Part One I talked about the test scores. Reading, writing, and mathematics. I comprehend material well, I apply it logically, and the output is high quality.

To produce a paper, you have time to think. Solving a problem may or may not require urgency. Reading requires the passage of time.

Communication is an entirely different animal.

The art of effective communication, for me, has always been about the latency on the API calls.

Low confidence = high latency. High confidence = low latency.

Low latency on the right calls equals conversion.

Growing up, I did have a charm about me. But I was incredibly shy. I got nervous having to pick up the phone to order pizza back then.

I had the Ritz-Carlton that refined the vernacular. I had the intoxicating experience of literally intoxicating people as a sommelier.

Now I needed to figure out how in the hell I was going to get through a 90-minute presentation, for a product I knew nothing about, in a cutthroat industry that is all about the numbers.

You produce or you find the exit.

Ivan

Ivan was my trainer.

I have had plenty of people tell me that I am the most naturally talented salesperson they have ever known. Ivan is the reason for that.

Ivan could light up the room. He did. Every single day. It was part of his job to take people from all walks of life and turn them into producers. A sale itself. He was articulate, charismatic, and credible.

Before entering the industry, he had run an auto-detailing company. The topic he was training on was tonality. He went into a ten-minute pitch on everything he did to detail a car. It was vivid. It was a story. It was told with conviction and enthusiasm.

His point was simple.

There is a vast difference between someone saying, “I will detail your car,” and what Ivan had just described.

When your livelihood depends on the response your words receive from people who are making a decision - how you say it is just as important as what you say.

Ivan gave me confidence. He gave me the system.

The system

Credibility. Commonality. Problem. Solution.

In that order. Every time. For all things.

These concepts are not a script. They must be followed in order. Any deviation reduces both the potential and the durability of the outcome.

I was trained on them for use on the sales floor. But over the course of life - the curriculum - I have come to understand them as the fundamental ingredients of any transaction taking place anywhere.

So first, a brief description of each concept and how it applies to persuasion and to business generally. Then I am going to show you exactly how I applied each one, using the case that proves it best.

The C²PS Framework

Credibility - Know your product. Know your competitors. Know the market. Dress the part. Use your full name. Firm handshakes. Speak clearly.

Commonality - Build rapport. Find common ground. Discovery. Open-ended questions. Relationships require listening. Trust is not trivial.

Problem - Identify the problem. Consider life impact. Decisions are driven most often by two emotions: hope and fear. Both are emotional reactions to problems. If describing the problem does not draw emotion, either a problem does not exist or you have not described it well enough.

Solution - Nobody cares to know about your solution unless they believe you are credible, they trust you, and they have a problem. If you have not checked those boxes, there is no reason to present a solution. If you have checked those boxes, presenting the solution and closing the sale is the easy part.

Now for the fun part - the Sprezzatura. The Alpha Between the Ears.

Credibility

This is the hard part. This is the part that nobody sees.

My career after leaving the timeshare industry spanned multiple domains of healthcare. High achieving in all of them.

How? I study.

If you want to compete, you had better understand the rules of the game.

I spent six years at the top of enterprise production for one of the largest and highest-volume private ambulatory spine surgery practices in the country.

Before arriving in that room, I had absolutely no understanding of spine surgery or anything remotely close to it.

Then again, I wasn’t a sommelier before I was a sommelier either. I didn’t know how to sell timeshare either. Until I did.

If you want to compete, you study. Plain and simple. This is not a secret.

I asked a truly annoying number of questions of the physicians. I subscribed to Becker’s so I could stay current on market trends. I knew competitor offerings. I knew our offerings. I studied the ins and outs of commercial and government health insurance.

I also knew that people who had good insurance had jobs. Which means they do not have time during the day to talk about their pain. So I came into the office earlier and I left later.

I wasn’t doing it to cheat. I was doing it to win.

Others had the same opportunity. They either didn’t see it or chose not to take it.

Every interaction became training data, and ultimately became how I optimized the latency for conversion. I had a great many interactions with human beings living with chronic pain, from every walk of life.

Consider that on average I was talking to about twenty patients a day, for six years straight, and often on weekends because I loved it. That is more than thirty thousand patients.

Training data.

Critical in sales performance is sales attribution. What did you do, or not do, that led to the outcome? If you do not understand how it happened, you will not understand how to do it again.

“Calls are recorded for quality and training purposes.”

On the phone I had to say that as a compliance disclosure. Florida requires two-party consent.

I have been training for the quality my entire life. It is the reason that, even at the volume I was producing, I never had a single compliance issue the entire time I was there. Not one regulatory complaint. Not one.

I did get written up once, though. Not for compliance. For policy. There is a difference and it matters.

Here is what happened.

There was a patient I met with in consultation who begged me to give her a date on the surgical schedule before she was medically cleared. I still remember the conversation. She told me, specifically: “I just need a date so that I have hope to look forward to.”

So I did.

Earlier I wrote about hope and fear as the drivers of decision-making. This is where metacognition and abstract reasoning come in handy.

She was one hundred percent correct. Having a date on the schedule gives a person something to look forward to. It gives them hope.

Living with chronic pain is often living a life in the absence of hope.

I have known that feeling myself.

So I made the decision that I was going to give everyone hope, and give them dates for surgery pending medical clearance. Abstract reasoning in action.

I did not do it haphazardly. I pulled the data from our screening questionnaire and analyzed it to understand, based on indicated comorbidities, how long clearance took on average.

I ran it for a while, and I can tell you definitively that it was very effective.

Managing it was complex. I did not discuss it openly at the time, because it was against company policy. When it was found out, it led to the first and only write-up I ever received there.

I was upset that my clean record now had a blemish on it. Of course I was.

But I was also pretty vindicated by the fact that the people delivering the write-up were obligated to tell me that, despite writing me up for it, they were making what I had been doing the new company policy going forward.

Given my justification for optimizing the role that way, I will take it. It was a win.

Every patient was now going to be given the hope of a date, pending medical clearance.

That is credibility.

Thirty thousand conversations, a newsletter subscription, an annoying number of questions, and a willingness to be in the building when the people who most deserved my attention were actually free.

Nobody watching me work saw any of that. They saw a guy who was good at it.

That is what the Italian at Positano’s was looking at when I was twenty and had no idea what he meant. Sprezzatura is not an absence of effort. It is the concealment of it. The work is real. It just gets done before anybody arrives.

Credibility - Know your product. Know your competitors. Know the market. Dress the part. Use your full name. Firm handshakes. Speak clearly.

Every line of it is work you do before anyone sees you. That is the entire point.

And your credibility is what reduces latency for the next part of the framework.

The API routing.

Commonality

I am going to jump to device distribution to talk about commonality.

Trust and rapport came naturally to me working with chronic pain patients. I know pain myself. That is the entire idea behind commonality.

Not “How’s the weather in your parts?”

Not “I’ve heard it’s beautiful out there.”

Genuine connection.

Working with chronic pain patients, I had an advantage: my lived experience was not far from that of many people I was talking to every day.

Device distribution is an entirely different landscape, which makes it the more useful example - building commonality in an industry I had almost no exposure to.

To start, the same rules always apply. Credibility comes first.

So I studied. Same as I always do. Within the first week in the industry I had built myself a dashboard in Salesforce. Important to remember: I think in systems of sales. Not just sales.

The key to commonality is observation, and your ability to reason on the input.

Think back to Part One, and George asking me for a Harvey Wallbanger. I didn’t have the answer. But George and I were both professionals in the service industry, where having a response is a requirement. I gave the response, and then I went and got the answer. No hesitation. Minimal latency.

Vodka. Galliano. Orange juice.

I’ll never forget it now.

Meta commonality life hack: don’t just observe. Be curious. Stay curious. Forever.

Finding commonality is about discovery. Same as in legal proceedings. Finding the evidence. Asking the questions.

The common theme I heard from everyone working in the supply chain was this:

“I cannot buy from you because my GPO says I can’t.”

That did not compute for me. Hospital closures were happening left and right. Physicians were short on the materials they needed to deliver care. I had genuine products that were cheaper, in quantities that could make a real impact on a budget.

Hell or high water, I was going to find a way to distribute it.

Commonality is a requirement in the framework no matter the product or the service. And in healthcare, if you want to fast-track your way to it - build a patient-first brand. Then live it.

I don’t have to develop that brand, because I am the same as everyone else. Another human being trying to get by inside a system whose incentives were never optimized for people like me.

Most people working in frontline care delivery are well intended. It is the parameters of the system they operate inside that make the actual delivery so difficult.

That is a common thread that everybody working in the thing feels.

In supply chain, I figured that if I expanded access to products and helped contain costs, that would translate into better delivery of care, and therefore better patient outcomes.

So that is what I calibrated toward.

I have preached this to every sales representative I have ever trained. Your job is to move the needle.

Sales as a system. I had a blocker.

Everyone said they couldn’t buy from me because of their GPO contracts. So I went and found someone who would teach me how those contracts actually worked. Spend commitments. Benchmarks. Admin fees. The works.

Once the blocker was gone, so was the objection.

And that is when the purchase orders started to grow.

Most people who know me assume that part of the journey was the success.

It wasn’t. Not for me.

There are layers to this thing. I didn’t want the POs to grow for the sake of my own commission. I was in an entirely different headspace about it.

I took that job because I was at my wits’ end with the burden of arrhythmia in my life. I was tired of being isolated, trying to work remotely. I needed something close to home that wasn’t going to cost me a lot of stress.

When I got to that team, it was young professionals on the come up. A lot of hungry dogs. My kind of people.

And when I started to see the problems we could solve if we just dug a little deeper, I knew I was going to have to run just as fast as they were.

Almost forty, with a battery in my chest, an oh-my BMI, popping beta blockers like it was no big deal - and I did end up teaching that team a thing or two.

Commonality is critical in leadership. If you want to lead, you ask nothing of your team that you would not do yourself.

The script was flat when I arrived on that floor. The objections were blockers that had barely been addressed. It was telesales, and that was about it.

By the time I left, the entire culture on the floor had changed. I watched people who had previously felt limited in their capability start to feel a different energy. I preached that although the bosses on paper are in this building, the people we really work for are the patients - and for us, that means the people who support them.

I want to keep driving this home. Hope and fear influence decision-making. If your team doesn’t see the hope, or sees that you don’t have it, you have missed the mark on credibility.

I wasn’t rolling up my sleeves for the thrill of it. There was a lot of genuine talent in that building. I wanted them to thrive, and the best way to make that happen was to teach them how to fish.

For a while afterward, I would see photos posted on social media of a lot of them traveling to different conferences. Making relationships.

Forget the purchase orders.

Those photos were the win.

That is commonality.

What comes next

Credibility and Commonality have something in common that took me years to see.

Neither one is about you.

Credibility is the work you do before you arrive, so that the person in front of you is not wasting their time. Commonality is the work you do in the room, so that they are not talking to a stranger. Both of them cost you. Neither of them costs the other person anything.

That changes at the next step.

Problem is where the framework stops being preparation and becomes an act. You are going to locate the thing that hurts in the life of the person across from you, and you are going to help them feel it clearly enough to move.

