Shortly after speaking to a friend about books this morning, I had an idea. It is completely outside of genres I have read or written in. I think that might be a most delicious challenge to myself. Importantly, I know exactly where I'd like it to go, but no idea of how I'll get there. Normally that would bother me, but not in this case.

So... new goal. I will complete this novel and submit it before my 55th birthday. I'm curious about where I'm going to take it, because it's very much so outside of my wheelhouse. But if I can get the storytelling and voice just right, I think I could capture something really special.

It feels meant to be. I hope that it will survive my attention span. Perhaps it's time to flip the hyper-focus switch.

© 2026 AnOublietteofThought. All rights reserved.

One of the things I do throughout my day is to try and place myself into multiple perspectives depending upon what I'm doing. We've all lived vastly different lives at times. I feel that if we only observe the world through our own eyes, we're missing out on quite a lot.

A good example would be from a video I was sent yesterday of a Marvel drone show in Asia. Frankly, I've not personally experienced such a thing other than seeing it on a screen. Just imagining what it must have been like in person was impressive.

However, I took it beyond myself who has experienced enough on the tech-entertainment side to be able to fully imagine it. My first thoughts went to indigenous tribes that have little to zero contact with the modern world. Can you just imagine what they might think to see a several hundred foot tall Iron Man appearing in the sky above your village? In fact, what would a brain that has zero concept of drones or Iron Man actually see?

Thinking about that makes me quite nervous considering exploitation and manipulations. I also get heartbroken not just for them, but for all the animals and insects with their various sensory differences. It's so important for us to see beyond our entertainment and capitalistic mindset.

Another situation that really makes me sad is the tendency for medical and other appointments to be going digital. I am sure there are many, many persons that makes extremely uncomfortable, and some who might not know what to do at all. I really think exceptions and awareness are important there.

I had a conversation yesterday that made me think. A woman was explaining how she didn't know how to do something which is quite important to be able to do in today's time. She feared it and was uncomfortable with it, but really wanted something it required. (I will be returning and attempting to teach if possible.) I explained a different way to go about it and she wrote it down.

However, as I got back to my residence I realized that I had extra that I didn't need. It was a want/what if/convenience extra. So I quickly gathered the items up and returned to the store and gave them to her. I think she thought I was just showing her examples at first. She wanted to pay me, etc. I obviously said no as that wasn't the point. The gratitude and relief on her face was palpable.

It's something she'll have for as long as she cares for it properly, and it will make a positive change in her life. Living where I do, I cannot help but wonder how many persons are being left behind in the world simply from the obliviousness of others.

I have a few friends who speak of different programs that exist for such educations, but that's assuming persons know about them, have the means to attend, and are socially, physically, and mentally capable of attending. There are more who are not able to than one might imagine.

Location matters, too. I do not drive at this time, nor is there public transportation where I live. Depending upon the country and city you live in drastically matters in this detail. For persons who have not traveled a lot nor lived in a variety of areas, those differences can be a lot to wrap the mind around. Trains, buses, trams, taxis, and ubers are a luxury of convenience. They are most certainly not a given. There are plenty of areas where none of those exists. And even if they do, it doesn't mean a person is capable of navigating them, or can afford to do so.

I remember in my youth we were careful to watch out for our neighbors. I don't know how many times I went to the store for, cooked, cleaned, drove, mowed lawns, showed how to navigate new tools, etc to those around me. I think most people did then. Now people barely glance at each other and may have never even spoken to their neighbor.

I'm all over the place with this entry, but I think it circles the same topic. A few conversations I've had on it recently with persons able to do something about it on a broader scale really disturbed me. Bubbles, bubbles, bubbles.

I think that it is really only in the last decade or so that I've come to realize how rare it is for humans to aspire to view the world from perspectives other than their own. Often, even those who say they do don't. They scrape at the edges of the idea of it, but they don't sink deep enough to really grasp the difference. I have a feeling that most aren't able to because it'd force them to be more self-aware. Then there's the brain wiring goobly goo.

We are a strange and oblivious civilization. To call ourselves infants or toddlers is pretty apt. I wonder how long it will be before the majority of us engage with as opposed to spill at...

Also, as a side I just thought of. The elderly woman and ChatGPT commercial on Prime annoys me beyond belief. That is a very manipulating, propagandizing, reckless commercial that is going to be responsible for so much physiological harm if not out right physical harm. It infuriates me. It's a very good example of either ignorance or intentional irresponsibility. It's certainly a grab for information and control from a consumer who likely won't know it's happening.

I shouldn't end this on the commercial because it really does infuriate me. Many a person will say, “Well they'll learn.” No. That is not an acceptable response. The learning curve has far too high of a potential for harm. If only people thought more long term/big picture/multiple perspective in their scale. Alas, I don't believe most people would even want to.

Now I've made myself sad. Grrrr on me! Grrrr on me...

© 2026 AnOublietteofThought. All rights reserved.

In this brief post, I attempt to highlight a few of my exciting adventures, which have transpired since the last New Moon.

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I performed with other musicians at a hospital. They seemed more experienced than me, and I was honoured to perform alongside them.

Be that as it may, I felt a little unfamiliar with their repertoire.

And I went to a conference and enjoyed complimentary satay. I heard about a platform named GiveInstead.

bookshelf

• C.S. Lewis. “Out of the silent planet”. (First book in a trilogy).

#lunaticus

My Favorite poet is a woman in Canada that I found from TikTok. I honestly don’t even remember how this happened, but we follow each other on Instagram now, and we talk once in a while. We were recently just talking about, and how terrifying that is. And how much it sweeps you off your feet. And when we were talking about it, she started to psychoanalyze it the same way that I do with my thoughts. And it felt like for the first time ever, I found someone else like me. And it feels like a little window or a little teaser into what could be. And I feel like she has set a bar so unimaginably high, but one that I feel like I cannot really bring myself to. Want any lower anymore now that I know that it exists. It feels like such an incredibly common thing in the grand scheme of things, but I can’t seem to recall when I have interacted with someone else like this before. It just feels like someone can finally really see me in a way that I have not felt before.

I was going to complain about work today. i went home early. couldnt get anything done and my head was bothering me the whole time, and i kept feeling like something was wrong. didnt see much point in staying, so i left. anyway something else happened. i went to bed early last night. didnt bother opening my phone or checking anything. i didnt expect anyone to text me, and usually no one does. my weekly screen time average is 36 minutes. when i got home, i picked up my phone and found a message from angel. well, i wasnt expecting that. she sent me something rather gorgeous, actually. then told me not to get in trouble and few other things. not sure how she knows about that. or why she thinks telling me not to will make much difference. ill consider it, i suppose. no promises. i dont really know what to do with myself now. its a little ridiculous. i spent the entire day feeling awful, came home, checked my phone and now i have something else to think about.

Ive read the message more times than necessary. not that theres much to read. im aware of that. i liked hearing from her. rather unfrtunate that ive had to admit that in writing. there. thats it for today, thats all you’ll be getting. ill return to my usual miserable activities now. ive embarrased myself enough. till tomorrow.

Sincerely, A man with 36 minutes of screen time.

The Unfinished Story

There are seasons in life when it becomes difficult to remember who we are beneath everything we've been through.

We begin with hopes, dreams, and expectations. We imagine the lives we will build, the people who will remain beside us, the things we will accomplish, and the happiness we believe is waiting somewhere along the way.

And then life happens.

Not always dramatically. Sometimes it happens so gradually that we hardly notice how much has changed.

A relationship becomes a place of loneliness. A body we once trusted begins to betray us. Financial pressures consume our peace. The years pass, and dreams that once seemed within reach begin to feel impossibly distant.

Sometimes the struggle is visible to everyone.

Sometimes we carry it so quietly that even those closest to us have no idea how much effort it takes simply to get through another day.

And somewhere along the way, something begins to happen that we may not even recognize.

We stop seeing our circumstances as things we are experiencing and begin accepting them as definitions of who we are.

We no longer simply struggle financially. We begin to see ourselves as failures.

We no longer simply experience rejection. We begin to believe we are unworthy of love.

And sometimes, after spending so long trying to survive, we forget that there was ever more to us than surviving.

We begin measuring our worth by what we've accomplished, who has stayed, who has left, and how closely our lives resemble the ones we imagined.

And when those measurements disappoint us, we begin to believe that we are the disappointment.

But I want to tell you something.

There is still more to you than the life you have lived so far.

You are not merely the sum of your mistakes.

You are not the relationship that ended, the opportunity that passed, the diagnosis you received, or the years you wish you could recover.

You are not the opinion of someone who never took the time to know you.

And you are not less deserving of love, dignity, or happiness because your life has unfolded differently than you hoped.

I know something about watching the years pass while feeling as though my life is standing still.

I know what it's like to carry hopes that seem increasingly distant, to make plans that circumstances repeatedly interrupt, and to wonder whether the life I once imagined is still possible.

There have been seasons when I wasn't so much living as waiting for life to become something I could finally participate in.

And even now, looking back, there are things I don't fully understand.

I've learned that surviving a difficult season doesn't necessarily mean we emerge with all the answers.

Sometimes we emerge with nothing more than the realization that we're still here.

And that matters.

But I also want to be careful about something.

I don't believe every painful experience needs to be transformed into a beautiful lesson before it can be acknowledged.

Some things are simply painful.

Some losses remain losses.

Some injustices never receive an explanation.

Some wounds take longer to heal than anyone around us understands.

And sometimes, despite our prayers, our efforts, and our determination, circumstances do not change.

And we should be able to say these things aloud without being accused of surrendering our hope.

Because hope is not the denial of suffering.

It is the refusal to believe that suffering has the authority to define everything that remains.

There is a difference between recognizing that life has wounded us and deciding that we are nothing more than our wounds.

And there is a difference between accepting where we are and believing that where we are is all we will ever be.

Perhaps you've spent years waiting for something to change.

Perhaps you've convinced yourself that you'll begin living when the money is better, when your health improves, when someone finally loves you the way you hoped to be loved, or when you've become the person you think you should have been by now.

But what if life is not waiting somewhere beyond your present circumstances?

What if, even here, there are moments worth experiencing?

A conversation that reminds you you're not alone.

A morning when you notice how the sunlight finds its way through the window.

An unexpected kindness.

A reason to laugh when you thought you had forgotten how.

A chance to offer someone else the understanding you once needed.

These moments do not erase our difficulties.

They don't have to.

They remind us that our difficulties are not the entirety of our existence.

And perhaps that's where we begin again.

Not by pretending the past didn't happen.

Not by demanding that tomorrow make up for everything yesterday took away.

But by recognizing that somewhere along the way, we may have stopped participating in our own lives.

We stopped making plans because so many had fallen apart.

We stopped allowing ourselves to hope because disappointment had become too familiar.

We stopped asking what might bring us joy because we had become accustomed to asking only what needed to be endured.

And perhaps the first step forward isn't changing everything about our circumstances.

Perhaps it's giving ourselves permission to want something from life again.

Not someday.

Now.

Even here.

Take care of the person you are today, not merely the person you hope to become.

Allow yourself to grow without despising the person who struggled to get this far.

That person made decisions without knowing everything you know today.

That person endured circumstances you may now struggle to imagine living through again.

And while you may wish some things had been different, you don't have to condemn the person you were in order to appreciate the person you're becoming.

And when you encounter someone whose life looks different from yours, remember that you are seeing only a fraction of the story they carry.

Be careful with people.

Be careful with yourself.

We are all living lives more complicated than they appear from the outside.

And if you are in a season when everything feels uncertain, when your strength is fading, or when you can no longer see the purpose in what you're enduring, I won't insult you by promising that everything will work out exactly as you desire.

I don't know that.

But I do believe your life is worthy of care, even when it is difficult.

You do not have to become extraordinary to deserve an ordinary measure of peace.

You do not have to accomplish something remarkable to justify your existence.

And you do not have to wait until every broken thing in your life has been repaired before allowing yourself to experience joy.

There may be parts of your story you would never have chosen.

There may be chapters you wish had been written differently.

But you are still here.

Still capable of giving and receiving kindness.

Still capable of discovering something beautiful.

Still capable of becoming acquainted with parts of yourself that life has not yet given you the opportunity to know.

So don't let the hardest chapters convince you that they are the whole book.

Don't let the people who failed to recognize your worth become the authorities on your value.