Done right, it is close to the most useful thing one human being can do for another.

Done wrong, it is the most efficient method ever devised for taking something from someone who is already suffering.

I have done both.

I was good at both.

Part Three is the problem.

You are reading that correct.

- Matthew J. Adams
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This is for me - probably the most excited I have ever been to write anything, in my entire life. And I have written a lot over the years.

I said before. Words are my currency. My value.

I am going to dive deep here. In order to understand me, you need to understand first my connection with language.

In the last essay - Sixteen Questions - I wrote about many of the labels that have been applied to me in my life. It wouldn’t be honest for me to say that some of them don’t hurt. They do.

It isn’t that they are all wrong. I can fit into many boxes. Life has been a series of adaptations. So, by all accounts, I am hard to explain. Even to myself.

It is the reduction of a label that hurts. There is a lot more to the man than any one label can fit.

But some of the labels are pretty freakin’ sweet - ngl.

Let’s talk about the cool ones.

Gifted. Wizard. Brilliant. Genius. A PhD student (personal woot on that one). All-time favorite - MattGPT.

I love language. I will start there. I always have. But I did not always know how to use it.

That came over the course of life - which is, if you take the Latin literally, exactly what a curriculum vitae is. The course of a life. Everybody hands one over as proof of their credentials. Mine is a record of not having any.

Latin happened to be one of my favorite classes in high school. One of the few where I paid attention.

In middle school I was an ace at spelling bees. Standardized testing - reading, writing, and mathematics were virtually all 99th percentile. Up until the car accident. That is when everything changed.

It will always hurt to think what might have been if not for the accident and the addiction that followed. It will always hurt that I can write this and one of my best friends from high school can no longer write about his journey. His ended. Because of the same pills that derailed my life. It will always hurt to understand the greed, deception, and willful ignorance that created the environment for one of the most catastrophic health crises in American history.

Nothing hurts more than the loss of a human life. But you can ask anyone who has survived opiate addiction - living with the stigma that follows hurts as well.

Pain is a great teacher in life.

It does one of two things.

It paralyzes you with fear. Or it turns into purpose.

In my life, I have had it both ways.

So, yeah. 18. Dropped out. GED. Got clean. Was awful.

You know how to read and write damn well. Solving problems comes naturally. You are broke and, in many ways, broken.

There is a gap between what happens to you and what you do next. It is not always wide. It is always there.

In mine, a choice got made.

Gimli style.

Certainty of death. Small chance of success. What are we waiting for.

I slipped into the Ritz-Carlton as a server assistant. This ended up being a good place for me to kick back off. I learned a lot here.

This is where my language got its professionalism. Sincere. Eye contact. Five diamond standards. If a guest wants a pink elephant, you get them a pink elephant. Leadership. To this day, some of the best leaders I have ever known came from the Ritz-Carlton. It was leadership by example. General Managers who walked the back of the house and picked up trash as they went. Warm greeting. Good afternoon. Every single time.

While working at the Ritz, I saw a crack in the system. Become a wine sommelier.

The sommelier at the time at the Ritz really encouraged me to go for it. So I did.

My honest reasoning at the time?

The hours looked awesome. In that era, being 19 and being able to sling words like tannin structure and viscosity was sexy as hell. And I didn’t need a degree - I just needed to pass an exam.

I took the introductory certificate course when I was 19. Got the pin.

I took the certified exam a few short years later. And that exam - specifically the service portion of it - is something that always stuck with me.

It was being administered to me by George Miliotes, Master Sommelier. George would go on to become an icon in the industry in the years that followed.

George threw me a curve ball. One portion of the service exam requires you demonstrate your knowledge of cocktails and their preparation.

George’s curveball was asking me for a Harvey Wallbanger.

On the inside, I was saying to myself: George, man, you clearly see I’m a millennial and you are going to do this to me right now?

On the outside - and this is the important part, so pay attention - I said, “Sir, I am actually not sure on that one. Let me go ask the Maître d’.”

In life, you are not always going to have the answer. If the situation requires it, you go get it. No hesitation.

On the grading, I failed that section of the exam.

But George ended up talking to me about it afterwards. He said how impressed he was that I did not freeze - that while I didn’t have the answer, I had a response.

That conversation is the part that stuck with me. In a way, and I didn’t realize this until later in life, George helped me understand a part of myself.

The ability to pivot on the fly.

In service, of any kind, it is not your job to always have the answer. In service, if you don’t have it, just be able to go get it.

Once I was certified, I landed a position at a well-known steakhouse with a huge wine list. Being a sommelier was fun. It did not pay well. Not enough for my ambitions. Just for posterity, some highlights and lowlights about life as a wine sommelier.

Hours were cool. Job was a breeze.

Wine is cool. But not really the industry of wine, as it would start coming to be.

I like complexity. Wine is meant to be simple and complex at the same time. I watched as conglomerates would buy up labels - and the quality would plummet while the price stayed the same, and it became less about the merlot and more about the margin.

I always felt that was a shame.

I did not have the language for it then.

That was the first time in my life I ever read an incentive structure and understood, in advance, what it was going to do to something I loved. RIP Kim Crawford.

For me, it was the story inside the bottle that mattered. The single vineyard. Low yield. Only the strongest survive. Fortified.

On the record - my favorite wine is ZD Abacus. A solera-style blend of cabernet, across vintages. It is engineered precision in a bottle. ZD stands for Zero Defects. The winemakers were aerospace engineers.

Honorary mention to everything Italian. Italians simply do it better. I said it and I will stand by it.

I was kind of disenchanted by the business, and thinking back, it was just the environment. But, also…

I had friends who were pulling double time working timeshare sales in the morning and serving in the evening. And they told me how much money they were making.

That pretty much settled that I was going to pivot to selling timeshare. Wasn’t even really a question when they told me how many hours they had to work to make what they did.

The good news in Orlando was that, at the time, the only requirement to get a job selling timeshare was that you had to have a pulse and a basic understanding of how to use words out loud.

I had both. So much like Kevin Flynn - I got in.

Now.

My life to this point had been selling a product that had a very favorable effect for me. Alcohol makes people care less about the decisions they have made. That fact alone made my life very easy and pretty carefree.

Timeshare is a 90-minute presentation where, at the end, the customer is going to be committing to a 10-year loan at a truly astonishing interest rate, with an annual maintenance fee to go with it. There is a reason it paid well.

I will say this before I go on to the part that matters. I had streaks. I did well. The product weighed on me after a while. I grew up and I grew out of favor with continuing in the industry.

But that industry - and more specifically the training that came with it - is what set the foundation for my entire career.

For all of my fellow sales and marketing warlocks out there: this is the part where you pay attention to MattGPT.

That is Part Two.

In it: the framework a mentor handed me that I have run in every role since - C²PS. Credibility, commonality, problem, solution. How abstract reasoning actually works when you have to do it out loud. Metacognition - thinking about the thinking. Finding the gap everybody else walks straight past. And the third door, which nobody checks.

I told you earlier that the Italians simply do it better.

This is what I meant.

After the Ritz, I had a brief stint at a restaurant called Positano’s. There was a regular there - an Italian, of course - who one night told me I had the sprezzatura about me.

I was twenty. It sounded cool as hell. I had no idea what he meant.

Sprezzatura is Castiglione, 1528. The Book of the Courtier. It means studied carelessness - the art of concealing art, so that whatever you do appears to arrive without strain and almost without thought. The effort is real. The whole point is that nobody sees it.

Wizard. Genius. MattGPT.

Nobody ever saw the work.

That was the point.

Other people kept handing me words for myself. George gave me one. The Italian gave me one. Colleagues eventually gave me one.

I had no idea what he meant then.

I do now.

— Matthew J. Adams

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Before there were labels, there was a kid.

Athletic. Gifted - that was the word on the paperwork, the one that put me in a magnet program for engineering, science, and technology, the kind of place they send children they expect things from. That was the file. That was what the adults around me had written down about who I was going to be.

The first label I ever carried was a compliment. Remember that. It matters later.

I was eight when my family came apart, and it came apart badly.

This is the record of every label that arrived after that, in the order it arrived, and what each one cost. I am writing it because I have spent forty years being described by people who were describing something real and explaining nothing - and because I have finally worked out what all the labels have in common.

The label that wasn’t mine

The next one wasn’t even about me.

I spent the decade after eight watching a family member move in and out of mental health facilities. This was the nineties. Those places were desperate - understaffed, underfunded, built more for containment than for care - and a child sitting in those waiting rooms learns things that don’t appear on any intake form.

He learns that a label travels. It attaches to a person, and then to the house, and then to everyone who lives in it. He learns to watch adults for the early signs of a bad day, because the early signs are the only warning anyone gets. He learns to be no trouble.

Nobody wrote that down. There was no code for it, no screen, no pathway. A child adjacent to psychiatric crisis for ten years is simply a child with an address.

Seventeen

At seventeen a car accident nearly ended it.

Eleven broken ribs. An exploratory laparotomy that took my spleen. Postoperative pain that reorganizes a person around it. And I was already carrying something the surgery had no view of - a childhood of absence and loneliness that had been running for nine years by then.

So they gave me opioids. It was the era; the market said they were safe and the market was catastrophically wrong. And the predictable thing happened.

Here is what the research says about children like the one I was. In the original Adverse Childhood Experiences study - the Kaiser Permanente work led by Vincent Felitti and Robert Anda, which first quantified how childhood adversity tracks into adult disease and addiction - people reporting four or more categories of childhood adversity carried a four - to twelve-fold increase in risk of alcohol or drug abuse problems. Each additional adverse experience raised the likelihood of initiating illicit drug use by two - to four-fold. Among people in treatment for addiction, the share reporting at least one adverse childhood experience runs from roughly 85 percent to 100 percent. Felitti later put the population-attributable risk - the share of illicit drug use traceable to childhood adversity - at about two-thirds.

None of that was measured in me. Not at eight, not at seventeen, not in the hospital, not after. There was no room on the form.

What there was room for was a diagnosis of what happened next.

Drug addict

That was the next label, and it erased the first one.

I dropped out of high school. The magnet-program kid became a statistic, and the file was rewritten in a single word.

Notice the mechanics. A gifted student is in a car accident, receives a class of medication that a generation of American medicine got badly wrong, and becomes addicted at seventeen while carrying a decade of unmeasured adversity. The label recorded is addict. It describes the endpoint accurately. It describes the pathway not at all.

That is the first thing every label in this essay has in common. Each one is true about the surface and silent about the cause.

Eighteen

Then came the depression, which was not mysterious. I had lost my health, my track, my future, and most of my standing, all inside a year.

At eighteen I sat with a psychiatrist. There were questions. There was a diagnosis. There was a prescription.

I am not going to adjudicate my own chart in public - I don’t have the standing, and neither does anyone who has only read this essay. What I will say is what I have lived: the medications I was placed on as a teenager never worked the way they were advertised, across the entire span of my adult life. And the diagnosis attached that year has followed me into every room since.

Sixteen questions

Two instruments dominate the front door of American mental health care. The GAD-7 measures anxiety in seven items. The PHQ-9 measures depression in nine. Add them: sixteen questions.