And don't allow the years behind you to persuade you that nothing meaningful remains ahead.

You have lived through things that changed you.

But you are more than what happened.

More than what you lost.

More than what you have yet to accomplish.

There is still more to you.

And there is still life to be lived because your story is not finished.

#ArchitectureOfGrief

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© SilentSentinel, 2025. All rights reserved. Excerpts may be shared with attribution.

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La historia inconclusa

Hay etapas en la vida en las que se vuelve difícil recordar quiénes somos debajo de todo lo que hemos vivido.

Comenzamos con esperanzas, sueños y expectativas. Imaginamos la vida que construiremos, las personas que permanecerán a nuestro lado, las cosas que lograremos y la felicidad que creemos que nos espera en algún lugar del camino.

Y entonces, la vida sucede.

No siempre de manera dramática. A veces ocurre tan gradualmente que apenas nos damos cuenta de cuánto han cambiado las cosas.

Una relación se convierte en un lugar de soledad. Un cuerpo en el que antes confiábamos comienza a fallarnos. Las preocupaciones económicas nos roban la paz. Los años pasan, y los sueños que alguna vez parecían estar a nuestro alcance comienzan a sentirse imposiblemente lejanos.

A veces, nuestra lucha es visible para todos.

Otras veces, la llevamos tan silenciosamente que incluso las personas más cercanas a nosotros no tienen idea de cuánto esfuerzo nos cuesta simplemente llegar al final de otro día.

Y en algún momento del camino, comienza a suceder algo que quizá ni siquiera reconocemos.

Dejamos de ver nuestras circunstancias como cosas que estamos experimentando y comenzamos a aceptarlas como definiciones de quienes somos.

Ya no simplemente atravesamos dificultades económicas. Comenzamos a vernos como fracasados.

Ya no simplemente experimentamos el rechazo. Comenzamos a creer que no somos dignos de amor.

Y a veces, después de pasar tanto tiempo intentando sobrevivir, olvidamos que alguna vez hubo algo más en nosotros que la simple supervivencia.

Comenzamos a medir nuestro valor por lo que hemos logrado, por quienes se han quedado, por quienes se han marchado y por cuánto se parece nuestra vida a la que alguna vez imaginamos.

Y cuando esas medidas nos decepcionan, comenzamos a creer que nosotros somos la decepción.

Pero quiero decirte algo.

Hay mucho más en ti que la vida que has vivido hasta ahora.

No eres simplemente la suma de tus errores.

No eres la relación que terminó, la oportunidad que pasó, el diagnóstico que recibiste ni los años que desearías poder recuperar.

No eres la opinión de alguien que nunca se tomó el tiempo de conocerte.

Y no eres menos merecedor de amor, dignidad o felicidad porque tu vida haya transcurrido de manera diferente a como esperabas.

Sé lo que es ver pasar los años mientras siento que mi vida permanece inmóvil.

Sé lo que significa aferrarse a esperanzas que parecen cada vez más lejanas, hacer planes que las circunstancias interrumpen una y otra vez, y preguntarse si la vida que alguna vez imaginé todavía es posible.

Ha habido etapas en las que no estaba viviendo tanto como esperando que la vida se convirtiera, por fin, en algo de lo que pudiera participar plenamente.

Y aun ahora, cuando miro hacia atrás, hay cosas que todavía no comprendo del todo.

He aprendido que sobrevivir a una etapa difícil no significa necesariamente que salgamos de ella con todas las respuestas.

A veces salimos de ella sin nada más que la certeza de que seguimos aquí.

Y eso importa.

Pero también quiero ser cuidadoso con algo.

No creo que toda experiencia dolorosa tenga que transformarse en una hermosa lección para que podamos reconocerla.

Hay cosas que simplemente duelen.

Hay pérdidas que siguen siendo pérdidas.

Hay injusticias que nunca reciben una explicación.

Hay heridas que tardan más en sanar de lo que las personas a nuestro alrededor pueden comprender.

Y a veces, a pesar de nuestras oraciones, nuestros esfuerzos y nuestra determinación, las circunstancias no cambian.

Y deberíamos poder decir estas cosas en voz alta sin que se nos acuse de haber renunciado a la esperanza.

Porque la esperanza no consiste en negar el sufrimiento.

Consiste en negarnos a creer que el sufrimiento tiene la autoridad para definir todo lo que aún queda por vivir.

Hay una diferencia entre reconocer que la vida nos ha herido y decidir que no somos nada más que nuestras heridas.

Y hay una diferencia entre aceptar dónde estamos y creer que ese lugar es todo lo que alguna vez podremos llegar a ser.

Quizá llevas años esperando que algo cambie.

Quizá te has convencido de que comenzarás a vivir cuando tengas más dinero, cuando tu salud mejore, cuando alguien finalmente te ame como siempre esperaste ser amado o cuando te conviertas en la persona que crees que ya deberías ser.

Pero ¿y si la vida no está esperando en algún lugar más allá de tus circunstancias actuales?

¿Y si, incluso aquí, todavía existen momentos que vale la pena vivir?

Una conversación que te recuerda que no estás solo.

Una mañana en la que notas cómo la luz del sol entra por la ventana.

Un gesto inesperado de bondad.

Una razón para reír cuando pensabas que habías olvidado cómo hacerlo.

Una oportunidad de ofrecerle a otra persona la comprensión que alguna vez necesitaste.

Esos momentos no borran nuestras dificultades.

No tienen por qué hacerlo.

Nos recuerdan que nuestras dificultades no constituyen la totalidad de nuestra existencia.

Y quizá sea allí donde comenzamos de nuevo.

No fingiendo que el pasado nunca ocurrió.

No exigiendo que el mañana nos devuelva todo lo que el ayer nos quitó.

Sino reconociendo que, en algún momento del camino, quizá dejamos de participar en nuestras propias vidas.

Dejamos de hacer planes porque demasiados se habían venido abajo.

Dejamos de permitirnos tener esperanza porque la decepción se había vuelto demasiado familiar.

Dejamos de preguntarnos qué podría traernos alegría porque nos habíamos acostumbrado a preguntarnos únicamente qué tendríamos que soportar.

Y quizá el primer paso hacia adelante no consista en cambiar todas nuestras circunstancias.

Quizá consista en darnos permiso para volver a desear algo de la vida.

No algún día.

Ahora.

Incluso aquí.

Cuida de la persona que eres hoy, no solamente de la persona en la que esperas convertirte.

Permítete crecer sin despreciar a la persona que luchó para llegar hasta aquí.

Esa persona tomó decisiones sin saber todo lo que tú sabes hoy.

Esa persona soportó circunstancias que ahora quizá te resulte difícil imaginar volver a vivir.

Y aunque desearías que algunas cosas hubieran sido diferentes, no tienes que condenar a la persona que fuiste para apreciar a la persona en la que te estás convirtiendo.

Y cuando te encuentres con alguien cuya vida sea diferente de la tuya, recuerda que solo estás viendo una pequeña parte de la historia que lleva consigo.

Trata a los demás con cuidado.

Trátate a ti mismo con cuidado.

Todos vivimos historias mucho más complicadas de lo que parecen desde afuera.

Y si estás atravesando una etapa en la que todo parece incierto, en la que tus fuerzas se están agotando o en la que ya no puedes encontrarle sentido a lo que estás soportando, no voy a faltarte al respeto prometiéndote que todo saldrá exactamente como deseas.

No lo sé.

Pero sí creo que tu vida merece cuidado y atención, incluso cuando es difícil.

No tienes que convertirte en alguien extraordinario para merecer un poco de paz en tu vida cotidiana.

No tienes que lograr algo extraordinario para justificar tu existencia.

Y no tienes que esperar hasta que todo lo que está roto en tu vida haya sido reparado para permitirte experimentar alegría.

Puede haber partes de tu historia que jamás habrías elegido.

Puede haber capítulos que desearías que se hubieran escrito de otra manera.

Pero sigues aquí.

Todavía eres capaz de dar y recibir bondad.

Todavía eres capaz de descubrir algo hermoso.

Todavía eres capaz de conocer partes de ti mismo que la vida aún no te ha dado la oportunidad de descubrir.

Así que no permitas que los capítulos más difíciles te convenzan de que constituyen todo el libro.

No permitas que las personas que no supieron reconocer tu valor se conviertan en las autoridades que determinen cuánto vales.

Y no permitas que los años que han quedado atrás te convenzan de que ya no queda nada significativo por delante.

Has vivido cosas que te han cambiado.

Pero eres mucho más que lo que te ocurrió.

Más que lo que perdiste.

Más que lo que todavía no has logrado.

Todavía hay mucho más en ti.

Y todavía queda vida por vivir, porque tu historia aún no ha terminado.

© SilentSentinel, 2025. Todos los derechos reservados. Se pueden compartir extractos con atribución.

FICTIONAL WHAT IF: Part V- What if Duke Leto Atreides knew of the plot to destroy his house before he left for Arrakis?

In the year 10,191, Duke Leto Atreides received the Imperial decree transferring his family from Caladan to Arrakis, just as he had in another history. That night, however, something happened for which neither the Bene Gesserit nor the Spacing Guild possessed a satisfactory explanation. Leto dreamed of the future. It was not a conventional prophetic dream, composed of symbols and uncertain impressions, but an impossibly detailed account of events that had not yet occurred. He witnessed conversations between Baron Vladimir Harkonnen and Piter de Vries. He learned that the Emperor intended to lend the Harkonnens two legions of Sardaukar, disguised in enemy uniforms, to destroy House Atreides while preserving the appearance of a private feud. He saw the elaborate deception designed to turn Thufir Hawat against Jessica. Most horrifyingly, he learned that Dr. Wellington Yueh, the gentle and supposedly incorruptible physician who had attended his family for years, would betray him. He witnessed his own capture, the terrible business of the poison-filled tooth, the death of Piter de Vries, and his own final failure to kill the Baron. Then the vision ended. He knew nothing of what would follow his death. He did not know that Paul would become Muad'Dib, that the Fremen would overthrow the Emperor, or that his grandchildren would inherit a destiny extending thousands of years into the future. He knew only what he had seen, and he had several months in which to prevent it.

Leto's first response would almost certainly be disbelief, followed by a period of intensely private investigation. He was an intelligent, practical man, accustomed to operating in a universe where prescience existed but was understood imperfectly, and where an exceptionally convincing vision could be the product of spice, Bene Gesserit manipulation, or deliberate psychological attack. He would not immediately announce that he had witnessed his own death, nor would he summon the Landsraad to accuse the Emperor of treachery. Instead, he would begin verifying details that no ordinary intelligence service could have supplied. He would question Jessica about matters involving her Sisterhood, compare his knowledge of the Harkonnen conspiracy against information already collected by Hawat, and quietly investigate Yueh's relationship with his missing wife, Wanna. The last inquiry would be decisive. The dream had furnished Leto with information so particular, and so emotionally devastating, that he could confront Yueh with circumstances the doctor had never disclosed. With Jessica's formidable powers of observation and interrogation available to him, Leto would have an excellent chance of confirming the truth. Within days, the Duke would have sufficient corroboration to accept that his nightmare represented a genuine warning. More importantly, he would understand that the conspiracy was not merely a Harkonnen scheme supported by Imperial indifference. It was an operation intended to eliminate his entire ruling family, organized around the weaknesses of his household and the Emperor's need to conceal his involvement.

The confrontation with Yueh would probably be the most painful decision of those first weeks, and also the one that altered the future most immediately. An impulsive ruler might have ordered the doctor's execution. Leto, who understood loyalty as a personal obligation rather than a purely contractual one, would see a man tortured into betrayal through his love for his wife. The Duke could not guarantee that Wanna was alive: the events he had witnessed strongly suggested that the Harkonnens had already murdered her, but even his extraordinary knowledge was not equivalent to independent proof. He could, however, make clear that Yueh had no realistic prospect of obtaining her release by destroying the Atreides. Under Jessica's scrutiny, with his secret exposed and his access to the family withdrawn, Yueh would have little reason to continue pretending. He might confess; he might collapse; he might remain too consumed by hatred to be trusted. Whatever his reaction, he would not again be permitted to approach Leto unguarded, control household medical supplies, or enter the systems that protected an Atreides residence. For a short period, Hawat might attempt to use his compromised communications to learn what the Harkonnens expected, but Leto would not base his survival on turning Yueh into a reliable double agent. Piter de Vries had designed this betrayal, and Piter was quite capable of recognizing that something had gone wrong. Eventually Yueh would be removed from active service under a plausible medical pretext and kept in guarded seclusion. Leto would feel pity for him; he would not mistake pity for security.