These are good instruments. They are fast, validated, free to use, and genuinely useful for finding people who need a closer look. That is not the problem.

The problem is what they are asked to do next. Sixteen questions get administered in a short appointment, and the answers frequently produce a prescription that runs for years. In the United States, primary care providers write roughly four out of five antidepressant prescriptions. The median duration of antidepressant use in this country is about five years. The median duration of the randomized trials that constitute the evidence base for those same drugs is eight weeks - and almost none of those trials ran past a year, monitored withdrawal, or included a taper protocol. Long-term use has climbed steeply: the share of American users taking them for a decade or more nearly doubled between the late 2000s and the mid-2010s, from about 14 percent to about 25 percent.

Eight weeks of evidence. Five years of use.

So let me do something I have never done in public. Both instruments open the same way - over the last two weeks, how often have you been bothered by the following problems? - and offer four answers: not at all, several days, more than half the days, nearly every day.

I am going to answer all sixteen the way I should have during the years my heart was at its worst. And after each honest answer, I am going to write the thing the form has no field for.

The GAD-7

1. Feeling nervous, anxious, or on edge.

Nearly every day. My heart could enter a rhythm that required a hospital, at any hour, with no warning I ever learned to read. The form scores this as anxiety. I called it paying attention.

2. Not being able to stop or control worrying.

Nearly every day. There was nothing to control. This was not a loop I was choosing - it was a body running threat detection on itself, because the threat lived inside the housing and there was nowhere to go.

3. Worrying too much about different things.

Nearly every day. “Too much” assumes there is a correct amount. I had a rare structural heart disease, a young daughter, a mortgage, and quotas to meet. Name the amount.

4. Trouble relaxing.

Nearly every day. Relaxing is what you do when the room is safe. I had not assumed a room was safe since I was eight years old, and once the arrhythmia arrived, the room came with me. The vigilance that made me the top producer on every floor I ever worked is the same vigilance that would not let me sit down in my own house.

5. Being so restless that it is hard to sit still.

More than half the days. Sitting still is when you notice your own pulse. I kept moving so I would not have to hear it.

6. Becoming easily annoyed or irritable.

More than half the days. I was eighty pounds heavier than I am now, on six medications, sleeping badly, and losing my memory in front of people who had decided it was a character flaw. Yes. I was irritable. So would you be.

7. Feeling afraid, as if something awful might happen.

Nearly every day. Something awful did happen - repeatedly, without warning, to my own heart. The form scores this as a symptom. For ten years it was an accurate forecast.

The PHQ-9

1. Little interest or pleasure in doing things.

More than half the days. Everything I had left went to my work and my daughter. Pleasure is what you feel with the energy that remains, and nothing remained.

2. Feeling down, depressed, or hopeless.

More than half the days. I had a lifelong diagnosis, no ending in sight, and the people closest to me had decided it was not real. Yes to all three words.

3. Trouble falling or staying asleep, or sleeping too much.

Nearly every day. Lying down is the position in which the heart is loudest. I learned to dread it.

4. Feeling tired or having little energy.

Nearly every day. Eighty extra pounds, three cardiac medications, three psychiatric ones, and a nervous system that had not stood down in years. This one the form gets exactly right. It just files it under depression.

5. Poor appetite or overeating.

Nearly every day. I ate the way I worked - for relief. It cost me eighty pounds, and I have taken every one of them back off since the rhythm quieted, which tells you plainly what was driving it.

6. Feeling bad about yourself - or that you are a failure, or have let yourself or your family down.

Nearly every day. I was missing my daughter’s childhood from inside the same room as it. No credential, no diagnosis, and no score explains what that does to a man’s opinion of himself.

7. Trouble concentrating on things, such as reading the newspaper or watching television.

Nearly every day. This is the one that broke me. The fog was thick enough that I could not hold what someone told me an hour after they told me, and people who knew about my heart looked me in the eyes and asked whether I seriously could not remember. I could not. The form reads this as a symptom of depression. It was the load.

8. Moving or speaking so slowly that other people could have noticed - or the opposite, being so fidgety or restless that you have been moving around a lot more than usual.

Both, in the same week. Slow when the medication and the exhaustion won. Restless when the fear did. The form offers these as opposites. In my body they took turns.

9. Thoughts that you would be better off dead, or of hurting yourself in some way.

I am not going to answer this one on a public page, and I want to be clear that the refusal is my answer rather than a dodge.

What I will say is what I have said before: I gave up hope. Hopelessness and this question are not the same thing, and I am not going to blur them for effect - anyone who has been near either one knows the difference.

And here is where I stop arguing

Question nine is the one item on either instrument that should never be reframed, reasoned with, or explained away - including by me. Every other question on this list describes something that had a cause, and my entire complaint is that the form has no room for causes. Question nine is different. Whatever produced it, however completely it can be traced, a yes there means the conversation stops and care begins immediately.

That is not an exception to my argument. It is the proof of it. Question nine is what a screening instrument is for: one question, asked plainly, that triggers everything. The failure I am describing is that the other fifteen get treated the same way - as verdicts that close an inquiry - when every one of them is an invitation to ask a second question that too often never comes.

What the score found

Add up my answers and you get a number. It is severe on both instruments. I have never once disputed the number.

Now tell me what it found.

It found a man who was anxious, exhausted, sleepless, and afraid. It did not find the eight-year-old in the waiting room. It did not find the eleven broken ribs, or the spleen, or the drug that came after. It did not find the ten years of a heart that could go off without warning, or the memory that went with them, or the daughter growing up on the other side of the fog.

It found every adaptation and not one adversity.

Sixteen questions, and not one of them is why.

The flattering ones

Strangely, the labels turned favorable, and they cost me too.

Genius. Savant. Wizard. Smartest guy in the room. I heard these for decades, in workplaces where I outperformed people who had every credential I lacked. I have been at the top of a sales floor of more than a hundred people. I have led in nearly every professional role I have held.

Wizard I can trace exactly.

I was the administrator of a de novo joint replacement practice - one built from nothing. Like me. I had helped build its website before I ever ran it, and I had spent years before that running patient lead-generation funnels in chronic pain. So I did not do the job the way the job is usually done. I negotiated the insurance contracts at inception. I built a seminar marketing program end to end. I filled rooms with people looking for a way out of pain.

And one afternoon I watched a patient dance in our waiting room.

He had not been able to do that in years. I had found him - a specific person with a specific problem - and routed him to the right team, and the surgeon did what surgeons do, and there he was. My part in it was small. It is still one of the proudest things I have been part of in healthcare, and I remember thinking that if I could do only that, over and over, for the rest of my life, I would die a happy man.

They called it wizardry because not many administrators had those tricks in the bag. It was not wizardry. It was carrying pieces across domains and assembling them into something the role doesn’t usually contain.

I have only recently understood that this is simply how my mind runs. It connects. One of my favorite founder stories in technology is Anatoly Yakovenko’s: thirteen years at Qualcomm on wireless and distributed systems, where keeping clocks in sync across machines that cannot trust one another is an old and well-understood problem - and then carrying that one insight into an entirely different field and building proof of history, and Solana, out of it. Different domain. Same motion.

The last nickname arrived late, and it arrived at the worst possible time.

By 2024 I was working in device distribution, and 2024 was the height of it - the year the fog was thickest, the year I could not hold a conversation in my head an hour after having it. That is when people started calling me MattGPT. They wanted to know what I would say in a given situation, so they asked me before they said it themselves.

My memory was failing in front of colleagues, and they were naming me after a machine that remembers everything.

That nickname lands closer to the truth than wizard did, and it has a much longer history.

Early in my career a mentor taught me a structure - what I now call the C²PS framework: credibility, commonality, problem, solution. Show that you have done the work. Find the ground you actually share. Name the problem at full size, without shrinking it into something more comfortable for either of you. And then - only then, never before - offer the solution, or become it.

I have run that framework in every role I have held, in every domain I have worked, and I will say plainly that it is the reason for whatever success I have had.

At the spine surgery center I was the most disciplined consultant in the building. I did not improvise, because improvisation destroys attribution - change the words and you can no longer know what worked. So I ran the script, measured, changed exactly one thing on purpose, and measured again. Parts of the company script were eventually rewritten to include things I had said. I knew which parts. I had put them there deliberately.

What six years of that loop taught me was not sales technique. It was that pain speaks differently through different people, and that the words somebody reaches for tell you which pain they are carrying and what they are prepared to do about it. One person says they cannot lift their grandchild. One says they cannot work. One says nothing at all, and waits to see whether you are worth telling.

That resonated with me in a way I could not account for at the time. I understood pain intuitively. It never once occurred to me to ask why.

I came out of a math background and an engineering and technology magnet program and ended up a top-performing sales consultant across several domains of healthcare. That is not an ordinary track. It looks like a swerve. It was not. It was a child with no credential discovering that the only asset he had left was language - and then studying language the way he would have studied engineering. As a system. Inputs, structure, measurable output.

Nobody ever asked why my mind does that. They just handed me a word for the surprise.

And I never once believed it, because underneath the compliment was a gap I could not close: the confidence people had in me never matched the paperwork behind me. No degree. A derailed track. Impostor syndrome isn’t quite the right phrase for it - the phrase implies the impostor is imagined. Mine was documented. I could produce the transcript.

The nickname MattGPT turned out to be funnier than the people who gave it to me knew. Geoffrey Hinton built what he calls the first little language model in 1985 - roughly a thousand weights, trained on a hundred examples, learning to predict the next word. He describes today’s large language models as its descendants. Nineteen eighty-five is the year I was born.

Here is what took me forty years to see. The flattering labels and the damning ones are the same gesture. Genius and addict do identical work: they file a person so the filer can stop looking. One files you high, one files you low, and neither requires anybody to learn a single thing about how you got here.

A handle is easier to hold than a person.

The one that costs now

The label that costs me most today is the newest and the most casual.

Delusional. He’s making it a bigger deal than it is. That’s the mental stuff talking.

This is what usually arrives when I am critical of the medical system - and it arrives most reliably when I am correct. Once a person carries any psychiatric history, every subsequent perception can be unlocked with that history and thrown away. My grief about my heart. My fear before a procedure. My read on an incentive structure I spent a decade inside.

We have all learned clinical vocabulary and almost none of us have learned clinical restraint. Get upset that people aren’t listening and somebody reaches for narcissistic. Show fear of loss and a need to control an outcome that genuinely carries risk, and somebody reaches for borderline. These are real conditions, diagnosed by trained people over time using far more than a hunch - which is exactly why the casual version is so corrosive. A clinical word used as a weapon in a family argument carries all the authority of medicine and none of its obligations.

When I see risk, I move on it. Because in my life, every single time I failed to act on a risk I saw, it cost me something I could not get back.

Let me give you the clearest case I have.

Years ago I worked for an organization that thought I was brilliant, and they were not wrong about the performance. Three months in, they were asking me to run the franchise.

I declined, and then I left. I left because of things I saw that I could not stay inside of - and I am going to stop the description right there, permanently and on purpose. Other people are pursuing a remedy for what happened. I gave them everything I knew, freely and for nothing, and their outcome is worth more than my vindication. I am not going to risk the first to obtain the second.

When my family learned I was walking away from that title and that income, nobody asked what I had seen. I was told I was making it bigger than it was. That I was doing what I always do.

Earlier this year, a class action was filed.

A filing is an allegation, not a verdict, and nothing has been decided by anyone. But I no longer have to wonder whether what I saw was real. And I have thought more than once about the other version of my life - the one where I took the title instead of the door.

There are others. Many more of the same shape, and I am not going to tell those either.

The shape never changes. I see something early. I say it. I pay for saying it. And then, later, the thing I saw turns out to have been there.

What I want you to understand is what that does over twenty years - not to a career, which survived it, but to the room I go home to.

You would think that being right would accumulate into credibility. It does the opposite. The cost of leaving is immediate and visible to everyone. The vindication arrives late, quietly, and to nobody’s attention but mine. What the people closest to me saw was a man who kept walking away from good situations. What they did not see - because it came a year or three later, and never with an apology attached - was the part where the thing I left turned out to be exactly what I said it was.

So the ledger never balances. The blame lands on schedule. The proof arrives late.

Being early is indistinguishable from being wrong, right up until it isn’t. And by then everybody has stopped watching.

That is what the label costs. Not my feelings. Not the money. Delusional. He’s making it a bigger deal than it is. These are not descriptions of a person. They are instructions to stop looking.

Sometimes there is something there.

The worst version

The worst application of the label came in the year I got better.

After the ablation, ten years of chronic load lifted at once. The fog cleared. The vigilance stopped. I had energy I had not felt since my twenties and a joy I could not explain to anybody, because I did not yet understand that what I was feeling was the absence of something rather than the presence of it. I had carried a weight so long I had mistaken it for my own body, and when it came off I was, by any fair description, elated.

I spent thirty days in a residential facility that year. I learned real things there, and I do not regret going.

I also saw things I have not been able to unsee - vulnerable people in a place they had been promised was safe, inside an operation that struck me as organized around reimbursement more than recovery. And I was put on a medication by a nurse practitioner who did not have my cardiac history in view and should not have been making that call for a heart like mine.

I reported what I saw.

Now look at what happened to the report. A man carrying a decades-old psychiatric label, presenting with elevated energy and joy he could not account for, saying that a treatment facility was harming patients.

You can see how it was read. It was the easiest available reading. My account was not evaluated. It was diagnosed.

Nobody had to be lying for that to happen, which is exactly what makes it a structure and not a villain. The chart was right there. The presentation fit the chart. And the fastest way to metabolize an inconvenient report is to reclassify it as a symptom of the person making it.

The one that helped

And then, at forty, one of them landed differently.

After the rhythm quieted, I went to rehab. It was the first time in my entire life that I was made to take my foot off the gas - and it was the first time anyone had ever used the word trauma with me about my own life. Forty years of events, and nobody had ever named the category they belonged to.

Then I started seeing a therapist, and we worked for months.

After many sessions - not sixteen questions in one appointment, but months of a professional actually looking - she told me she believed I was highly neurodivergent, and likely somewhere on the spectrum.

I have thought about that a great deal since. One of my closest friends used to call me The Accountant, after the Affleck film, and he meant it with affection. He had been describing the same thing for years without having a word for it.

For four decades, every framing I had been handed carried the same load-bearing assumption: that something was wrong with me. Disorder. Deficit. A defect to be corrected, medicated, or managed. My therapist was the first person in forty years to tell me that nothing was wrong - that I was simply different. And then, which is the part that actually mattered, we spent months working out what that meant.

So let me correct something I implied earlier.

The problem was never the vocabulary. Neurodivergent is not a better word than bipolar. What made it different was everything standing behind it: someone who did the looking before she did the naming, who offered the name as a beginning instead of a verdict, and who stayed in the room afterward to find out what it meant.

That is the entire distinction. A label handed down after sixteen questions closes an inquiry. A label arrived at together, over months, opens one.

What every label left out

The instrument is not the exception. The instrument is the template.

Sixteen questions found every adaptation and not one adversity - and so did every label that arrived the same way, which is to say nearly all of them. That is the thing they have in common, and it took me my whole life to find it.

Pattern-hunger, from a house that had to be forecast. Language, because the credential was gone and words were the only asset left. Vigilance, from years of watching for early signs. And the big one, still running today: I protect myself from loss by achieving.

That is why the top of the sales floor never felt like the top. A hundred people behind me and I still went home nervous, because the achievement was never about winning. It was insurance. My childhood was loss - a family that split, a family that was small to begin with and got smaller. When your foundational experience is that things you love get removed without warning, you learn to build a surplus of reasons to be kept.

That is not a disorder. That is arithmetic. I did the math on my own survival, the answer came back be necessary, and I have been paying that invoice for thirty years.

Call it bipolar, call it addict, call it genius, call it a chip on my shoulder. Every one of those describes the adaptation. Not one contains the adversity - unless somebody bothers to go looking, and almost nobody does. A symptom read as a cause isn’t a diagnosis. It’s a mislabel in a professional font.

Which brings me back to the word my therapist used.

I know what neurodivergent carries. A lot of people believe it has become a permission slip - a way to convert ordinary awkwardness, or ordinary bad behavior, into a category nobody is allowed to question. I understand that suspicion. I don’t think it is unreasonable. A word that explains everything explains nothing, and a word that arrives with no evidence behind it is doing exactly the lazy work this entire essay is complaining about.

So here is what I mean when I use it, and it is not an excuse. It is compression.

The long version is everything above. Adversity starting at eight and running, more or less without pause, until forty. It shaped what I attend to, what I predict, what I notice first in a room, and what I cannot stop noticing once I have. The vigilance is not a personality trait. It is calibration. It was installed under conditions I did not choose, it did its job, and it does not switch off because the conditions changed.

That is a long thing to say to somebody across a table. My wiring is different takes two seconds.

So yes - it is a shorthand, and shorthands are the exact thing I have spent this essay warning you about. Which is why I owe you the long version, and why I have just spent this many words handing it over.

If anyone wants to debate the wiring, that is fair.

I have given you the diagram.

Why this is the work

In 2025 I watched Geoffrey Hinton give a lecture on the risks of the thing he helped create.

What stayed with me was not the argument. It was his face. I saw a man who looked genuinely worried about what he had built.

I knew that look. It is what somebody looks like when they have seen a structure clearly, cannot unsee it, and understands that saying so out loud is going to cost him something.

Well after colleagues started calling me a language model as a joke, I went to work with the real ones. That is when I moved. Here is why the work looks the way it looks.

The most serious error in my own research - documented, preserved in the packet, and disclosed to every reviewer I have sent it to - was a labeling failure. A number was real. The arithmetic behind it was reproducible. And the name attached to it was wrong, which made the entire interpretation wrong in a way that looked completely polished until somebody tested it from a different direction.

I caught it. I classified it. I kept it in the record on purpose, with a note asking reviewers to hunt for more like it.

I don’t think that is a coincidence. A man who spent forty years being confidently mislabeled built a discipline whose entire purpose is catching confident mislabels. The wound and the method turned out to be the same organ.

I should say plainly what the urgency is, because it is not ambition.

Everything I have built, I bootstrapped. There was never a fund behind me, never a credential, never a floor. And my heart is still an issue. I won’t be driving again. That is not a bid for sympathy - it is a fact about my life now, and it is the honest reason this work moves at the speed it moves.

Fearless is not a description of me. It is a description of an adaptation. The child who learned at eight that things are taken without warning became a man who cannot leave a thing unfinished, and the vigilance that cost me a decade of memory is the same vigilance that does not allow me to set things down.

I am not going to pretend the clock isn’t there. I am also not going to pretend the clock is what makes the work good. The work is good because it is checked - and it is checked because I know exactly what a fluent wrong answer looks like.

So call it conviction if you want. I would rather you call it what it is: a man with a structural heart condition and a rhythm that is not finished with him.

That is not fearlessness.

That is somebody who has read the diagram and is working anyway.

So here is what I would ask, of anyone, about anyone.

Before you reach for the handle - ask what it cost the person to become the thing you are about to name. Ask what the label leaves out. Ask whether you are opening an inquiry or closing one.

I don’t need a better label. I have a name.

If any of those sixteen questions landed harder than you expected: 988, by call or text, in the US. It is not a weakness to use a number.

— Matthew J. Adams

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A few months ago, I put ten years of silence into words.

I called the essay The Consequences of a Broken Heart. It was about cardiac arrhythmia, but not only the electrical kind. It was about what happens when the body lives under a threat nobody else can see. The constant alarms. The loss of control. The grief. The masking. The long negotiation between a heart that will not settle and a mind trying to convince the rest of the world that everything is fine.

Writing it settled something in me.

The response made me keep writing.

I wrote and published additional articles, each approaching the burden from a different angle. Across them, the replies accumulated.

One person sent an essay to his wife because he had never been able to explain what the condition felt like. Another saved one in a notes app and returned to it during a PVC and PAC storm. Someone described the impossibility of having a pleasant conversation in the kitchen while the house is on fire. Someone else said that even after an ablation brought relief, a part of the carefree person who entered the hospital had never made it back out.

There were people living with tens of thousands of extra beats a day and people living with only a few. There were people newly diagnosed and people who had carried the burden for more than thirty years. There were shocks, ablations, medications, emergency rooms, long drives to reach specialist care, and repeated assurances that the symptoms were benign or psychological.

The burdens differed.

The alarm was recognizable.

Again and again, people described the same invisible negotiation: the fear of the next episode, the fear that nobody believed them, the fear of exhausting the people they loved, the fear that speaking honestly would make them sound weak, dramatic, or ungrateful.

One reader was only a week into a diagnosis and already considering whether to speak with a mental-health professional. Another had found a therapist who specialized in cardiac patients after thirty-one years of arrhythmia. One said the writing gave her strength while she waited for an ablation. Another said it helped him show his wife what he could not make visible on his own.

That was the signal.

The literature can quantify parts of it. Published estimates vary by population and instrument, and they should not be collapsed into one universal number. Even so, the direction is difficult to ignore. Anxiety and depression have been reported in roughly 28 to 38 percent of people with atrial fibrillation. A meta-analysis covering 39,954 patients with implantable cardioverter-defibrillators estimated prevalence of 15 percent for depression, 23 percent for anxiety, and 12 percent for post-traumatic stress disorder. In one tertiary atrial-fibrillation population, 35 percent reported severe psychological distress and 20 percent reported suicidal ideation.

I do not see those statistics.

I feel them.

I feel the low-level torment one person described. I feel the dread washing over another when a missed beat announces what may be coming next. I feel the person who looks physically capable but has nothing left to offer the family member who thinks he simply did not show up. I feel the person afraid to visit family in the countryside because medical care is too far away. I feel the exhaustion of trying to explain an internal emergency to a world that sees an ordinary face.

Those feelings are not a substitute for evidence.

They are the reason I refuse to look away from it.

They are the vigilance.