The knowledge of Yueh's guilt would also spare Jessica a slower and more corrosive danger. In the original sequence of events, Harkonnen disinformation played upon Hawat's mistrust of the Bene Gesserit, and Leto deliberately allowed the suspicion of Jessica to circulate because he believed it might deceive his enemies. In this new history he would have no reason to maintain so destructive a deception. Hawat would be told that the doctor was compromised and that reports incriminating Jessica were part of a deliberate enemy operation. The Mentat's pride would suffer. The supposedly unbreakable Imperial Conditioning of a Suk physician had become the very assumption upon which his security analysis foundered. But Hawat was too skilled to cling to a disproved premise merely because the correction was humiliating. Given a defined problem and genuine authority to solve it, he would rebuild the household's intelligence procedures around the recognition that anyone, however well credentialed, might be coerced. The conspirators would lose not only their intended traitor but also their mechanism for dividing the Duke from two of the people most capable of protecting him. For perhaps the first time in years, Leto, Jessica, Hawat, Gurney Halleck, and Duncan Idaho could operate from a shared understanding of the enemy.

Yet it would be a serious mistake to imagine that eliminating Yueh automatically defeated the conspiracy. Leto's dream showed him how the original operation succeeded; it did not give him permanent knowledge of every decision Shaddam and the Baron would make after their plans began to fail. The Harkonnens had enormous wealth, their own trained forces, agents already embedded on Arrakis, and decades of experience exploiting the planet. The Emperor possessed Sardaukar, the throne's political authority, and the capacity to present private hostility between noble houses as a matter beneath Imperial intervention. Nor could Leto simply refuse Arrakis. The transfer was an Imperial command disguised as an extraordinary honor, and publicly declining it would make him appear either rebellious or incapable of fulfilling his obligations. An accusation against Shaddam would be even more dangerous. Leto had knowledge but not evidence acceptable to the Landsraad; he could hardly present a dream as proof that the Emperor intended to commit a crime he had not yet committed. The Great Houses feared the Emperor's troops, but they also feared the precedent of a powerful duke challenging lawful Imperial decrees on grounds no one could verify. Leto therefore arrived at a colder conclusion than any battlefield plan: his survival required denying the Emperor plausible deniability while denying the Harkonnens an easy victory, and doing both without appearing to challenge the Imperial order itself.

His first strategic act would be to separate the survival of House Atreides from the survival of any single fortress or member of his family. Paul, not yet sixteen, would be sent on an extended, highly public diplomatic and military education among sympathetic noble households rather than transported directly into the most dangerous period of the Arrakis occupation. This was not an ideal arrangement. A friendly court could be intimidated, a Guild passage could be tracked, and Paul was far more secure in some respects beside Jessica and his father's veteran guards. But the original Harkonnen plan depended upon eliminating the ruling family together. If Paul remained an acknowledged heir beyond the reach of the initial blow, the destruction of Leto's garrison would no longer automatically extinguish the House. Gurney would escort him during the most exposed stage, then return to help command the forces on Arrakis once suitable protection had been arranged. Jessica would remain with Leto, both because he trusted her abilities and because withdrawing every important Atreides figure from Arrakis would itself look like a repudiation of the Emperor's gift. Treasury records, archives, political agreements, military reserves, and provisions for succession would be dispersed among loyal custodians. Caladan could not simply be retained as a secret second fief, but the Atreides could maintain alliances, wealth, and people elsewhere. Leto was not preparing to lose his new planet. He was making certain that losing it would not necessarily end his dynasty.

The preparations for the transfer would become a major political performance. Leto would insist on detailed inventories of Harkonnen equipment, open accounting of production losses during the handover, independently witnessed assessments of the spice-harvesting infrastructure, and formal reports to CHOAM and interested Great Houses. He would invite a limited number of respected outside observers to see the transition and encourage commercial representatives to establish a sustained presence. These were not invulnerable witnesses: the Baron could kill inconvenient officials, buy others, and manipulate the information reaching offworld authorities. Nevertheless, each observer increased the number of people who might identify a sudden catastrophe as something more than a customary act of kanly between enemies. Most importantly, the Duke would arrange for his concerns about sabotage to be documented before sabotage occurred. He would not say that Sardaukar were coming. He would say that the previous administrators had strong incentives to leave behind dangerous equipment, concealed stockpiles, compromised personnel, and false production records. Every such concern was credible, and many were true. By the time the Atreides arrived, a report that their shields failed through unexplained treachery or that a supposedly private Harkonnen attack involved remarkably disciplined troops would land in a political environment that Leto had deliberately prepared.

On Arrakis itself, Leto would refuse the error of concentrating the power of his House in one splendidly defended but easily isolated capital. Arrakeen would remain the seat of government; there was too much administrative infrastructure there to abandon it, and withdrawing into the desert would be an admission of weakness. But independent power supplies, shield controls, communication routes, food reserves, and emergency command posts would be placed outside the reach of any single infiltrator. The most irreplaceable soldiers would not all sleep in the same barracks or occupy strongpoints that could be buried by the Harkonnens' unexpectedly effective artillery. Air assets and essential stores would be distributed among several sites, with procedures for dispersal rather than an assumption that the capital must be defended to the last man. An invasion backed by Sardaukar would still overwhelm a conventional Atreides field army in many circumstances. The object of these precautions was therefore not to make an assault impossible. It was to prevent the enemy from achieving a swift, silent decapitation, and to preserve the ability to withdraw, communicate, and continue resisting after the first engagement. Leto would not count on winning a heroic last stand. He would make the prospect of attacking him longer, costlier, more visible, and less decisive.

The most consequential departure from the original timetable would concern the Fremen. Leto already intended to recruit them, and Duncan Idaho's dealings with Stilgar showed that a mutually respectful relationship was possible. Now that effort would receive the attention normally reserved for the Duke's regular military establishment. Leto would have learned from the dream that the Fremen were far more formidable than Harkonnen estimates suggested, that they possessed a civilization beyond Imperial surveillance, and that Liet-Kynes was connected to their interests more deeply than his official role as planetologist and Judge of the Change implied. But this knowledge would not magically give him the Fremen's allegiance. Their trust had to be earned, and their deepest concerns were not the succession of one noble House over another. They wanted freedom from exploitation, control of their water, protection from offworld interference, and the distant realization of an ecological transformation of Arrakis. Leto would accordingly restrain his tax collectors and soldiers from intruding upon sietch territory, guarantee the autonomy of recognized Fremen communities, offer reliable trade on terms less predatory than the Harkonnens', and make limited water and ecological concessions that imposed genuine costs on his administration. Duncan would remain the primary human bridge. Kynes, wary of yet another offworld ruler promising benevolence, would gradually recognize that this Duke meant to protect arrangements that previous rulers had ruthlessly disturbed. Months of negotiation might produce guides, scouts, desert refuges, and intelligence; years might produce something approaching a lasting alliance. It would not immediately deliver millions of Fremen warriors into Atreides service, and Leto would be wise enough not to demand them.

The first months on Arrakis would be dangerous, expensive, and outwardly rather disappointing. Harkonnen sabotage would not cease merely because the Duke knew to expect it. Harvesters would malfunction, experienced personnel would vanish, warehouse records would prove fraudulent, and attempts would be made to lure Atreides forces into wasteful reprisals against civilians. The hunter-seeker attempt against Paul, if the Harkonnens still considered it worthwhile, would either be preempted by his absence or become one of several discovered assassination preparations. Some threats described by Leto's dream would never materialize, which would make it harder rather than easier to distinguish his supernatural foreknowledge from ordinary intelligence. Hawat would quickly learn that every effective countermeasure changed the assumptions on which the original Harkonnen scheme had been built. Meanwhile, spice production could not simply be suspended in the name of security. The Guild, CHOAM investors, and the Emperor all depended upon its continuation, and any major disruption would furnish the throne with an impeccable public reason to intervene. Leto would therefore be forced to take risks with his harvesters and crews, replace ruined equipment at enormous cost, and make compromises with smugglers and local contractors he would otherwise distrust. He would rescue workers from sandworms when he could, as he did in the original history, because he would still be Leto Atreides. But kindness would be paired with a grim understanding that every dead harvester crew, every delayed shipment, and every interruption in spice production carried political as well as human consequences.

News of these preparations would eventually reach Giedi Prime, where Baron Harkonnen and Piter de Vries would confront a problem they had not anticipated. Yueh's communications would become unreliable or cease, the Duke's heir would be elsewhere, the anticipated discord around Jessica would fail to ripen, and the defenses at Arrakeen would no longer offer the single point of failure around which their original operation had been planned. Piter might infer that Yueh had been exposed; he would be unlikely to conclude that Leto had somehow read the future. The Baron would urge a revised attack, arguing that surprise remained possible, that the Atreides military could not defeat a sufficiently large force, and that the Emperor had already committed himself to destroying the Duke. Shaddam's calculation would be different. His support had never been an act of sentimental loyalty to the Baron. He wanted to remove a dangerously popular Great House and its increasingly capable military cadres without revealing that he had employed Imperial troops against one of his own vassals. The moment the attack became likely to leave identifiable Sardaukar prisoners, surviving Atreides leadership, neutral witnesses, and disputed accounts carried to the Landsraad, its strategic value began to collapse. The Emperor could still crush Leto through open warfare. What he could not easily survive was the admission that he had secretly done so to protect himself against an otherwise loyal duke. That distinction was the political foundation of Leto's reprieve.

There would be an extended period in which the original invasion remained possible. Leto's officers would maintain emergency stations, watch for unusual Guild traffic, and prepare to evacuate noncombatants from exposed positions. The Baron might attempt a premature assault with his own forces in the hope of presenting the Emperor with a fait accompli, but such an attack would face a dispersed Atreides army and would be unlikely to destroy the dynasty. Nor could the Harkonnens count on secretly receiving immense Imperial reinforcements once the Duke had made the risks of exposure explicit. In the most probable course, Shaddam would withhold the two Sardaukar legions and instruct his allies to pursue less conspicuous means. This would produce Leto's first great victory, though almost no one outside his household would understand it. There would be no night of universal catastrophe, no mass destruction of the Atreides command structure, no wounded Duke dragged before the Baron, and no poison tooth. The very fact that the attack never occurred would also mean that Leto possessed no captured Imperial army with which to accuse the throne. He could preserve his House or seek the decisive proof of Shaddam's guilt by tempting the Emperor into an assault. He could not safely do both. In keeping with his established character, he would choose his people over vindication.

The Harkonnens would not accept that outcome as final. In this version of events, the first unmistakable military crisis would likely be smaller and dirtier than the celebrated Battle of Arrakeen that never happened: an attempt to cripple a major spice depot or transportation hub, carried out by Harkonnen-backed agents and an armed force positioned to exploit the disruption. The raid would kill workers and soldiers, destroy valuable equipment, and temporarily reduce production. It might also result in the capture of identifiable Harkonnen operatives, surviving records of their payments, and material evidence of sabotage predating the attack. Duncan's scouts and cooperating Fremen would help keep the retreating force from disappearing into the desert, although the Fremen would not oblige the Duke by sacrificing their own communities in a pitched battle for his property. The resulting evidence would be sufficient to embarrass the Baron and justify commercial penalties, demands for compensation, or retaliation within the established framework of the feud. It would not implicate the Emperor. Leto would win a limited, legally intelligible dispute rather than expose the conspiracy in its entirety. The distinction would frustrate Hawat and perhaps Gurney, who had personal reasons to wish for the Harkonnens' destruction, but Leto would recognize that a modest victory his enemies could not plausibly deny was more useful than a grand accusation he could not prove.