The machine’s scaling laws

In artificial intelligence, scaling laws describe a striking empirical pattern: as model size, training data, and compute increase, performance often improves in ways that can be estimated. The relationship is not magic, and it is not without limits, but it has been reliable enough to shape the direction of an entire industry.

The scaling did not end with pretraining. More capability can also be produced at inference: giving a model more time, more attempts, better search, tools, verification, or specialized context when it works on a particular problem.

When that acceleration became impossible for me to ignore, I made the decision to lean hard into understanding it.

Vigilance requires action. When you see uncertainty with the capacity to produce consequences, ignorance is not a strategy. I did not need to know exactly where the technology would lead to know that falling inference costs, rapid specialization, expanding compute, and better ways of making models reason through difficult problems were going to change the texture of work.

I needed to understand the instrument.

The practical consequence is larger than a better chatbot.

Natural language is becoming a control surface for machine capability.

A person who can define a problem clearly can now move from prose to research, from research to a specification, from a specification to code, from code to tests, from tests to an operating system, and from an operating system back into language another person can understand. The borders between natural and machine language have not disappeared. But the cost of crossing them has fallen.

For most of modern work, productive reach was constrained by access to specialized execution. An idea might require a statistician, a software engineer, a designer, a researcher, an editor, infrastructure, and capital before it could become anything another human being could use.

Those skills still matter. Deep expertise may matter more when plausible answers are cheap, because someone must be able to distinguish a credible output from a confident imitation of one. AI does not make knowledge irrelevant. It makes unverified fluency dangerous.

What changes is the upper bound.

The market value of one narrowly scarce skill no longer has to define the total reach of one person’s work. A capable operator can orchestrate across disciplines, use different models for different roles, test outputs against evidence, bring in human experts where the boundary demands it, and build at a scale that would once have required an institution.

The center of gravity begins to move.

Away from:

What single task are you qualified to perform?

Toward:

What meaningful outcome can you responsibly produce?

That is not the erasure of skill.

It is the expansion of agency.

And it forces a harder question than whether the next model will be larger, faster, or cheaper.

What happens when human purpose begins to scale with it?

The fear

I see the fear people carry about artificial intelligence.

I understand it.

There are real risks. Work will change. Authority can become concentrated in a small number of companies and institutions. Models can fabricate facts, reproduce bias, scale persuasion, lower the cost of surveillance, and give weak judgment an appearance of technical legitimacy. A machine can make an error faster than a human. An organization can use that speed to spread the consequence across millions of people.

Nobody should be shamed for seeing danger in that.

Fear is often the nervous system identifying a variable before the conscious mind has words for it.

I learned that from my heart.

The alarms were not theoretical. A sensation in my chest could be nothing, or it could be the beginning of an event that changed the rest of the day, sent me to a hospital, triggered a shock, or reset the horizon of hope. The body becomes a prediction engine under those conditions. It absorbs priors. It updates from every episode. It notices small changes because small changes have carried large consequences before.

That kind of vigilance can protect you.

It can also consume you.

The lesson was never to stop feeling fear. The lesson was to stop allowing fear to make every decision.

Embrace it.

Interrogate it.

Ask what it noticed.

Then make it show its work.

What is the threat?

How likely is it?

What evidence would change the estimate?

What can be reversed?

What must be held until more is known?

Who carries the consequence if the calculation is wrong?

Fear becomes useful when it is translated into questions, boundaries, and action. Left unexamined, it becomes paralysis or panic. Dismissed entirely, it becomes exposure.

This is how I think about AI.

I will not tell frightened people that there is nothing to fear. That would be dishonest.

I will tell them that fear does not have to be the end of their agency.

Capability is not direction

The phrase AI for good is almost useless on its own.

Good for whom?

Defined by whom, measured where, over what time?

Who receives the benefit - and who carries the loss?

Artificial intelligence is a multiplier. It can scale the quality of a careful process, and it can scale the damage of a careless one. It can help a patient find language for an experience nobody around them understands. It can also bury that patient under an ocean of authoritative-sounding misinformation.

The machine does not resolve the moral question by becoming more capable.

It makes the moral question more consequential.

This is the missing variable in most conversations about scaling. We talk about how much compute enters the system and how much intelligence appears to come out. We talk less about the objective function that capability is serving.

If the system is optimizing engagement, it will become better at holding attention.

If it is optimizing labor reduction, it will become better at removing labor.

If it is optimizing revenue, it will become better at finding revenue.

If it is optimizing human capability, it can help a person do something that institutional access, money, illness, geography, or a broken trajectory once placed beyond reach.

AI does not choose among those purposes.

People do.

That is why I do not believe the future should be organized around artificial intelligence replacing human judgment. The humane use of this technology should make people more capable of exercising judgment - and more able to prove how they exercised it.

The model can propose. It can search, calculate, and write code. It can attack an argument, identify a contradiction, run another scenario, and return with a better question.

It cannot decide what another human being is worth.

It cannot decide which uncertainty a patient should be forced to carry.

It cannot decide whether a trade-off is acceptable to the person living with the irreversible consequence.

It cannot carry the liability for a claim simply because it generated the sentence.

The model can hallucinate and move on.

The human must not. Their name remains on the claim, and another human being may carry its consequence.

That boundary is not a limitation to engineer away.

It is the necessary human gate.

The human scaling laws

The machines have scaling laws.

So do we.

Human capability scales when the cost of translation falls.

One person’s lived experience can become a question. The question can become a research protocol. The protocol can become an analysis. The analysis can become code. The code can become an inspectable model. The model can be attacked by other models and reviewed by people with deeper domain expertise. The corrections can be preserved. The reasoning can be published. The work can reach someone who was never in the room where any of it was built.

Human judgment scales when it remains visible.

An answer without provenance asks for trust. A decision with its sources, assumptions, transformations, dissent, corrections, and approvals exposed can earn it.

Human dignity scales when capability is handed outward.

The point is not to build a more impressive machine beside the person who has been overlooked. The point is to put a rung within reach.

And impact scales when the work returns to the burden that created it.

That is the law I care about - not how many parameters a model contains, not how many tokens I can generate, not how many disciplines I can appear to cross.

How much human burden can be responsibly reduced?

How much uncertainty can be named without manufacturing false certainty?

How many people can become more capable without becoming more dependent?

How far can one person’s vigilance travel before it loses contact with the people it was meant to serve?

These questions are not soft. They are design requirements.

They determine the architecture.

The edge was lonely

There is a cost to climbing early.

I was living at two edges at once. One was the edge of machine capability - orchestrating models toward serious work while most of the software world still considered the whole category unserious. The other was the edge I was recovering from: the extreme end of arrhythmia burden, a body coming back from a decade of load, a mind discovering how thick the fog had been only because it was finally gone. Neither edge had shared language yet. Neither could be seen from the outside. And the people closest to me would have needed to understand both to understand me at all.

When I leaned into this technology, the environment was hostile. Much of the software world met AI-assisted building with something between dismissal and contempt - and I want to be fair about why, because the fairness is the analysis.

Start with the debt. The enterprise of software development built the world this essay travels through. Every system we orchestrate, every model we call, every network that carries these words exists because generations of engineers turned thought into instruction with a rigor the rest of us inherited for free. Nothing here is contempt for that enterprise. It is awe with a question attached.

Because code was never only a tool. It was a language - and for decades, fluency in that language decided who could write the rules of digital life. Lawrence Lessig saw it early: code is law. The architecture of software governs behavior as surely as statute does. What Lessig described as regulation, I lived as a border. The law of the digital world was written in a language most of humanity could not read, let alone write, and that asymmetry shielded the institutions that employed its fluent speakers. The priesthood was real. So was the moat.

The early models earned skepticism - they failed often and confidently, and an experienced engineer who tested one, watched it fabricate an interface, and walked away was making a rational call about their time. But underneath the rational part was something I recognized immediately, because I had spent my whole life on the receiving end of it: identity threat. When your language is the law, a translator is not a convenience. It is a constitutional event. And when something arrives that a person cannot categorize without redrawing their own borders, people do what people do.

They reach for labels.

I knew that gesture. I had been labeled by it my entire life.

Here is what I believe was actually arriving, underneath the arguments about tooling. Code is still law. The difference is that natural language can now enforce machine language. The borders between the two languages have not disappeared - but for the first time, the crossing runs in both directions, and the cost is collapsing. That is symmetry between languages, and symmetry between languages is symmetry of power. A person who carries a code of their own - values, intent, a law of conduct written in nothing but honest words - can now put it through a compiler and watch it become something a machine will faithfully execute and another human can inspect. The creative can enforce their human code.

That is not the death of software development. It is the enterprise’s own achievement completing itself: the translation layer engineers spent seventy years building finally reached all the way down to ordinary language. The people who built the bridge should not be surprised that so many are crossing it.

I kept building - with verification, with gates, with the discipline this essay describes - through a stretch when almost nobody in the room believed the room existed. It wasn’t until the tools crossed a threshold that could no longer be argued with that the conversation turned, and many of the same voices that had dismissed the category quietly picked it back up. I don’t hold that against them. Their skepticism was rational and identity-load-bearing at the same time, and nobody has to be the villain - not even my critics.

Towards the end of 2025, in the middle of that hostile stretch, an engineer from my hometown’s university found one of my articles on LinkedIn. He said it read like a PhD student defending a thesis.

I have no degree. I have a derailed academic track and a stack of labels older than my career. That one sentence, from a stranger carrying every credential I lack, meant more to me than he could have known.

And here is the part that still stings. At the same moment a stranger was reaching for a new category to describe my work, the people at home were reaching for the old ones - the labels that historically made sense. They could not see what I was building, and they could not see what I was recovering from. Two invisible frontiers, and both got filed under what was already believed about me.

The stranger updated on the evidence. The family updated on the history.

That is the loneliness of building on the edge of capability while healing from the edge of burden: the work arrives before the categories do, and the recovery runs deeper than the people watching can measure. The people closest to you hold the oldest priors, and the oldest priors move slowest. If you are early enough - at either edge - recognition will come from strangers before it comes from home, and you will have to decide, in that gap, whether the work and the healing are true anyway.

I decided they were.

From feeling to infrastructure

This is why the work extends beyond an essay.

The Consequences of a Broken Heart settled the direction. The aggregate response to that essay and the articles that followed made the first need unmistakable: people living with arrhythmia need language, confidence, connection, and psychological support that recognizes the cardiac reality of what they are carrying.

Confidence grounded in transparency.

The work must respect the clinical boundary. Lived experience gives me standing to ask the question. It does not give me authority to predetermine the answer. Artificial intelligence gives me additional capacity to investigate and build. It does not confer a medical credential or remove the need for expert review.

That is why OneRhythm begins with the human experience but cannot end with testimony alone.

It must connect the person to evidence, to other people, and to care without pretending to replace any of them.

It is also why Phial exists.

Phial began inside a consequential health-economic question, where evidence had to be selected, assumptions defended, models tested, errors corrected, and interpretation held behind explicit human gates. But the larger idea is not limited to economics.

Phial is being designed to preserve the space between machine output and human decision.

What evidence entered?

What was excluded?

Which arguments were considered?

Why was one accepted and another rejected?

Where did the model contribute?

Where did a human overrule it?

What changed after adversarial review?

Who approved the next step?

What uncertainty remained when the decision was made?

This is reasoning provenance.

The goal is not to automate judgment out of the system.

The goal is to make judgment inspectable enough to be challenged, taught, corrected, and trusted.

That is AI for good made operational.

Not a slogan.

An objective function.

A set of constraints.

A record.

A human being accountable at the gate.

What the replies proved

The replies did not prove that a series of essays can solve psychological distress in arrhythmia.

They proved something more useful.

Language can reduce isolation.

One person’s attempt to name an invisible burden can help another person explain it to a spouse. It can give someone words during a bad night. It can help a newly diagnosed patient recognize that mental-health support belongs inside the response to a cardiac condition. It can remind someone waiting for a procedure that fear is not evidence of weakness. It can tell a person who has been dismissed that psychological suffering does not make the physical experience imaginary.

The essays began with one person’s attempt to name the burden.

The recognition belonged to many.

That is scale.

Let the heart do what it wants

When the arrhythmia finally quieted, I expected peace.

What came first was clarity.

The burden had occupied so much of my internal world for so long that I could not see its full shape while I was inside it. Once the rhythm settled, I could see what remained: the vigilance, still running; the grief, still present; the mind, still scanning for the bear.

I could try to shut it all down.

Or I could give it somewhere to go.

The only way this heart stays calm is if I let it do what it wants.

It wants to work.

It wants to take fear and turn it into a question - the question into inquiry, inquiry into something another person can inspect, inspection into confidence, and confidence into agency.

It wants to build for the person whose pain is invisible, whose credentials do not tell the truth about their capacity, whose geography put expertise out of reach, whose illness interrupted the path, whose family does not understand, or whose fear of artificial intelligence is really the fear that the future no longer has a place for them.

I will not lie to that person.

The tools are imperfect. The risks are real. The work is difficult. Judgment cannot be delegated. Verification is not optional. And nothing about expanded capability absolves the human being using it from responsibility for the consequence.

But the ladder is real.

At a scale that was recently unavailable, a person without institutional reach can now build with something approaching it. A person fluent enough in the problem, disciplined enough in the process, and humble enough to expose the work to correction can move between natural language and machine language without asking permission at every border.

The machine’s scaling law asks how much capability emerges when we add more resources.

The human scaling law asks what happens when that capability is placed in the hands of someone who knows exactly who they are trying to serve.

My answer is still being built.

It is in the essays.

It is in OneRhythm.

It is in Phial.

It is in the record of every question, correction, and human gate.

It is in the refusal to let fear have the final word.

And it is in a heart that is calm only when the vigilance has somewhere useful to go.

That is the scaling law that matters:

Artificial intelligence can expand the reach of a human mind. Human judgment must decide the direction. Human consequence is the measure.

If this technology is going to scale, then so must our responsibility for what we ask it to amplify.

I know what I am asking it to amplify.

The people who answered those essays made certain of it.

There is a reason this essay exists at all, and it is the same reason I survived long enough to write it.

I have always maintained that words have more value than any currency the world has ever known. I believed it when language was the only asset I had - the thing that carried me into rooms my paperwork could not. I believed it when writing put ten years of silence into a shape a stranger could hold. And I believe it now, in an era when words have become the way humans direct machines.

Words have healed me.

They are my value.

And they are the most important asset I will ever own.

- Matthew J. Adams

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The video has nineteen million views.

I recommend watching it end to end. Not because every claim in it is verified - he’s anonymous, and his particulars can’t be independently checked - but because of what you can see in his eyes while he talks. I know that look. It’s the look of a man who saw the machine clearly and could not unsee it.

That same look is burned into my retinas in a way I don’t know will ever fully resolve.

I call them my incentive eyes.

The claim worth taking seriously

Strip away the virality and his testimony contains one very specific, very falsifiable claim about modern American healthcare:

If you are a physician who believes in a conservative approach to care - one that does not create a billable service line for the system - you are going to be a physician who has a very difficult time finding a job.

A physician can be sincere, well-trained, and oath-bound, and still find that the only viable seats at the table are the ones that generate charges. Nobody has to be the villain for the outcome to be poor.

I should tell you that other surgeons pushed back on him, publicly and hard. That criticism deserves to be heard, and parts of it may be fair. Outcomes vary. Burnout distorts. One anonymous testimony proves nothing by itself.

I’ve worked with spine surgeons in particular for quite a long time. Put ten of them in the same room looking at the same imaging and clinical context - you are going to see lively debate. That is the human part of healthcare that I love.

While the testimony proves nothing in a silo, I can add some perspective.

The other chair

I sat in the other chair.

He watched the system from inside the surgical suite. I watched it from the machinery around the suite - a career spanning clinic operations, insurance, device distribution, administration. Expert-level production the whole way. Top performer everywhere I went. I was good at the work, and for a long time I told myself that being good at it was the same thing as it being good.

Over time, the compass began to blur in ways I could not describe to the people around me. I watched incentives, domain by domain, and domain by domain the same answer came back: the system was not optimizing for the patient. I was an operator in some systems that I look back on with profound regret. It was because I was compliant. For the money.

And I shouldn’t have been.

He named the physician-side symptom: conservative care can’t find a job. I can name the operator-side mechanism: every domain I worked in was compensated on volume, throughput, and billable events, and none of them were compensated on the patient quietly getting better without us.

What it costs to see

There is a reason his video hit me the way it did, and it isn’t the healthcare argument. I can make that argument on my own (and I am).

It’s the pain in his eyes. Whatever you conclude about his claims, the cost of saying them out loud was real - and I don’t mean financially. I mean the specific, hard-to-describe cost of standing in front of the world and admitting that the work you were trained for, the work you were good at, was not what you believed it was. Being honest is hard. It is much harder when honesty indicts your own résumé first.

I know that cost because I’m paying it. I was not a bystander to the incentive structures I describe. I was a working part of them.

But here is what I’ve learned about that trade: the sight doesn’t go away, and neither does the debt. Once the incentive eyes open, you can either spend the rest of your life pretending they didn’t, or you can put them to work.

The clock

For me, the deciding factor wasn’t philosophical. It was cardiac.

After years of arrhythmia - six ablations, a decade of load - my rhythm finally quieted, and when the never-ending stress signaling took a breather, I was completely lost about what to do with my life. What I knew was narrow and absolute: it could not be wasted continuing the path I was on. And I knew the matter carried urgency, because if things cascade with my heart again, I was not going to leave this world with the words I am sorry being the last thing I say.

He went to the mountains. I went to the build. He says in his video that there are infinite ways up the mountain and only one peak - that we’re all trying to get to the same place, and it’s okay to take different paths.

He’s right. His path out was rest. Mine is work. Relentless work.

Different paths. Same peak: a healthcare system where seeing clearly doesn’t cost this much, and where the patient’s quiet recovery is finally somebody’s business model.

Watch his testimony. Then decide what your chair has shown you.

— Matthew J. Adams
ad astra per aspera

Know your why. Bear the how.

I said five for years. It was six.

I moved past that too quickly. It is the part I get asked about least and think about most, so I am going to stay there a while.

The question

It starts as a question from somebody who loves you.

Do you remember?

And you don’t.

Not it’s on the tip of my tongue. Not give me a second. There is no tongue and no tip. You reach for the place the thing should be and your hand closes on nothing - and the strange part is that the nothing has no edges. You cannot feel the shape of what is missing. You cannot tell how big it is.

Then you have to say something out loud, and every available sentence is wrong.

Say I don’t remember and it sounds like you weren’t paying attention. Say that never happened and now you have called them a liar. Say nothing and you are being cold about something that mattered to them.

There is no correct sentence. I have been looking for it for years.

What it does to the room

For them it is frustrating. I understand that completely. If you tell someone about a day you shared and they give you a polite blank face, that is a small injury. It repeats. It accumulates.

For me it is frightening in a way I have never once managed to explain in the moment.

Because the question is never really do you remember the trip. The question underneath it is how much of you is still in there - and I do not know. I cannot audit it. There is no index. The only way I find out something is gone is when somebody reaches for it and it isn’t there.

You discover the holes by falling into them. In front of people. Usually at dinner.

And by the time you have found language for any of it, the moment has moved on and you are three sentences behind, and the person across from you has already decided what your face meant.

Uncharted

I wrote last time about standing inside a statistic that was completely accurate and did not describe me.

This is the other side of that. Out here, the honest answer to most questions is nobody knows.

Seven years. Six ablations. Anesthesia over and over. A right ventricle rewriting itself between appointments. Three million premature beats in a single year. High-dose sotalol for years. Three shocks from the pond.

Which one took the memory?

All of them. Some of them. I cannot tell you, and neither can anybody else, and I have stopped needing that answer more than I need the next thing.

Because it is the same deal the arrhythmia makes. You do not get a cure and you do not get an explanation. You get a thing you live with. You learn where it lives. You stop arguing with it. You go on.

That is the work.

It has been extraordinarily difficult, personally and professionally. Uncharted territory sounds romantic until you are the chart.

Arbor

My daughter’s name is Arbor.

Her mother and I are both from Michigan, and we named her for Ann Arbor. That was the reason. There wasn’t another one.

Arbor is Latin for tree. We did not pick it for that. We picked it for a city - and the city, as the story goes, was named for a stand of burr oaks and two settlers’ wives who were both called Ann. The tree was already inside the name before either of us got there. We didn’t put it in. We inherited it.

She was born March 21.

I have been calling that the equinox for years. Since I promised you I keep my promises about numbers, I checked it.

The astronomical equinox that year fell on the twentieth. By the sky’s count, she missed it by a day. Technically, she was supposed to arrive on the 20^th, but at 11lbs and 7oz, she took her time making an entrance. She always does. Worth it.

March 21 is not an approximation. It is the appointed date. The Gregorian calendar was reformed in 1582 for the specific purpose of pinning the equinox back to March 21 so that Easter could be reliably computed, and the ecclesiastical equinox has been fixed there ever since.

She was not born on the equinox the sky observed. She was born on the one the world agreed to keep.

She is brilliant. I do not say that as her father. If you know me, you know this - I do not hand out merit where it is not due, to anyone, ever - it is earned, always. She earns it.

And when the days became nearly impossible, and I have been clear in all of this about how near, she is the reason I kept going.

Like from the movie Inception. The totem.

My root.

The other tree

This week I had a model draw me something.

Not the heart. The brain. I wanted to see what chronic stress does to a neuron, because the heart only tells half of this story and I have never believed the psychological side was a separate department from the electrical one.

The structure it drew is called a dendritic arbor.

That is the anatomical term. Arbor. The same word. Because the first people to look at a neuron saw a tree and had no better noun for it. There is a structure in the cerebellum that anatomists named arbor vitae - the tree of life - centuries ago, and nobody has bothered to rename it since.

So I named a daughter after a city named for oaks, and thirteen years later I was handed a picture of the branching structure that carries every signal I have, and the word for it was already her name.

What prunes and what proliferates

Under sustained stress, dendrites in the prefrontal cortex retract. Branch points are lost. The tree thins. In the hippocampus - memory - the same thing happens.