From Kaitain, Shaddam would respond by shifting the contest from assassination to administration. Imperial inspectors would scrutinize the condition of the spice fields, CHOAM interests would demand explanations for interrupted dividends, and rival houses would be encouraged to question whether the Atreides possessed the expertise to manage the Imperium's indispensable resource. The Harkonnens could feed this campaign through agents in commerce, propaganda, and smuggling networks, all while publicly professing indignation at the accusations against them. None of these instruments required the Emperor to confess an improper motive. Leto's new position would thus become a kind of gilded siege: the Duke possessed the richest fief in the Imperium and still found himself struggling to finance equipment, maintain offworld shipping, pay his armies, and meet production targets set by men who wished him to fail. He could not force the Spacing Guild to take his side simply by occupying Arrakis. The Guild was indispensable to interstellar transport, earned extraordinary sums from moving armies and supplies, and prized the continuity of spice production over the fortunes of individual noble families. Nor could Leto credibly threaten to destroy melange forever. He did not possess the later knowledge that would make Paul's threat against the spice cycle possible, and the Great Convention placed grave constraints on the use of family atomics against human targets. The Duke's actual power rested in keeping the spice flowing while making his removal more dangerous to everyone who depended on it.

This would lead, gradually, to a fragile settlement. Leto would raise production enough to establish that House Atreides was a competent administrator, though not without concessions to existing commercial interests. Kynes would see enough evidence of restraint to extend cooperation beyond what he initially offered. Sardaukar would remain absent from Arrakis, because every peaceful year raised the political price of sending them there secretly. Shaddam would still dislike the Duke, and the Baron would still seek his death, but neither could expect the rapid extermination that had made the original conspiracy attractive. The Emperor might permit a private intermediary such as Count Fenring to explore understandings on security, production quotas, and the limits of Atreides military expansion. Leto would not demand a public apology for a crime that officially had never been planned. In return, he would decline to transform vague intelligence about Imperial disloyalty into an open challenge to the throne. The resulting peace would be deeply cynical, but not impossible: Shaddam needed spice and stability; Leto needed time; the Guild needed production; and the Landsraad needed reassurance that neither Imperial tyranny nor Atreides ambition would disrupt the established order. No one would trust anyone else. That would not prevent them from reaching an accommodation.

During the following decade, the consequences for the Atreides household would become more profound than the diplomatic changes. Jessica would give birth to the daughter already conceived around the time of the crisis. Without flight into the desert and the desperate circumstances that led her to undertake the Fremen spice agony while pregnant, Alia would ordinarily enter the world as a child rather than as a pre-born Reverend Mother carrying ancestral memories. The terrible vulnerability to possession that later consumed her life would therefore not arise in the same manner. Duncan Idaho would probably remain alive in Atreides service rather than dying to protect Jessica and Paul during their escape, although soldiering on Arrakis would never become a safe profession. Gurney would have no reason to believe Jessica had murdered Leto, and Hawat would not spend his remaining years under Harkonnen control, plotting revenge from inside the Baron's household. Yueh, if he survived the disgrace and grief that followed his exposure, would remain a damaged and closely watched figure rather than history's notorious successful betrayer. Piter de Vries, conversely, would remain alive and dangerous; the Duke's survival would deprive the Harkonnens of their victory but also spare some of their most formidable servants. There would be no clean substitution of Atreides survivors for Harkonnen casualties. The world would simply contain more of the people who had originally died, with all the moral complexity that implied.

Paul's future would be the greatest uncertainty. The young heir was already an unusually trained product of Bene Gesserit breeding and instruction, and the spice of Arrakis could still intensify the prescient experiences that had begun before his father's death. But the Paul who survived as a fugitive among the Fremen was formed by a particular sequence of catastrophe, exile, religious expectation, love, combat, and eventually the Water of Life. Remove those experiences and the same boy would not automatically become the same man. Leto, having glimpsed the religious machinery surrounding his son, would have reason to be suspicious of the Sisterhood's influence, even if he did not fully understand its breeding program. Jessica would try to protect Paul from being reduced to a dynastic instrument, while also knowing that his abilities were too significant to be ignored. The Fremen's planted expectation of a savior would remain available to anyone skilled or reckless enough to exploit it, but Paul would not arrive in a sietch as the dispossessed son of a murdered duke seeking sanctuary. If he met Chani, daughter of Liet-Kynes, their meeting would be a consequence of political and personal contact rather than a flight for survival; affection might grow, but it would be an error to assume that their canonical romance and children must recur. In this history Paul would most likely become a formidable, intermittently prescient aristocrat and eventual ruler, watched by the Bene Gesserit and courted or feared by the Imperial court. Whether he would ever become the fully awakened Kwisatz Haderach would remain an open question, not a reward automatically bestowed by his genetics.

As Leto consolidated his position, the strangest political development would be the gradual convergence of interests between House Atreides and the dynasty that had attempted to murder it. Shaddam's fear of Leto was rational by the standards of the Imperium: the Duke possessed personal loyalty, growing prestige in the Landsraad, and soldiers whose quality threatened to approach that of the Sardaukar. In the original history, Shaddam's attempted solution transformed that potential threat into an existential one by producing Paul Muad'Dib. Here the Emperor would have discovered that the safer course was to limit and bargain with Leto rather than destroy him. Marriage proposals involving a Corrino princess, including Irulan, would be raised from time to time, but they would be politically treacherous. A marriage could reconcile the rival houses or place the Atreides dangerously close to the throne; it could also turn Paul into a watched guest of the Imperial family and subject his future children to Bene Gesserit designs. Leto would negotiate without surrendering his heir or offering Shaddam a direct path to control him. The likeliest arrangement would be less romantic and more durable: the Corrinos retained the Imperial throne and their Sardaukar; the Atreides retained Arrakis and enough commercial freedom to prosper; the leading houses accepted a tense balance in which neither side could easily eliminate the other. House Harkonnen would continue to exist, wealthy from investments and its remaining holdings, but poorer in political influence and deprived of its former easy access to Arrakis's extraordinary profits. The Baron would age in frustrated hatred, perhaps leaving Feyd-Rautha a feud far more difficult to prosecute than the one he had inherited.

The arrangement would not turn Arrakis into a benevolent paradise. Leto was more humane than the Baron, but he remained the ruler of a feudal House sustained by spice extraction, military hierarchy, and unequal access to power. He could grant the Fremen meaningful protections without granting them complete independence or relinquishing control of their planet. He could improve conditions for ordinary inhabitants without ending the system of hereditary authority that made his reforms possible. Indeed, his greatest long-term accomplishment might also contain the seeds of a later crisis. An effective alliance with Kynes and the Fremen would make it possible to pursue their ecological project more openly, beginning with protected regions, careful water management, and experiments whose scale was initially small enough not to threaten the desert as a whole. To the Fremen, those changes would be installments on a sacred promise. To the Guild and CHOAM, they would eventually look like risks to the only known source of melange. Leto himself lacked a full understanding of the sandworm's role in the spice ecology, so he could not simply solve the conflict by enlightened decree. As successive generations learned more about the planet, Atreides rulers would face a choice more difficult than the original military emergency: how far could they honor the Fremen's dream of a greener world without jeopardizing the substance on which interstellar civilization depended?

Leto would probably live long enough to see some of these contradictions emerge. With access to melange and the privileges of a Great House, a lengthy reign would be plausible, and he would spend it as one of the most influential dukes of his age rather than as the martyred father of a religious conqueror. His reputation for honor would grow, but his government would become more complicated, less innocent, and more dependent on bargaining with people he detested. He would have to restrain Gurney's appetite for Harkonnen revenge, accept concessions from the Guild that offended his pride, disappoint Fremen leaders whose trust he had earned, and perhaps watch Paul develop ambitions or convictions he could neither direct nor fully understand. His eventual death, whether from age or some later crisis, would not be remembered as the founding trauma of a holy war. It would be the passing of a successful aristocratic statesman who had maintained House Atreides through an unusually dangerous transfer of power. Paul would inherit a strong House, a complicated planet, and a network of obligations rather than the ruins of his family. The succession might itself provoke an Imperial attempt to renegotiate the balance, but the Atreides would then possess something they never had in the original story: institutions, revenues, and durable alliances established over decades on Arrakis.

Over the next century or two, the Imperium would probably change much less than it did in the original novels. There would be no Fremen jihad launched across the known universe in Muad'Dib's name, no Emperor Paul ruling through the religious terror of his victorious armies, and no regency dominated by a pre-born Alia. Shaddam's descendants, or another coalition chosen through dynastic and Landsraad politics, might continue to occupy the Golden Lion Throne. House Atreides would be among the handful of powers capable of negotiating with them as something approaching an equal, though the Guild's control of transportation would ensure that Arrakis was not equivalent to universal sovereignty. The Fremen would become a politically protected population with increasing influence over their own affairs, but they would not automatically become a galactic ruling caste. Arrakis might slowly develop mixed regions of desert and cultivated land if its rulers found a way to manage the ecological and economic conflict. Any serious reduction in spice production would produce resistance from offworld interests and perhaps a new era of intervention, because the underlying dependency of civilization on melange would remain. This less spectacular history would still include wars, assassinations, dynastic failures, revolts, and ecological mistakes. What it would lack is the single overwhelming transformation produced by the fall of House Atreides in the original timeline.

The difference would grow far more consequential over the following millennia. In Frank Herbert's later novels, the tyranny of Leto II is inseparable from his belief that humanity must be forced onto the Golden Path: a future in which the species escapes the danger of remaining confined within systems that can be surveyed, controlled, and ultimately destroyed. His thousands of years of enforced stagnation, the eventual Scattering, the development and spread of protections against prescient surveillance, and the violent return of forces from beyond the old Imperium all emerge from that peculiar historical sequence. Without the destruction of Duke Leto's House, Paul's Fremen ascension is far less likely; without that ascension and Paul's relationship with Chani, the specific birth and formation of Leto II become uncertain; and without Leto II there is no reason to expect the Golden Path to unfold in anything resembling its canonical form. That does not mean humanity would be doomed at a fixed date. The original novels present the Golden Path through the visions and choices of extraordinary prescient beings, not through a complete demonstration of every alternate history. Ixian innovations, Bene Gesserit planning, unforeseen migrations, or other upheavals might still produce technologies and institutions that loosened the old Imperium's grip. But there would be no known force deliberately engineering the same immense dispersal and immunity to prescient domination. The Imperium that Leto preserved might remain dangerously coherent, its countless worlds connected through a few monopolies and governed by a narrow concentration of hereditary power for thousands of additional years.

This is the final irony of Leto's foreknowledge. In the immediate sense it would save him. He would defeat the original conspiracy by removing its insider, scattering its intended victims, preparing a defensible transfer, and making Imperial intervention too politically hazardous to conceal. In the political sense he would probably achieve something he had sought all along: the prosperity of House Atreides, a serious alliance with the Fremen, and an honorable place within an Imperium he believed could be governed more justly. He would also save millions, and perhaps billions, from the religious wars that followed Paul's seizure of the throne in the original history. Yet none of this would prove that he had saved humanity's distant future. He would have prevented the catastrophe that created Muad'Dib, and in doing so might also have prevented the chain of events through which humanity eventually escaped a different and less visible danger. The decisive act of this alternate Dune would not be a brilliant battle or the exposure of a secret Imperial army. It would be a father's refusal to place his family and his people in the position where their enemies expected them to die. His enemies would be forced to accommodate him. His House would endure. And the Imperium, spared its most violent transformation, would be left to discover for itself whether survival and safety were, in the longest reckoning, the same thing.

I feel so optimistic, joyful, and full of hope that I am starting to feel impatient for the next few weeks to arrive. Don’t get me wrong, I still have a lot of stuff to get through and lots of tasks to complete, but I am so excited for the future. I am so excited at the idea of meeting new people and putting myself out there in a completely new experience. This will be so different from all the things I have done before.

I also can’t help but feel excited about the potential of seeing a specific individual again. I think (unless he is already seeing someone new) I am leaning toward telling him how I feel. It is super scary, but I don’t want to go through life realizing I missed out on something because I was afraid.

Thank you for your message. I am currently out of office — but will return at the end of the month.