And in the amygdala, under identical conditions, it runs the other way. It grows.

Threat detection expands while executive control and contextual memory contract.

Two structures prune. One proliferates.

The brake and the accelerator are built out of the same material.

Where I stand

Nobody has looked at my brain. That remains true and I am not walking it back.

I also want to be precise about what is animal work and what is not, because I had it wrong in my own head at first, and the truth turned out to be better than I thought.

The morphology is animal. The dendrites themselves - branches counted, retraction measured in microns, regrowth tracked over weeks - comes from rodent work, because you cannot image a living human dendrite. That limitation is real.

The consequences are human. Prefrontal function degrading under sustained stress, and recovering when the load comes off, has been demonstrated in people. Structural change in the human hippocampus under chronic stress is documented. The functional signature exists in our species.

What we cannot do is open a skull and count branches.

So here is my position, labeled exactly as what it is.

I believe the mechanism holds across species. That is an opinion. It is an informed one, I will argue it with anybody, and it is not a finding. I refuse to dress it as one.

And here is what is not an opinion.

My arbors atrophied. I lived it.

They are coming back. I am living it.

I do not need a microscope to have standing on that. Nobody gets to tell me it did not happen because the instrument required to measure it has not been built. The absence of an instrument is not the absence of a phenomenon.

Kintsugi

Kintsugi is the Japanese practice of repairing broken pottery with gold. You do not hide the break. You fill it, and the repair becomes the most visible thing about the object, and the object is worth more afterward than it was before it broke.

When dendrites regrow after the load comes off - and they do regrow - they do not retrace the branches that were lost. The tree reaches similar function through different geometry.

It does not come back the same.

It comes back.

So I had it drawn in black and gold. The surviving arbor in one tone, the regrown branches lit like seams.

I looked at it for a long time.

The numbers

I am not going to tell you the numbers in my life mean something.

Three shocks at the pond. Three years to the day between that afternoon and the last ablation. Thirty-three lesions. Ninety days between the implant and the first shock, which is one season, almost exactly.

Numbers confess to anything under pressure. I could keep going all night and it would prove nothing except that I went looking.

December 9 came around three times. On the third one I went back to the lab and let them try again with an energy that did not exist when this started.

Gratitude

Vague gratitude is noise. I’ll be specific.

To the researchers whose work I have been pouring over these past few months: I am a patient with no laboratory and no credentials in your field, and I found my own experience described in your papers with more precision than I have ever managed myself.

Bruce McEwen spent a career establishing that stress is not a mood. It is a load, and loads remodel tissue. He died in 2020. I never met him and I owe him a great deal.

The people who did the slow work of measuring what sustained stress does to the architecture of a brain - over years, in labs, for an audience that was never going to include me - handed me the only language I have found that fits.

I did not know that language previously.

That is what research is for. Somebody you will never meet, decades later, in a bad stretch, finding the sentence that finally explains him to himself.

There are many others to name. They will be.

On the tools

I build with AI. I love it.

I will talk more about this in a future article. I have many thoughts. Too many. That will come later.

Here is what AI did and did not do to help me in this pursuit.

It did not find the pattern. It did not pull my records, sit with those reports, or walk back into that room on December 9. It did not raise my daughter, and it did not give her the name.

What it did was let a man with no laboratory, no research training, and a compromised memory cross a literature that would otherwise have taken him years - and hold enough of it in one place, at one time, to see the shape.

For seven years the thing I could not do was assemble my own experience into anything legible. That is precisely the capacity this disease took from me.

I got some of it back through a tool.

So: I am going to leave all the other thoughts on AI alone. I am going to recognize AI for what it is – a tool. I am thankful to Anthropic for building a tool that helped give me some of that capacity back.

The hand

I lost years. That is real, and as far as anyone can tell me it is permanent. It has cost me. It is frightening.

But here is the other side.

I got sharper at the only thing I was ever really good at.

Reasoning.

You play the hand you are dealt. Everybody says that. Almost nobody means the second half of it - that the hand is not a verdict. It is inventory. You count what you actually hold instead of what you wish you held, and then you play it like it is the winning hand, because playing it that way is the only way to find out.

I struggle to remember the most formative years of my child’s life, because an extreme amount of that time was filled with my heart sending signals to my brain that there might be other priorities.

Vision? I can see, faster than I ever have in my life. Pretty good timing for that if I am honest.

The reality is blunt.

I am never getting that time back. Those memories are not coming back because the facts are that they never encoded properly in the first place. That wasn’t because of a character flaw. It was the fight of my life.

So, I have a hand.

And in that hand are my aces. My vision.

And I will win the hand.

To everyone whose heart beats wrong

You must not lose hope.

I am not saying that from a comfortable chair.

I lost mine. Entirely. There was a stretch where hope was simply not in the room. That article will come later.

Hope came back.

It did not come back the way it left. Nothing does. It came back through different geometry - which is the thing I have spent this entire piece trying to say.

So if you are somewhere in the middle of losing yours right now, understand what that is. It is not the end of the story. It is a chapter. And I am sitting here as one data point of exactly one, telling you that chapter ends.

I lost it.

It came back.

- Matthew J. Adams

ad astra per aspera

I was born at Sparrow Hospital in Lansing, Michigan.

Some have said the sparrow is of no value. Somehow the ledger always gets corrected on that.

That has been the story of my life.

Six

I had to look it up.

For years I told everyone five. Five ablations, two aborted. That is what I remembered, and I said it with confidence - to my doctors, to my family, to anyone who asked how bad it had been. Five and two. Clean number. Easy to say.

Then I pulled my records.

Six completed procedures. One aborted. And the one I had lost was the one performed the same day they put a defibrillator in my chest.

I could not remember how many times a catheter had been inside my own heart.

I am a person who is rather neurotic about data. I am precise about numbers on purpose. And somewhere in seven years I dropped an entire operation - the sedation, the groin puncture, the drive home - out of my own account of my own life, and I never noticed, because nobody around me was counting either.

That is what the years did.

The 0.1%

Here is the context, since I promised numbers and I keep my promises about numbers.

For most people with the arrhythmia I was diagnosed with, this is a short story. Premature ventricular contractions from the right ventricular outflow tract - the RVOT - are the friendly version. In the multicenter data, RVOT origin carries the highest ablation success rate of any location in the heart, around 93%. Long-term, roughly 80% of outflow tract patients are still doing fine at five years. You go in once. It works. You go home and get on with it.

Six times is not that story.

You might as well call me Rich AFib, because the ventricles were not the only problem along the way. And as a matter of patient preference, let me make one small observation: if you could order these à la carte, I am taking ventricles every time. The atrial route involves considerably more large needles. No likey. Worked like a charm, though. So there is that.

Now. As a citizen of the 0.1%, I can report that there are no tax advantages.

It does not matter how tired you are. It does not matter what room you are in or who needs you in it. You chew the pills and you keep going, because if anyone sees you break, you are cooked.

I say that with some authority. In hindsight I would far rather have been cooked earlier than fried later.

What the records actually say

August 3, 2017. Age thirty-one. First ablation. They found the focus in the posterior RVOT, burned it, and the exit site moved. Residual PVCs at the end of the case. I went home on propafenone and got on with it, because that is what you do when the diagnosis is the benign one.

April 19, 2021. I went to the emergency room with abdominal pain. A stomach ache. While I was there, someone noticed runs of ventricular tachycardia on the monitor.

That is how it got caught. Not by a system looking for it. By a stomach ache.

Three days later they put a patch on me. Over four days it recorded 235 episodes of ventricular tachycardia. The technician made a courtesy call to my electrophysiologist that evening. On the intake form, under heart disease, someone had written: None known.

I was clearing trees on our property when the call came. He told me to stop whatever I was doing.

April 27, 2021. Treadmill. Bruce protocol. Eleven minutes and six seconds, 203 beats per minute - 109% of my predicted maximum - before it went into sustained monomorphic ventricular tachycardia before it quit on its own.

I have written before that this was the day fear entered my life and never fully left. That is true. But I have been rereading the report, and there is another way to say it. I had been doing exactly that - pushing my heart to the top of its range, alone - for four years. April 27 was not the day it became dangerous. It was the first day it happened somewhere someone could catch me.

Both are true. I only ever wrote one of them down.

August 17, 2021. Cardiac MRI. My right ventricular ejection fraction came back at 44%. And in the free wall of my right ventricle, the radiologist described a microaneurysmal, accordion-like pattern - the wall moving out of time with itself.

He scored it against the published criteria for arrhythmogenic right ventricular cardiomyopathy. Minor criteria, met. Combined with sudden cardiac death in my family, that became the working diagnosis, and it has been the working diagnosis ever since.

September 10, 2021. Boston Scientific dual-chamber defibrillator, left chest.

The 93% was real. It just was not mine.

This is the part I need people to understand, because it is the whole reason I do what I do now.

Nobody was wrong. My 2017 tracing was textbook: left bundle morphology, inferior axis, transition at V4, a 98% pace map. That pattern is scored as the minor criterion in the cardiomyopathy guidelines for a specific reason - because it usually means the harmless thing. The very shape that made everyone comfortable is the shape the disease uses to look like nothing at all.

So for four years I stood inside a statistic that was completely accurate and did not describe me. The 93% was real. It belonged to somebody else.

And the disease moved while I was standing there. In April 2021 my monitor called the PVCs unifocal - one site, one origin. By January 2024 the operative note reads at least two different populations, including one arising from further down in the right ventricle, outside the outflow tract entirely.

The target kept moving because the substrate kept growing. Six procedures is not six failures. It is six correct operations performed on a heart that was rewriting itself between appointments.

Intermission for a fanboy kudos to the man and an unpaid shill for all the right reasons.

This vlog update from Garrett Clark really hit me. I have no shame and I will not hide it. I am a 40-year old bogey golfer with a battery in my chest that does not play well with the backswing - I found joy more often watching Good Good golf videos than actually being on the course.

I am glad to see him so open about it. That he talked about how frightening it can be. He is correct. It can be.

I am glad that he decided to take the time off that he needs to prioritize what matters.

Health is wealth.

It starts with our hearts.

And from GC - this was as rich as it gets.

GG golf is awesome. Watch it.

Any who, onwards.

The pond

December 9, 2021. Three months after the implant.

It was hot. I had not taken my morning medication. I was waist-deep off the shore of the pond on our property - the place I went specifically to stop thinking about my heart. That was the entire point of the pond.

I went into VT without noticing, because I was busy.

The first shock came before I understood what was happening. I panicked, got myself together, and started for the house. The second one put me on my knees. I got up yelling for help, and a pest control worker in the driveway saw me and ran inside for my family.

The third one, I stopped. I lay down in the dirt. I thought that was the end of it, and I remember lying on my back saying I was sorry, over and over, to no one in particular.

There is no operative note for that afternoon. There is no billing code. It exists only in my memory, which - as I have now established in writing - is not a reliable instrument.

Three years later to the day, on December 9, 2024, I had my last ablation. I have not decided what to do with that.