I've been on a kick recently—a new mindset I've adopted for myself. I am fully convinced I'm not suited for love. Not unless I am to undergo thousands of dollars in therapy, and even then it would cost the sacrifice of multiple victims before I could get it right. Even so, I still find people attractive. My peers tend to get excited when one of my crushes is mentioned because they know my beliefs. Recently, I went as far as to tell two different friends of mine that there was someone I had thought was pretty cute. In fact, I even told them I thought this person was funny! They scavenge for any juicy material like this just to get their hands on it. All of this was just a joke, of course. I had no motivation to pursue the infatuation. I kept it discreet, although my friends and I shared plenty of smirks and glances whenever the person made conversation with me. Having a crush has always been the most exciting part of a romance. I believe most people can concur, believing that the honeymoon phase is always the liveliest. Most people would concur that the honeymoon phase is always the liveliest. I have always enjoyed the thrill of the cat-and-mouse game—getting to sneak in a casual flirt one day and anticipating a response the next. I think that’s the aspect I miss most. Crushes, however, eventually lead to a crossroad. It’s a choice that calls for you to decide if you will remain faithful to this person, show them your most vulnerable sides, and stick with them through thick and thin. And that is exactly when I back out. Yes, I know—red flag and all that. I open with all of this to say that a mutual friend of mine wants to pursue the very person who holds my infatuation. Naturally, I was ecstatic. We spent the remainder of the evening plotting how they'd end up on their first date. She seemed excited to see everyone agree that she has a fairly good chance at winning the prize. Driving home that night, it all hit me. Like a sickening punch to the throat, I forced my jaw to unclench. I do not care that my crush is soon to be pursued by another person. I simply do not, and that is a fact I know to be true in my heart. What hurt the most was realizing I had gotten so set in my ways that I hadn't even considered saying something to them in the first place. If I really had nothing to lose—seeing as I wasn't striving for a long-term relationship anyway—I may as well have seized the day Even now, typing all of this out, I know it's just nonsense. A small fairytale I entertain myself with sometimes—one in which I am a fully healed person who believes they are worthy of love, and that love will seek them out. It's a shame I have made this decision for the rest of my life. I cannot wait to see them be happy, or not. I will simply choose to live in my quiet corner, choosing not to use my voice or go out on a limb to tell that person I think they're cute. Even if a relationship doesn't follow through, wouldn't it mean something just to say something? Here's an even scarier thought: what if I knew I couldn't say anything because I would care? I would care that, regardless of the outcome, I would have had to say something that exposes me. For all these walls I've put up, and for as much as I've claimed not to care, I have found in all of this that I do, in fact, care. I wish I knew how to stop. Really, I do.

Chapter 1: The Smile That Kept the Peace

At a coffee counter, a man who walks with difficulty waits while his drink is being made. A stranger notices him, smiles warmly, and says, “Good for you for getting out today.” The man smiles back. He says thank you because the stranger is already turning away, and because explaining himself would turn an ordinary morning into a conversation neither of them expected. I think about that quiet second after the smile. It is one reason I wanted to talk about what respectful encouragement sounds like for adults with disabilities in the YouTube conversation that accompanies this article.

I have lived with the effects of a stroke since I was sixteen. I know how much kindness matters, and I know that not every awkward sentence deserves a confrontation. But I also know what it feels like to be measured against expectations that seem to have been lowered before I entered the room. That is why the difference between Christian compassion and pity matters so much to me. Someone may believe they are lifting you up while their words quietly suggest that ordinary life is more than they expected you to manage.

The hardest part can be deciding what to say afterward. If you correct the person, you risk embarrassing someone who was genuinely trying to be good. If you accept the compliment, you may feel as though you have agreed with an idea of yourself that isn't true. So you keep the peace. You carry your coffee to the car. Later, while the engine idles, you think of the answer you wish you had given: “I'm glad to be here too. But this is just my Tuesday.”

I don't want that stranger to feel ashamed. I want them to understand why the words landed differently than intended. A person with a disability can be tired, irritated, funny, stubborn, faithful, skilled, and sometimes wrong, just like anyone else. We do not live every hour as an example of perseverance for the people around us. Sometimes we want coffee without being asked to represent courage. Sometimes we want someone to ask whether we like the weather or whether the line is always this slow.

There is a small spiritual discipline hidden inside this ordinary exchange. Before speaking, we can ask ourselves whether our encouragement recognizes the person or mostly celebrates our own surprise. Jesus did not teach us to love an idea of our neighbor. He called us to love the actual person beside us. For me, that begins with letting another adult have an ordinary day, without asking them to smile through a compliment that makes them feel less than equal.

Chapter 2: The Difference Between Needing Help and Being Helpless

The zipper on a winter coat catches just before someone is ready to leave a friend's house. One hand isn't cooperating, and the little piece of metal refuses to move. A friend notices from across the room but doesn't rush over. Instead, she asks, quietly enough that nobody else turns around, “Want me to get that started?” The answer is yes. It takes her three seconds. They keep talking about the evening as they walk toward the door, and the moment passes without either person having to make something of it.

I wish more people understood how much that ordinary exchange can mean. Having a disability doesn't mean I never need assistance. I do. There are things that take more effort because of the stroke I experienced when I was sixteen. I have no interest in pretending otherwise. What can be difficult is knowing whether asking for help will change how someone sees me. Sometimes a small request seems to become evidence, in another person's mind, that I must need help with everything. So even the decision to ask can carry more weight than it should.

The friend at the door did something important without making a speech about it. She noticed a specific difficulty, offered a specific kind of help, and left the rest of the person's life alone. She didn't need to call anyone brave. She didn't need an explanation of the disability. Once the zipper moved, the conversation went back to what it had been. That is the kind of assistance that lets someone remain an equal participant in the moment.

When I read John 13, where Jesus washes His disciples' feet, I notice that He doesn't use service to place Himself above the people He is serving. The act is humble and personal. He bends down to do a necessary task, then calls His followers to care for one another. I don't think that passage gives us permission to decide what another person needs without asking. I think it invites us to examine why we help. Are we trying to make someone comfortable, or are we hoping to feel important because they needed us?

This also changes how I think about receiving kindness. I don't become less of an adult when I say yes to a hand. Able-bodied people ask for help every day, whether it's lifting a sofa, finding a lost address, or understanding a difficult bill. Nobody considers those requests proof that they cannot manage their lives. We ought to extend that same understanding to a person whose need happens to be visible.

Maybe the next time someone asks for a little help, we can give exactly what they've asked for, with no applause attached. Then we can pick up the conversation where we left off. There is something deeply comforting about being allowed to need another person without having to become someone else's lesson.

Chapter 3: A Conversation Worth Having

After dinner, an old friend stays at the kitchen table while the others move into the living room. He has been telling me how remarkable he thinks I am for getting through each day after my stroke. I can hear the affection in his voice. I also know he hasn't quite understood what he is praising. So instead of smiling and changing the subject, I tell him something I usually keep to myself: “I appreciate that you care about me. But I would rather you notice what I do with my life than be amazed that I live it.”

He looks surprised, and for a moment I worry that I have hurt him. That is a familiar worry. People with disabilities often face the choice between protecting a relationship from discomfort and saying what needs to be said. But friendship has to be able to hold a little truth. I explain that I want him to celebrate the work I finish, laugh at my bad jokes, and tell me when he disagrees with me. I don't want to be placed somewhere above ordinary human life, where nobody expects much and every small effort earns praise.

My friend listens. He tells me he hadn't thought about it that way. Nothing is fixed in a grand moment of understanding. We still have different experiences of the world, and there will be things each of us gets wrong. But I feel more at ease because I have been honest, and he has cared enough not to defend himself. The conversation has become a place where both of us can learn.

James 1:19 tells us to be quick to listen and slow to speak. I think that is good counsel for these encounters. If someone tells us an offer of help felt intrusive, we can hear them without insisting that our intentions should settle the matter. If someone uses an awkward phrase while trying to be kind, we can respond with patience when possible. And when a person says they don't want assistance, we can respect that answer without withdrawing our friendship.

I cannot speak for everyone who lives with a disability. We differ in what we need, what we enjoy discussing, and how we want others to approach us. That is precisely why listening matters more than memorizing a perfect set of words. A person is never fully explained by a cane, a wheelchair, a changed voice, or a medical history. They deserve the chance to tell you who they are.

When my friend finally gets up from the table, we begin talking about plans for next weekend. He asks what I would like to do. He doesn't assume the answer or search for a safer one before I've spoken. It feels wonderfully ordinary. I believe Jesus calls us toward that kind of love, where kindness leaves enough room for another person to be themselves.

Your friend,

Douglas Vandergraph

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Most experts on Stack Exchange started out as somebody asking a basic question.

That is how the system was designed. A newcomer posts something simple about a regression model or a pandas dataframe. A stranger with more reputation points answers it. Someone else edits the question so it makes sense, and a third person links a related thread. The newcomer comes back a week later with a harder question and, months on, answers someone else's basic one. Multiply that loop by a few million people and you get one of the largest bodies of freely shared technical knowledge ever assembled.

Now take the first step away. Ask the basic question to a chatbot instead. You get an answer, often a decent one, in seconds, and nobody laughs at you. But no question goes up, no stranger answers or corrects it, and the loop that might have turned you into a contributor never starts.

Multiply that by a few million people too.

A new study of seven Stack Exchange communities suggests this is not a thought experiment. In the sites where AI answers best, the share of newcomers still active a year after arriving fell by close to half after ChatGPT launched, while the core of committed regulars barely moved. A separate study of roughly 12,000 office workers found generative AI widening people's networks while also nudging them towards colleagues they already relied on. Put those findings alongside half a century of sociology on “weak ties”, and an uncomfortable question comes into focus. When machines quietly absorb the casual, low-stakes questions that once pulled strangers into a community, what happens to the community?

Seven Communities, One Natural Experiment

The Stack Exchange study is titled “Generative AI and interrupted peripheral participation: evidence of structural closure from Stack Exchange”. Its authors are Junlei Du, Shuang Li, Yinpei Yu, Xinyi He and Jingxi Chen of Beijing Normal University, and it was posted to the preprint server Research Square on 4 August 2026. The page lists it as under review. It has not yet passed peer review, and its findings should be read with that in mind.

The authors followed seven Stack Exchange sites from 2016 to 2025, grouped by how easily their knowledge can be turned into something a machine could produce and a user could check. Artificial Intelligence and Data Science are “algorithmic” communities, heavy with code. Statistics, Physics and Chemistry are “disciplinary”, heavy with formulas and derivations. Cooking and Travel are “practice-based”, built on situated experience that resists neat codification.

All seven share the same reputation system, moderation tools and interface, which lets the type of knowledge do the varying. The authors treated ChatGPT's public release in late November 2022 as a shock that should hit the codifiable communities hardest, and compared what happened before and after using a difference-in-differences design. Robustness checks included synthetic controls and placebo tests that pretend the shock happened in an earlier year. They then examined three layers at once: the network of who answers whom, the retention of different kinds of users, and the content of the questions.

Where the Halving Actually Happened

The headline figure is that newcomer one-year retention “falls by nearly half”. That phrase comes straight from the paper's abstract. The detail sits in the results tables, and it matters.

In the two algorithmic communities, the proportion of newcomers still active a year later fell from 11.5 per cent before generative AI to 6.0 per cent after it. That is a drop of 5.5 percentage points, or 47 per cent in relative terms. It is the “nearly half”.

The other groups fell too, but by less. Newcomer retention in the disciplinary communities slipped from 12.7 per cent to 9.7 per cent. In the practice-based communities it went from 6.9 per cent to 5.1 per cent. The authors describe this as a dose-response gradient: the more codifiable the knowledge, the bigger the hit. So the accurate version of the headline is narrower than it first sounds. Retention nearly halved in the communities where code answers dominate, not across all seven.

The same pattern shows up among what the authors call low-activity users, people with just one or two recorded interactions, who serve as a proxy for the periphery. Their retention fell significantly only in the algorithmic group, from 9.5 per cent to 6.2 per cent. Among high-activity users, people with ten or more events, retention did not change significantly anywhere. In the algorithmic communities it moved from 57.7 to 54.1 per cent, a shift the authors do not treat as statistically meaningful. In the practice-based communities it actually rose.

One more detail complicates the story. The share of askers posting for the first time fell fairly evenly across all three groups. The authors read this as a sign that AI “shapes who returns more than who first arrives”. People still turn up. Fewer of them stay.

That is the periphery thinning in real time. The regulars are still there; what is missing is the stream of newcomers who would have replaced them. The paper puts it bluntly: the algorithmic core shrank in absolute numbers “even though per-member core retention stayed stable, because newcomers no longer arrive at the rate needed to replenish it”.