What stable looks like

I want to show you the last full year before it ended, because I do not trust my memory of it and I do not have to. The device kept its own records.

Two remote transmissions. June 17, 2024, covering the prior three months: twenty-four high atrial rate episodes and thirteen high ventricular rate episodes, ventricular rates ranging from 136 to 205 beats per minute. September 13, 2024, covering the three months after that: twenty-nine more, the longest running two minutes and forty-five seconds at 264 over 140.

Thirty percent of my heartbeats in that window were not mine. They were generated by the device.

And the whole time it was set to Monitor plus Therapy, which is the setting that means it is not only watching - it is armed. I had already been shocked three times. So every one of those episodes was a small referendum on whether the pond was going to happen again, and I got to sit inside each one and wait for the verdict, and then go back to whatever I had been doing.

What I had been doing was coaching my daughter’s softball team. And running a sales team that sold medical devices and finding my stride as quite the thorn in the side of the GPOs if I do say so myself (and I do) - while a device sat in my chest, quietly numbering my arrhythmias into the thousands.

Both reports reach the same conclusion.

Lead trends within normal limits. Stable.

They are not wrong. The hardware was flawless. Battery OK, ten and a half years of longevity remaining, impedances in range, sensing good. That machine did its job perfectly for three years.

There is no field on the form for the man.

What healed looks like

December 9, 2024. Pulsed field ablation, anterior right ventricular outflow tract. Thirty-three lesions.

It worked. I need to say that as plainly as I know how, because everything after it might read as ingratitude otherwise.

Here is what worked looks like, counted by the machine in my chest and not by me. Over the 399 days ending in February 2025 - a window that is mostly the year leading up to that ablation - my device logged 3,131,975 premature ventricular contractions. Over the 353 days after, it logged 2,296. Salvos of three or more beats went from 1,399 to zero.

Three million, down to two thousand. A man I trust did that with a technology that was not designed for the chamber he used it in.

Then I came home, and quote: you’re healed now. Get over it.

That is actually not how any of this works.

Nine months later, on September 5, 2025, the device recorded ten separate ventricular tachycardia events between 10:39 in the morning and 8:59 at night - the fastest at 226 beats per minute. That same afternoon an atrial episode began that ran thirty-four hours and six minutes, with a peak ventricular rate of 234.

September 21, 11:32 PM. Ventricular tachycardia at 194. For the first time since the pond, the device stopped watching and acted - antitachycardia pacing, delivered to convert the rhythm.

January 31, 2026. Report type: RED ALERT.

I went in to see my electrophysiologist. I was told I might need another ablation.

The part that actually took the years

I spent seven years proving how rare I was. Six ablations. A moving substrate. An off-label technology used in a chamber it was not designed for. I got very good at being the interesting case.

And then I went looking for the numbers on the other thing. The part nobody operates on.

There is a 2023 meta-analysis in Europace covering 109 studies and 39,954 patients with implanted defibrillators. Across that population: clinically relevant anxiety in 22.6%. Depression in 15.4%. PTSD in 12.4%. General population estimates for those three run around 13%, 7%, and 1 to 2%.

Among patients who have actually been shocked, the anxiety rate is roughly four times higher than among those who have not - one review puts it at 37.5% versus 8% - and depressive symptom scores climb with the number of shocks received. Following a shock, about one in five develops post-traumatic stress from the shocks themselves. It does not politely resolve, either. One longitudinal study found PTSD in 30.8% of patients two years after implant, rising to 36.4% at four.

I am not rare there. I am not interesting there. I am the median.

And when the European Society of Cardiology summarized that meta-analysis for the press, they described the fear of shock as something that changes how patients think about driving, and swimming, and so on.

Swimming.

The worst afternoon of my life is a bullet point. Somebody wrote it into a summary paragraph because enough of us reported the same thing that it became a category. For years I carried that pond as the one experience that belonged entirely to me - the thing that made me unreachable - and it turns out there is a citation for it.

That is not diminishing. That is the best news I have had in a decade.

Seemed fine

After the last ablation I went to rehab, because the way I had been coping was not a plan, it was a slow exit. It was there, from someone trained to recognize it, that the word trauma got used about my life for the first time.

I brought that home and tried to explain it.

I was told it had not happened. That I was using it as an excuse. That I had seemed fine.

I did seem fine. I had spent seven years becoming world-class at seeming fine. That skill carried me through six procedures, a defibrillator, and three shocks in the dirt, and it turned out to be good enough to convince the people closest to me that nothing much had occurred.

I am not writing that to indict anyone. I have come to believe that fully acknowledging those years would have required them to look at things that were genuinely too heavy to pick up. The harm in that room already happened. Publishing this does not create it. It only means the recognition I could not get in private might reach me - and might reach somebody else - out here instead.

What the papers do not measure

The literature is good on prevalence. Twenty-three percent. Fifteen. Twelve. Four times the anxiety if you have been shocked. Rising at two years and four years instead of fading. Those numbers are solid and I will defend them.

What the literature has no number for is the thing that actually ended my household.

Every successful procedure sets a deadline. The operation goes well - genuinely, measurably, three-million-to-two-thousand well - and everyone standing near you reads that as the end of the story, because in almost every other kind of medicine it would be. Appendix out, appendix over. Which means the better your outcome, the shorter the runway you get before you are expected to be finished with it.

But this is not an appendix. It is a substrate. It is lifelong, and the morphologies traverse the heart - you silence one focus and the disease writes another one somewhere else, further down the wall, in a shape nobody has seen yet. The question was never whether the last ablation worked. It is whether the wall is still changing. Mine is. That is what the January report says, and that is what my electrophysiologist told me to my face.

So the best result of my life is also the thing that ended my ability to be believed. It worked, therefore I was healed, therefore whatever I still carried was a character defect. Get over it is a reasonable sentence to say to someone whose problem is over.

Nobody has run that study. Nobody has measured what a good outcome costs you socially inside a disease that does not conclude. I know the effect is real for two reasons: it happened to me, and I have never once described it to another arrhythmia patient and watched them look confused.

That is the gap I can actually stand in. Not because I am a clinician - I am not - but because the only person who does not need you to be healed is somebody who already knows there is no healed.

What I am going to do about it

My cardiology was good. I want to be unambiguous about that, because I am about to be critical of a system and I refuse to be sloppy about who deserves what.

A physician read my whole file, ordered imaging nobody had ordered in four years, found signal, and put a device in my chest that has since protected my life. The electrophysiology worked. Six times, in its own terms, it worked.

And not one of those six operative notes contains a single word about what it cost.

Go back to that September device report. At the bottom of the second page there is a box marked Billing Information. Professional: 93295. Technical: 93296. Someone is paid to read the record of my heart running at 205 on a Wednesday, and they should be, and they earned it.

There is no code on that form for lying in the dirt saying you are sorry. No line item for the afternoons cut short, the parties stopped attending, the stage started avoiding, the memory quietly lost, the weight of being the reason everyone had to leave early. The electrical problem was measured to four decimal places for seven years and billed to the dollar. The other one was never measured at all - not because anyone was negligent, but because the machine that measures hearts does not have that instrument attached to it.

Twenty-three percent. Fifteen percent. Twelve percent. Four times the anxiety if you have been shocked, and rising for years afterward rather than fading.

Those are not my numbers. They belong to a population large enough to have a literature, a prevalence, and a set of published recommendations - and no delivery system worth the name. The papers all end the same way: psychological assessment, monitoring, and therapy should be offered as part of routine care. Then everyone goes home.

That is the gap. That is where I am going to work.

OneRhythm exists to build peer support capacity for the psychological side of arrhythmia care. Structure - so that the person who has just been told their heart beats wrong can reach a person who already knows exactly what that sentence does to a Tuesday afternoon.

I can do this for one reason and it is not credentials. I know how these people feel, and they know how I feel. In ten years of trying everything, that is the only mechanism I have found that reliably works. Everything else was management. That is medicine.

What this publication is

I am writing a case report - the electrical timeline and the human one, side by side, anchored to primary documents rather than to my memory, which has already been demonstrated in these pages to be an unreliable narrator. When it is done I will publish it, including the parts that make me look bad and the parts I got wrong.

This is where that work will happen in the open. The record, the reasoning, the corrections. I will show what I built and how, and I will name what I do not know.

If your heart beats wrong, or if you love somebody whose does, you are in the right place. If you got told you seemed fine - you are especially in the right place.

What came back

I published the early pieces of this where arrhythmia patients actually are, and I braced for silence - because silence is what this subject usually gets.

That is not what came back.

A woman who carries thirty thousand extra beats a day - ten million a year - wrote that she was raised to believe expressing sadness meant something was wrong with her, and that doctors called her disease anxiety for twenty-five years. Then she apologized in advance for her own reply, because she expected people to be cruel about it. That is what a quarter century of not being believed does. You start pre-refuting your own testimony.

A man showed the essay to his wife so she could finally see what he could not say out loud. He wants to show it to a doctor. He does not believe the doctor would care.

Someone saved an earlier post in the notes app on their phone and read it back to themselves in the middle of a storm of extra beats. Alone, at whatever hour those storms keep. I know exactly what it is to need that and not have it.

A woman with an ablation scheduled next month - sitting there feeling her heart misfire while she typed - said it gave her strength.

A man thirty-one years and five ablations in told me his invisible animal was never a bear. His was a tiger. Same animal. Different name. All of us on lookout.

And more than one of them said the same sentence in slightly different words: nobody around me understands, the mental part is bigger than the physical part, and I thought I was the only one.

Twenty-three percent. Fifteen. Twelve. I gave you the numbers and the numbers hold. But the replies are the numbers with people inside them - every prevalence statistic is somebody typing into a phone at midnight hoping a stranger will tell them they are not crazy.

So understand what happened here. I said there was no delivery system worth the name. And the thing that arrived in its absence was an essay saved in a notes app, reached for during a storm. That is not a system. That is a flare.

Flares prove the need.

They do not meet it.

The ask

I have an ask, and it is a big one.

OneRhythm has to exist at scale - real structure, real training, real reach - so that the woman with the ablation next month gets a person instead of a pamphlet, and the man who cannot make his own family understand gets a room where nothing needs explaining.

I cannot build that alone. The plan never has been anyway.

If your heart beats wrong - come. If you love somebody whose does - send this to them. And if you are somebody who builds things, funds things, or opens doors: find me.

It will be worth it.

Because they are worth it.

I earned the right to say this. Just like I have earned everything else that was mine in my life.

There are people who would count me out. This is unwise.

I’ll say this one time and it really shouldn’t even need to be said. But here goes.

I am not the type that gives a fuck about what the odds say.

If I want to get something done. It is getting done.

And if anyone is going to define what this heart is about, it is going to be me.

The ledger always gets corrected.

- Matthew J. Adams

On an aside – this made me smile. When I went to the ER most recently because of the AVNRT and syncope issues. Because my ventricular arrhythmia issues remain virtually completely resolved and I wasn’t on medications, there no longer needed to be a lower bound for pacing me up to try and help me with my energy levels. My EP said to me “You are on your own now.”

I thought to myself - maybe for now, but not for much longer.

ad astra per aspera

I live for aspera part.