The overall scale of the contraction is stark. By the authors' count, activity in the algorithmic communities fell by around 80 per cent from its 2020 peak. Disciplinary communities fell by 30 to 50 per cent and practice-based ones by about 40 per cent. In one network diagram, the connected core of the Data Science site collapses from 70 users in 2019 to four in 2024.

Bonding Up, Bridging Down

Retention is the human story. The network story is where the paper earns its title.

Sociologists distinguish two kinds of social capital. Bonding capital is the dense web of ties inside a tight group. Bridging capital is the thinner set of ties that cross between groups and carry information from one cluster to another. Healthy knowledge communities need both.

In the algorithmic communities, the balance tipped. Modularity, a measure of how strongly a network splits into separate clusters, rose by 0.085 in the main estimate and by 0.158 in the synthetic control version. Average path length, roughly the number of hops it takes to get from one user to another, also went up. Interaction increasingly stayed inside tight topic clusters instead of crossing between them. A third bridging measure, the E-I index, swung sharply inward in the algorithmic group, though the authors are careful to note that this indicator failed their pre-treatment trend test and so cannot carry causal weight on its own.

The disciplinary and practice-based communities barely moved on these structural measures, even though they also lost users. That contrast is the paper's strongest argument against a simple “everything is shrinking” explanation. Cooking and Travel lost about 40 per cent of their activity yet kept their shape. The algorithmic sites lost more and changed shape.

The authors call the outcome “structural closure”. The abstract summarises it like this: “bridging weakens as bonding among incumbents remains comparatively intact.” The community does not die; it closes in on itself. Regulars keep talking to regulars, and the threads that once ran outwards to occasional visitors and curious strangers fray.

They also rule out one tempting explanation. If a handful of super-users were simply hoovering up all the remaining activity, inequality in how connected people are should have risen. In the algorithmic communities it fell. This is not a power grab by an elite. It is the edge falling away.

The Slower Question

Does any of this matter if the questions still get answered? The paper suggests it does, though the authors call these links associational rather than proven.

Median time to a first answer rose by two to five hours across all three groups after generative AI arrived. Across the community-year data, higher modularity went with longer waits. A 0.1 increase in modularity was associated with roughly 3.6 extra hours before a question got its first answer. The intuition is straightforward: if the network has split into tight clusters, a question that falls between them has to travel further to reach someone who can help.

The content of the questions shifted too. The authors measured how often different topic tags appear together on the same question, a rough proxy for how much the community's knowledge is connected across subjects. That density fell by 37 per cent in the algorithmic communities. The questions that remained were also more scattered across niche topics and more focused on debugging specific code, the kind of problem a chatbot cannot solve without seeing the actual artefact.

The authors describe this as two fabrics fraying together. The social fabric of ties between subgroups and the semantic fabric of links between topics erode at the same time. In their discussion, they tie this directly to sociology's most famous argument about networks, describing the pattern as Granovetter's “weak-ties argument in reverse”.

Why Routine Questions Were Never Just Routine

To see why the authors frame this as more than a traffic problem, you need a concept from 1991.

That year, the anthropologist Jean Lave and the learning theorist Etienne Wenger published “Situated Learning: Legitimate Peripheral Participation” with Cambridge University Press. They studied apprenticeship among midwives, tailors, quartermasters, butchers and recovering alcoholics, and argued that people learn a practice by participating in it, starting at the edges. A newcomer is given small, legitimate, low-stakes tasks. Doing them in the presence of old-timers lets the newcomer absorb how the community thinks and talks, and gradually move towards the centre.

Stack Exchange, the Beijing Normal team argues, worked in a similar way. Asking a routine question in public “exposes a newcomer to public reasoning, establishes an initial interaction, and creates the possibility of return”. It is the entry ticket.

A large language model, they write, “separates the informational outcome from this social process”. You get the answer without the exchange. The edge-of-the-room apprenticeship never begins, because there is no room.

Separate evidence supports the idea that answers recruit contributors. In a paper posted to arXiv in April 2026, Lenard Strahringer, Sven Eric Prüß and Kai Riemer analysed more than 21 million Stack Overflow questions and found that “receiving an answer significantly increases a user's propensity to help others”. The effect, they reported, “is concentrated among newcomers and declines with platform experience”, and peaks when answers arrive within roughly 30 to 60 minutes. Being helped is how newcomers become helpers. Veterans do not need the nudge. Remove the moment of being helped, and the recruitment pipeline loses its first stage.

There is an honest caveat here, and the authors state it up front: “individual decisions to use an LLM are not directly observed.” What the study shows is a community-level pattern, timed to ChatGPT's release and concentrated where AI answers are easiest to generate and check. It is strong circumstantial evidence, not proof.

The Weak Ties Granovetter Counted

The sociological backbone of this argument is Mark Granovetter's 1973 paper “The Strength of Weak Ties”, published in the American Journal of Sociology. Its core logic explains why losing a periphery is more than losing numbers.

Granovetter's argument is structural. Your close friends tend to know each other, so they mostly hear the same news you do. Your acquaintances move in different circles. In networks of any size, he showed, a strong tie is almost never the only route between two parts of a network, because close friends share other friends. In his words, “all bridges are weak ties.” The loose connections are the ones that carry new information between groups.

He tested this on job seekers in a Boston suburb. Among the respondents he interviewed in person who had found work through a personal contact, 16.7 per cent said they saw that contact often at the time, 55.6 per cent occasionally and 27.8 per cent rarely. The subsample was small: 54 people from a total sample of 282. But the skew was clear. The useful contact was usually someone on the edge of a person's life, such as an old college friend or a former colleague.

The paper's closing paragraph contains a line that could almost caption the Stack Exchange network diagrams: “strong ties, breeding local cohesion, lead to overall fragmentation.”

Half a century later, the theory got its large-scale causal test. In a paper published in Science in September 2022, Karthik Rajkumar, Guillaume Saint-Jacques, Iavor Bojinov, Erik Brynjolfsson and Sinan Aral analysed randomised experiments on LinkedIn's “People You May Know” feature. Over five years these experiments varied the share of weak ties in the networks of more than 20 million people, a period in which about two billion new ties and 600,000 new jobs were created. Weak ties did increase job mobility, with caveats. When tie strength was measured by mutual connections, the relationship was an inverted U: moderately weak ties helped most. Weak ties also mattered more in digital industries, and strong ties more in less digital ones.

So the familiar claim that weak ties are the lifeblood of mobility has solid support. For innovation and social inclusion it is a reasonable reading of Granovetter's wider argument, not something these studies measured directly. He called weak ties “indispensable to individuals' opportunities and to their integration into communities”. The careful version is that weak ties are the main way information and opportunity cross social boundaries. On Stack Exchange, a stranger answering a newcomer's question was a weak tie in its purest form.

Inside a Company Rolling Out Copilot

The second strand of evidence moves from public forums into a corporate office, and the picture there is more complicated than it is often made to sound.

“The Effects of Generative AI on Collaboration and Social Networks Among Knowledge Workers” was posted to arXiv on 23 October 2026 by Giuseppe Soda and Alessandro Iorio of Bocconi University and Leonardo Rizzo of SDA Bocconi School of Management. Like the Stack Exchange paper, it is a preprint.

The authors studied a single business unit of a large multinational consumer products company, which they do not name. The unit started with 12,040 employees. Between September 2024 and September 2025, the company rolled out Microsoft Copilot in stages, which gave the researchers a natural experiment. Their final sample was 11,868 workers: 1,992 who adopted Copilot and 9,876 who never did. Using passively collected data on who collaborated with whom, and for how long, they tracked what happened to each adopter's network.

They tested two competing predictions: that AI replaces human interaction, or that it generates more, because its outputs need interpreting, checking and approving by other people. The second won. Adopters collaborated with about 2.18 more colleagues on average than comparable non-adopters. Their networks became less clustered, meaning their contacts were less likely to know each other, which the authors read as broader collaboration. Total collaboration time went up too, by 0.87 hours in the post-adoption average.

The third result is the one that matters most here. Adopters, the authors write, “also concentrated more of their collaboration on ties with stronger prior histories.” Put simply, Copilot users leaned harder on colleagues they already had a track record with, which the authors describe as deepening reliance on already trusted colleagues. The effect is clearer in some models than others. One summary estimate falls short of conventional statistical significance, while the post-adoption average and the instrumental-variable model both reach it.

The picture, then, is a network that is both wider and more anchored on trusted people. The authors' own reading is that AI output creates new demand for human judgement, and people send that demand towards colleagues whose judgement they already trust.

What the Office Study Did Not Measure

It is tempting to go further and say this research shows the casual, cross-topic exchanges that connect different social worlds eroding. It is worth saying plainly that the paper does not show that.

Soda, Iorio and Rizzo did not analyse weak ties, casual ties or cross-topic ties. In fact their method screened out many of them. To reduce what they call “noise from incidental interactions”, they kept only ties above the monthly median weight, about one hour of collaboration. A quick corridor chat or a two-line message to someone in another department is exactly the kind of contact a filter like that is likely to remove. The study cannot tell us whether those contacts shrank, grew or stayed the same.

The authors are also candid about other limits. “We know who interacts with whom and for how long, but not what they talk about,” they write. Their data cover one business unit in one company, and they say it is “not clear” whether the findings apply to other industries or workplaces. The results cover the first three months after each person adopted the tool.

What can fairly be said is narrower: in this organisation, Copilot users reached more people while concentrating more of their sustained collaboration on familiar partners. There is a related precedent. When Longqi Yang, David Holtz, Sonia Jaffe, Siddharth Suri and colleagues studied 61,182 Microsoft employees during the shift to remote work in the first half of 2020, they found collaboration became more static and siloed. Time spent on cross-group collaboration fell by about 25 per cent of its pre-pandemic level, and employees added fewer new collaborators. That paper, published in Nature Human Behaviour, was about remote work, not AI, and found narrower networks rather than wider ones. But it shows how quickly a change in working conditions can pull people towards their inner circles. Whether Copilot does the same to the casual edges of a network is a question the Bocconi study raises without answering.

The Volume Collapse Around It

The Beijing Normal paper builds on two earlier peer-reviewed studies that measured the drop in Stack Overflow activity directly.

In a paper published in PNAS Nexus in September 2024, R. Maria del Rio-Chanona, Nadzeya Laurentsyeva and Johannes Wachs compared Stack Overflow with sites where ChatGPT was less available or less capable, such as its Russian and Chinese-language equivalents. They estimated that posting on Stack Overflow fell by about 25 per cent within six months of ChatGPT's release, relative to those comparisons, and called that a lower bound. Their title states the stakes plainly: “Large language models reduce public knowledge sharing on online Q&A platforms.”

One finding complicates the newcomer story: posts from first-time users fell only slightly, while inexperienced, experienced and expert users all posted significantly less. That does not contradict the Beijing Normal results, which concern whether newcomers stay rather than whether they post once, but it shows how much depends on what is measured.

In Scientific Reports in May 2024, Gordon Burtch, Dokyun Lee and Zhichen Chen of Boston University's Questrom School of Business estimated that Stack Overflow lost about a million daily visitors, roughly 12 per cent of its traffic, after ChatGPT arrived. The decline was concentrated among newer users. Their most striking finding was that Reddit's developer communities showed “no evidence” of a similar drop. The authors attributed the difference to “social fabric”. Reddit's communities, they argued, have stronger social bonds, which act as “a buffer against the community-degrading effects of LLMs”. That buffer is bonding capital, the kind the Beijing Normal team saw surviving; bonding without bridging is what Granovetter warned against.

The raw numbers since then have been brutal. In May 2025, the engineering newsletter The Pragmatic Engineer, citing a Stack Exchange Data Explorer query shared by the long-time contributor Marc Gravell, reported that Stack Overflow was on course for about 14,000 questions that month. That is fewer than the 17,668 it received in September 2009, in the site's infancy. The newsletter's author, Gergely Orosz, noted that the decline began around 2014 and sped up from mid-2020, well before ChatGPT. The fall has not slowed since. In January 2026, Tim Anderson of DevClass, drawing on Stack Overflow's public query tool, reported that only 3,862 questions were posted in December 2025, a drop of 78 per cent on the previous year. In August 2026, Luís Rijo of PPC Land reported a comparison posted on X by the developer Daniel Lockyer, using the Stack Exchange Data Explorer: 1,442 new questions in July 2026, about 0.7 per cent of the 207,204 posted at the site's peak in March 2014. The whole of 2025 produced 108,981 questions, little more than half the total for March 2014 alone. AI did not start the slide. It turned a slow decline into a fast one.

Nor is the pattern limited to programmers. In October 2025, Marshall Miller of the Wikimedia Foundation reported that human pageviews on Wikipedia were down about 8 per cent on the same months of 2024. He linked this to search engines answering questions directly, often using Wikipedia's own content, and to younger people searching on social video. His warning about the consequences was explicit: with fewer visits, “fewer volunteers may grow and enrich the content”. Editors are recruited from readers; fewer readers means a smaller pool of future editors.

A Periphery That Was Already Fraying

It would be too easy to cast generative AI as the villain that wrecked a welcoming commons. Stack Overflow's periphery had problems long before ChatGPT.

In April 2018, Jay Hanlon wrote a post on Stack Overflow's official blog under the headline “Stack Overflow Isn't Very Welcoming. It's Time for That to Change.” He admitted that “too many people experience Stack Overflow as a hostile or elitist place”, especially “newer coders, women, people of color, and others in marginalized groups”. He wrote that “too often, someone comes here to ask a question, only to be told that they did it wrong”, and that “condescension and sarcasm have been reluctantly tolerated in comments for too long.”

Wikipedia went through something similar earlier. In a 2013 paper in American Behavioral Scientist, Aaron Halfaker, R. Stuart Geiger, Jonathan Morgan and John Riedl found that the encyclopaedia's decline in active editors was driven by falling retention of good-faith newcomers, not by fewer newcomers arriving. They pointed to Wikipedia's quality-control tools, including algorithmic tools used to reject contributions, as part of the cause.

Both cases show communities damaging their own on-ramps with gatekeeping that feels reasonable to insiders. Part of what AI is doing is exploiting a weakness that already existed. A newcomer choosing between a chatbot that never sneers and a forum that might close their question as a duplicate is not making an irrational choice.

That cuts both ways. It weakens any nostalgic case for the pre-AI periphery, and it suggests the communities now losing their edge had been running down their own renewal for years.

The Case for the Machine Answer

Does the convenience of an instant answer outweigh the long-term cost to community renewal? Any honest answer has to take the convenience seriously.

For the individual asker, the chatbot is often better. It is available at three in the morning, never demands a minimal reproducible example, and will explain the same concept five ways. For people who were made to feel unwelcome, which by Stack Overflow's own admission included many women, people of colour and beginners, that is not trivial. A learner who used to give up after a hostile reception can now keep going.

The communities that remain may also be doing more interesting work. Denis Helic and Tiago Santos, in a paper first posted in September 2025 and later published in the Journal of Systems and Software, found that ChatGPT had “effectively raised the bar for questions on Stack Overflow”, with question difficulty, length and code length all increasing. The routine traffic left. The hard problems stayed. The Beijing Normal team's finding that remaining questions skewed towards debugging specific code fits the same pattern.

Developers have not stopped wanting other people either. Stack Overflow's 2026 Developer Survey, which drew 30,903 responses from 169 countries, found that 73 per cent of respondents now use coding assistants or agents every day. Their trust is conditional. Some 48 per cent said they trust AI when they can easily validate its answers, and 79 per cent rated source attribution important or very important. A year earlier, more developers had distrusted the accuracy of AI output, 46 per cent, than trusted it, 33 per cent. Asked which actions they turn to first when trying to find answers to a problem, 70 per cent chose an AI agent, but 29 per cent chose to send a message directly to a human they trust, and the people they work with remained their most trusted source of information, at 72 per cent. A mixed-methods study posted to arXiv in March 2026 by Ching Christie Pang, Xuetong Wang, Yuk Hang Tsui and Pan Hui, based on a survey of 217 people and 11 interviews, reached a similar conclusion. Users rely on AI for convenience but still go to communities for questions that are complex, ambiguous or depend on trust.

So the human community is not obsolete. It is being pushed upmarket, towards hard cases and trust-sensitive judgement. The problem is that its future experts have to come from somewhere. The easy questions were the training ground. That is where convenience runs into renewal. The individual gain is immediate and visible; the collective cost is delayed and shows up only in network statistics years later.

Training Data Eats Its Own Source

The loss of the periphery has a second-order cost the AI industry has its own reasons to care about. Public question-and-answer sites are a major source of training data for large language models. The Beijing Normal authors note that “sustained bridging erosion thins the very base future AI depends on.” The PNAS Nexus team made a parallel argument: less open posting means less public data to train future models, and some of that knowledge now sits inside privately owned AI systems instead.

The commercial relationship makes the loop explicit. On 6 May 2024, Stack Overflow and OpenAI announced a partnership giving OpenAI access to Stack Overflow's data through its OverflowAPI product, with Stack Overflow using OpenAI models to build its own AI features. Google had earlier signed up as a customer of the same API. The questions and answers that newcomers and regulars wrote for each other for free became a licensed asset sold to the companies whose products are now absorbing the newcomers.

The irony needs no exaggeration. The models answer routine questions well partly because millions of people once asked them in public and strangers answered. If the public asking stops, the archive stops growing while the software keeps changing. Next year's routine question about a framework that does not yet exist will need someone to have answered it first.

Designing an On-Ramp Back In

If the periphery is worth saving, the evidence points to a few practical moves rather than nostalgia.

The first comes from the Beijing Normal paper. Its central principle is that “AI assistance should protect rather than absorb the periphery's entry path”. In practice the authors propose an in-community assistant that answers routine questions from the community's own verified knowledge, and then points the asker towards the people who wrote it. The aim is to turn a one-off answer into a first contact.

There is early evidence this can work. In a paper accepted at the CSCW 2026 conference, Junling Wang, Lahari Goswami, Gustavo Kreia Umbelino, Kiara Chau, Mrinmaya Sachan and April Yi Wang built a chatbot that brings Kaggle community content and social features into its answers. Across two studies with 28 and 12 data science learners, it increased user trust and encouraged engagement with the community. The samples are small and the setting is not a live platform, but a chatbot can evidently be built as a bridge rather than a replacement.

The second move is to measure the right thing. The Beijing Normal authors found the structural shift appeared before activity hit bottom, and suggest modularity and path length could serve as early-warning signals alongside volume dashboards. Platforms that only watch question counts will notice the decline after the periphery has already gone.

The third is targeted intervention. Because the damage concentrates where knowledge can be expressed as checkable code, the authors would put the strongest safeguards in algorithmic communities. They also propose recommending collaborators across topics based on the content of their work rather than existing ties, an explicit attempt to manufacture bridges.

Inside organisations, the Copilot study suggests a parallel lesson. If AI pushes people towards trusted colleagues for judgement, managers who value cross-boundary knowledge may need to create reasons for different groups to meet.

And communities have to make the edge worth staying at. Burtch and colleagues recommended “enabling socialization, as a complement to pure information exchange”. Belonging only among insiders is closure, so the welcome has to reach newcomers too.

Communities Renew From the Edge

Can knowledge communities survive the loss of their periphery? The best current evidence suggests they can survive in the short term, in the narrow sense that the core keeps going. The regulars stay, the hard questions still get asked, and the bonds among incumbents hold. What looks threatened is renewal: the slow, unglamorous process by which strangers become members and members become experts.

The evidence has limits. The Stack Exchange study is a preprint covering seven communities, only two of which carry the dramatic result, and it infers rather than observes individual behaviour. The Copilot study covers one business unit in one company for a few months, and it did not measure casual cross-topic ties at all. Granovetter's insight is half a century old and was built on a small interview sample, though the LinkedIn experiments have since confirmed it at enormous scale. None of this proves that AI is hollowing out every knowledge community.

But the pieces line up uncomfortably well. Routine questions recruited newcomers. Newcomers formed the weak ties that bridged clusters, and bridges kept knowledge moving and the core replenished. Generative AI answers routine questions instantly and privately. In the places where it does that best, newcomers are staying at roughly half the old rate, clusters are closing in on themselves and questions are taking longer to reach the right person.

Cohesion without bridges, Granovetter warned, ends in fragmentation. Knowledge communities have always been renewed by people who arrived knowing very little and asked basic questions in public. If those people now ask a machine instead, the communities will keep their experts for a while. What they risk losing is the way new experts were made.

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References and Sources

1. Du, Junlei; Li, Shuang; Yu, Yinpei; He, Xinyi; Chen, Jingxi (Beijing Normal University). “Generative AI and interrupted peripheral participation: evidence of structural closure from Stack Exchange.” Research Square preprint (under review, not peer reviewed), posted 4 August 2026. DOI: 10.21203/rs.3.rs-10221893/v1. https://www.researchsquare.com/article/rs-10221893/v1 (PDF: https://www.researchsquare.com/article/rs-10221893/latest.pdf). Accessed 30 October 2026.
2. Soda, Giuseppe; Iorio, Alessandro (Bocconi University); Rizzo, Leonardo (SDA Bocconi School of Management). “The Effects of Generative AI on Collaboration and Social Networks Among Knowledge Workers.” arXiv preprint 2610.32461v1, 23 October 2026. https://arxiv.org/abs/2610.32461 (HTML full text: https://arxiv.org/html/2610.32461). Accessed 30 October 2026.
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7. del Rio-Chanona, R. Maria; Laurentsyeva, Nadzeya; Wachs, Johannes. “Large language models reduce public knowledge sharing on online Q&A platforms.” PNAS Nexus, 3(9), pgae400, published 11 September 2024. DOI: 10.1093/pnasnexus/pgae400. https://academic.oup.com/pnasnexus/article/3/9/pgae400/7754871 Accessed 30 October 2026.
8. Burtch, Gordon; Lee, Dokyun; Chen, Zhichen (Questrom School of Business, Boston University). “The consequences of generative AI for online knowledge communities.” Scientific Reports, 14, 10413, published 6 May 2024. DOI: 10.1038/s41598-024-61221-0. https://pmc.ncbi.nlm.nih.gov/articles/PMC11074245/ Accessed 30 October 2026.
9. Strahringer, Lenard; Prüß, Sven Eric; Riemer, Kai. “Help Converts Newcomers, Not Veterans: Generalized Reciprocity and Platform Engagement on Stack Overflow.” arXiv preprint 2604.03209, 3 April 2026. https://arxiv.org/abs/2604.03209 Accessed 30 October 2026.
10. Yang, Longqi; Holtz, David; Jaffe, Sonia; Suri, Siddharth; Sinha, Shilpi; Weston, Jeffrey; Joyce, Connor; Shah, Neha Parikh; Sherman, Kevin; Hecht, Brent; Teevan, Jaime. “The effects of remote work on collaboration among information workers.” Nature Human Behaviour, 6, 43–54, published online September 2021. DOI: 10.1038/s41562-021-01196-4. Microsoft Research summary: https://www.microsoft.com/en-us/research/publication/the-effects-of-remote-work-on-collaboration-among-information-workers/ Accessed 30 October 2026.
11. Berkeley Haas Newsroom / Greater Good Science Center. “How Remote Work Affects Our Communication and Collaboration.” 2021. https://greatergood.berkeley.edu/article/item/how_remote_work_affects_our_communication_and_collaboration Accessed 30 October 2026.
12. Orosz, Gergely. “The Pulse #134: Stack Overflow is almost dead.” The Pragmatic Engineer, 15 May 2025 (citing Stack Exchange Data Explorer data shared by Marc Gravell). https://newsletter.pragmaticengineer.com/p/the-pulse-134 Accessed 30 October 2026.
13. Anderson, Tim. “Dramatic drop in Stack Overflow questions as devs look elsewhere for help.” DevClass, 5 January 2026 (citing Stack Overflow's public query tool). https://devclass.com/2026/01/05/dramatic-drop-in-stack-overflow-questions-as-devs-look-elsewhere-for-help Accessed 2 November 2026.
14. Rijo, Luís. “Stack Overflow drops to 1,442 questions in July, down 99% from 2014 peak.” PPC Land, 8 August 2026 (citing Stack Exchange Data Explorer figures posted on X by Daniel Lockyer, 7 August 2026). https://ppc.land/stack-overflow-drops-to-1-442-questions-in-july-down-99-from-2014-peak/ Accessed 2 November 2026.
15. Miller, Marshall. “New User Trends on Wikipedia.” Diff, Wikimedia Foundation, 17 October 2025 (updated 13 February 2026). https://diff.wikimedia.org/2025/10/17/new-user-trends-on-wikipedia/ Accessed 30 October 2026.
16. Computing. “Wikipedia reports traffic drop, blames AI search and social media.” October 2025. https://www.computing.co.uk/news/2025/ai/wikipedia-reports-traffic-drop Accessed 30 October 2026.
17. Hanlon, Jay. “Stack Overflow Isn't Very Welcoming. It's Time for That to Change.” Stack Overflow Blog, 26 April 2018. https://stackoverflow.blog/2018/04/26/stack-overflow-isnt-very-welcoming-its-time-for-that-to-change/ Accessed 30 October 2026.
18. Halfaker, Aaron; Geiger, R. Stuart; Morgan, Jonathan T.; Riedl, John. “The Rise and Decline of an Open Collaboration System: How Wikipedia's Reaction to Popularity Is Causing Its Decline.” American Behavioral Scientist, 57(5), 664–688, 2013. Research summary: https://meta.wikimedia.org/wiki/Research:The_Rise_and_Decline (University of Minnesota release: https://cse.umn.edu/college/news/wikipedia-inadvertently-causing-its-own-decline-participation). Accessed 30 October 2026.
19. Helic, Denis; Santos, Tiago. “Stack Overflow Is Not Dead Yet: Crowd Answers Still Matter.” arXiv preprint 2509.05879 (v1 7 September 2025; v2 16 June 2026); journal version in Journal of Systems and Software, 241, 112988, 2026. https://arxiv.org/abs/2509.05879 Accessed 30 October 2026.
20. Stack Overflow. “2026 Developer Survey” (sections: AI, https://survey.stackoverflow.co/2026/ai ; Knowledge, https://survey.stackoverflow.co/2026/knowledge ; Community, https://survey.stackoverflow.co/2026/community). 2026. https://survey.stackoverflow.co/2026/ Accessed 2 November 2026.
21. Stack Overflow. “2025 Developer Survey: AI.” 2025. https://survey.stackoverflow.co/2025/ai Accessed 30 October 2026.
22. Pang, Ching Christie; Wang, Xuetong; Tsui, Yuk Hang; Hui, Pan. “The Decline of Online Knowledge Communities: Obstacles, Workarounds, and Sustainability.” arXiv preprint 2603.27399, 28 March 2026. https://arxiv.org/abs/2603.27399 Accessed 30 October 2026.
23. SD Times. “Stack Overflow and OpenAI announce partnership to enable ChatGPT to use knowledge from Stack Overflow answers.” 6 May 2024. https://sdtimes.com/ai/stack-overflow-openai-partnership-chatgpt-use-knowledge-from-stack-overflow-answers/ Accessed 30 October 2026.
24. TechRadar. “Stack Overflow signs deal with OpenAI to strengthen models on its data.” May 2024. https://www.techradar.com/pro/stack-overflow-signs-deal-with-openai-to-strengthen-models-on-its-data Accessed 30 October 2026.
25. Wang, Junling; Goswami, Lahari; Umbelino, Gustavo Kreia; Chau, Kiara; Sachan, Mrinmaya; Wang, April Yi. “Bridging Instead of Replacing Online Coding Communities with AI through Community-Enriched Chatbot Designs.” arXiv preprint 2601.18697 (accepted at CSCW 2026), 26 January 2026. https://arxiv.org/abs/2601.18697 Accessed 30 October 2026.

---

Tim Green UK-based Systems Theorist & Independent Technology Writer

Tim explores the intersections of artificial intelligence, decentralised cognition, and posthuman ethics. His work, published at smarterarticles.co.uk, challenges dominant narratives of technological progress while proposing interdisciplinary frameworks for collective intelligence and digital stewardship.

His writing has been featured on Ground News and shared by independent researchers across both academic and technological communities.

ORCID: 0009-0002-0156-9795 Email: tim@smarterarticles.co.uk

Listen to the free weekly SmarterArticles Podcast

Support What We Do

Tell the tides

To wash away my writings.

To the wind,

My unlove, it shall breathe.

My heart has

Buried too much grief.

It can no longer —

Love without being loved,

My dear

---

Dites aux vagues

De brouiller mes poèmes.

Puis au vent,

De souffler que l'on ne m'aime.

Mon coeur a

Enterré bien trop de peines.

Il ne peut plus

Aimer sans qu'on l'aime.

In Summary: * Have just taken the 1st round of my night meds so I'm moving through the night meds and night prayers phase of this evening. Listening now to the IU Pregame Show ahead of the Hoosier Men's Basketball / Syracuse Orange game. Opening tip is just minutes away. I'm planning to listen to the entire game and will finish the night prayers after the game ends. GO HOOSIERS!

Prayers, etc.: * I have a daily prayer regimen I try to follow throughout the day from early morning, as soon as I roll out of bed, until head hits pillow at night.

Health Metrics: * bw= 220.90 lbs. * bp= 154/70 (61)

Exercise: * morning stretches, balance exercises, kegel pelvic floor exercises, half squats, calf raises, toe raises, wall push-ups, BP breathing exercises, pilates

Diet: * 04:40 – 1 banana, 4 little cookies * 08:15 – 1 ham & cheese sandwich * 10:30 – 3 more little cookies * 12:30 – the “innards” of 4 chicken & potatoes tacos * 16:30 – 1 fresh apple

Activities, Chores, etc.: * 03:30 – listen to local news talk radio * 04:15 – bank accounts activity monitored * 04:50 – read, write, pray, follow news reports from various sources, surf the socials, take daily meds, unpack, organize, and nap * 16:00 – have tuned into Hoosier Country 105, the flagship station for IU Athletics, ahead of tonight's game: the (2-0) IU Men's Basketball team hosting the (2-0) Syracuse Orange.

Chess: * 10:40 – moved in all pending CC games

He who eats the most.

is

King

□

Our latest patch version contains several critical security fixes, including one for an authentication bypass that let unauthenticated attackers use the API as another user. It also fixes several other issues around federation, private blogs, and access control. We recommend all admins update to this version as soon as possible.

This release also updates our Web Monetization support to the latest version of the standard, and includes a handful of bug fixes and improvements for users and admins.

Security

• Critical: Fix authentication bypass via API access tokens (reported and fixed by @diaoqi129, GHSA-7jv7-gf23-wcqq)
• Fix private and password-protected blog content exposed via the ActivityPub outbox (by @thebaer, reported by @awanawana, GHSA-cx5r-gg25-76ph)
• Fix server-side request forgery (SSRF) via WebFinger lookups (by @thebaer, reported by @tikket1, GHSA-wvrr-gx9p-xvxm)
• Fix unauthenticated SSRF via ActivityPub inbox actor / object resolution (by @thebaer, reported by @iaohkut-from-NightWolf-Team, GHSA-7635-vx4w-qww7)
• Fix IPv6 transition address bypass of SSRF protections in federation (by @thebaer, reported by @tonghuaroot, GHSA-22qx-x758-m72p)
• Add CSRF protection to account settings endpoints (/me and /api/me) (by @thebaer, reported by @hacktivat0r and coordinated by @u9000-Nine, GHSA-mp2f-3fq8-r9vj)
• Enforce the maximum blogs per user limit when creating blogs via the API (by @thebaer, reported by @tonghuaroot, GHSA-g4m9-5p4q-ch24)
• Prevent users from changing settings on another user's blog via the API (by @thebaer, reported by @N0el4kLs, GHSA-7mmq-gh5f-97p3)
• Prevent users from changing metadata on blogs they don't own (by @thebaer, GHSA-wqc7-9ph9-m5fm)
• Fix stored XSS via unsanitized post slugs in RSS, email, and ActivityPub output (by @thebaer, reported by @geo-chen, GHSA-cwxm-8ch5-j2vh)
• Prevent users from pinning or unpinning other users' posts (by @thebaer, reported by @5ud0er, GHSA-hwfg-mg9c-cvgf)
• Enforce signup checks consistently across all registration paths, extending the invite code validation from v0.17.2 to API and OAuth signups, by @thebaer in https://github.com/writefreely/writefreely/pull/1748

User-Facing Changes

• Update Web Monetization support by @thebaer in https://github.com/writefreely/writefreely/pull/1784
• Include image alt text in fediverse attachment data by @thebaer in https://github.com/writefreely/writefreely/pull/1729
• Fix password-protected blogs not unlocking after cookie expires by @thebaer in https://github.com/writefreely/writefreely/pull/1727
• Normalize usernames on signups via OAuth by @thebaer in https://github.com/writefreely/writefreely/pull/1730
• Fix bad navigation on collection customize page by @snullp in https://github.com/writefreely/writefreely/pull/1738

Admin-Facing Changes

• Output more helpful error messages at startup by @thebaer in https://github.com/writefreely/writefreely/pull/1731
• Support serving robots.txt on single-user instances by @thebaer in https://github.com/writefreely/writefreely/pull/1736

Developer-Facing Changes

• Hide first property in followers/following collections when 0 items by @thebaer in https://github.com/writefreely/writefreely/pull/1733
• Update Docker and release builds to Go 1.26 by @thebaer in https://github.com/writefreely/writefreely/commit/95e1918e10414e51a38afbd9bf9a1948d39f686c

Dependencies and minor fixes

• Bump alpine from 3.18.4 to 3.24.3 in the Docker image by @dependabot[bot] in https://github.com/writefreely/writefreely/pull/1786
• Remove deprecated -d flag from go get in Makefile by @thebaer in https://github.com/writefreely/writefreely/commit/50dedcd05a31a5679cd34b8aea3bbc82501595b1
• Prefer local lessc install over global when building stylesheets by @thebaer in https://github.com/writefreely/writefreely/commit/37d5e01013f9ee00c078a7eed7d3c7ce78809f9a
• Fix Dependabot Docker update directory by @thebaer in https://github.com/writefreely/writefreely/commit/5906aa9f93f4a7b20f15ffc5b0ef7cdfc0ff64a5
• Bump golang.org/x/crypto from 0.54.0 to 0.58.0 by @dependabot[bot] in https://github.com/writefreely/writefreely/pull/1780
• Bump github.com/writeas/web-core from 1.7.0 to 1.8.0 by @dependabot[bot] in https://github.com/writefreely/writefreely/pull/1714
• Bump docker/login-action from 4.3.0 to 4.6.0 by @dependabot[bot] in https://github.com/writefreely/writefreely/pull/1712

Upgrading from v0.17.x or earlier

1. Download the latest release for your operating system and architecture
2. Stop running your writefreely server
3. Replace all files in your installation (except for the keys directory) with the ones in the archive
4. (Only when upgrading from < v0.17.0) Update your database by running: writefreely db migrate
5. Start your writefreely server again
6. (Recommended) Revoke existing API access tokens, as described below

If you're upgrading from a much earlier version, follow the instructions in each previous release.

Recommended: revoke existing API access tokens

Upgrading closes the authentication bypass (GHSA-7jv7-gf23-wcqq), but doesn't invalidate API access tokens that already exist. As an extra precaution, in case any were exposed before you upgraded, we recommend revoking all existing tokens once your upgraded instance is running.

Doing this will sign all users out of apps and tools that use WriteFreely's API, such as mobile apps, command-line clients, and other integrations. They'll need to log in to those again. People signed in to WriteFreely on the web stay signed in.

There's no writefreely command for this, so you'll need to clear the accesstokens table directly. Use the database details from your config.ini:

SQLite

sqlite3 /path/to/writefreely.db "DELETE FROM accesstokens;"

MySQL / MariaDB

mysql -u <username> -p <database> -e "DELETE FROM accesstokens;"

Optionally, to invalidate web sessions, you can also regenerate your session keys using the steps below. This will require all users to log in again, and for readers to re-enter passwords for any password-protected blogs.

1. Stop WriteFreely
2. Back up your keys folder temporarily
3. Delete keys/cookies_auth.aes256 and keys/cookies_enc.aes256 (do not delete keys/email.aes256)
4. Run writefreely keys generate as the same user as your server
5. Start WriteFreely again

Full Changelog: https://github.com/writefreely/writefreely/compare/v0.17.2...v0.17.3

#WriteFreely #release