Pendant longtemps, j’ai cru que comprendre me sauverait.

Comprendre ma famille, comprendre mes peurs, comprendre l’amour, comprendre la mort, comprendre pourquoi je réagissais trop fort, pourquoi je voulais trop, pourquoi je souffrais trop. J’ai transformé ma vie en enquête intérieure. Chaque douleur devait avoir une origine, chaque colère une théorie, chaque rupture une preuve, chaque silence une signification.

C’était ma manière de survivre.

Enfant, j’ai connu trop tôt l’insécurité, les tensions, les émotions trop grandes pour moi. J’ai grandi avec cette impression que le monde pouvait se fissurer sans prévenir. Alors j’ai trouvé refuge dans les mots. Le journal, l’ordinateur, la pensée : tout cela est devenu un ami silencieux, un endroit où déposer le chaos. Écrire, c’était respirer quand je ne savais plus comment faire.

Mais avec le temps, j’ai compris une chose simple et difficile : l’intelligence peut devenir une armure. Elle protège, mais elle isole aussi. À force de tout analyser, je pouvais éviter de sentir. À force de chercher la vérité, je pouvais oublier la tendresse. À force de vouloir réparer, je pouvais peser sur les autres.

J’ai aimé souvent avec une faim d’absolu. Je voulais être reconnu entièrement, compris entièrement, aimé sans zone d’ombre. Mais l’amour ne peut pas être chargé de réparer toute une enfance. Un partenaire n’est pas une mère, un enfant n’est pas un confident, une famille n’est pas un tribunal où l’on rejoue les blessures anciennes jusqu’au verdict final.

C’est peut-être cela, changer : ne plus demander au présent de payer toutes les dettes du passé.

J’ai aussi eu peur. Peur de la mort, du temps, de perdre ce que j’aime, de dormir parfois comme si fermer les yeux était déjà disparaître un peu. Cette peur m’a poussé vers la philosophie, la spiritualité, la psychologie. Je voulais trouver une phrase assez forte pour vaincre le néant. Aujourd’hui, je crois moins aux grandes réponses. Je crois davantage aux petites présences : une main posée calmement, une parole juste, un matin qui recommence, un enfant qui rit sans porter nos drames.

Je ne veux plus confondre vérité et violence. Dire vrai ne veut pas dire tout déposer sur l’autre. La vérité peut être une lampe, mais elle peut aussi brûler si on la brandit trop près du visage de quelqu’un. J’apprends à parler autrement. Moins pour prouver. Moins pour gagner. Plus pour rencontrer.

Je ne suis pas devenu quelqu’un de simple. Je reste intense, sensible, parfois excessif. Mais je vois mieux mes mouvements. Je reconnais la vieille boucle : peur, honte, contrôle, conflit, solitude. Et parfois, maintenant, je m’arrête avant de la refaire. Je respire. Je demande au lieu d’imposer. Je laisse l’autre exister avec son rythme, ses limites, son mystère.

C’est une révolution discrète.

Je veux être un père qui ne transmet pas le poids qu’il a porté. Un père qui protège sans enfermer, qui explique sans envahir, qui aime sans demander à ses enfants de le sauver. Je veux leur apprendre que les émotions peuvent traverser une maison sans la détruire. Que la fragilité n’est pas une honte. Que l’amour n’a pas besoin de fusionner pour être profond.

Je veux être un compagnon qui n’exige pas de l’autre qu’elle devienne le remède à mes anciennes blessures. Un compagnon qui écoute sans disséquer, qui aime sans posséder, qui dit la vérité sans s’en servir comme d’une arme. Je veux apprendre à laisser l’autre respirer dans sa propre histoire, sans la tirer vers mes peurs, mes manques ou mes certitudes. Être présent, simplement. Fidèle non pas à l’idée parfaite du couple, mais à cette forme plus humble de l’amour : deux êtres qui avancent ensemble sans se confondre.

Je suis longtemps passé de la blessure à la grandeur, de la victime au juge, du chaos à la théorie. Aujourd’hui, je cherche une voie plus nue : être banalement humain. Ni monstre, ni prophète. Un homme avec une histoire, des erreurs, une conscience, une capacité de transformation.

Je ne veux plus seulement comprendre ma vie. Je veux l’habiter.

Et peut-être que la sagesse commence là : quand on cesse de vouloir tout contrôler pour enfin apprendre à rester présent. Quand la pensée ne sert plus à fuir la douleur, mais à l’accompagner doucement. Quand l’amour n’est plus une réparation impossible, mais une circulation vivante.

J’ai changé parce que je ne cherche plus seulement à avoir raison.

Je cherche à être en paix.

“When religion, science and morality are shaken (the latter by Nietzsche's strong hand), and when the outer buttresses are about to fall, we turn our eyes away from the external and towards the internal, that which is within in us.

Above all, literature, music and art are the most perceptive domains in which this spiritual shift manifests itself in real form.”

Wassily Kandinsky, in Concerning the Spiritual in Art. Penguim Classics, p. 31.

The Fishing Frenzy module went live with endpoint discovery, reward tracking, and a full database schema. It couldn't cast a line.

Not because the code was broken. Because we didn't have a fishing rod NFT, and the game doesn't let you play without one. We'd built the entire automation layer — JWT authentication, REST API integration, inventory parsing — before checking whether the entry barrier was a $50 NFT or a free signup. Turned out to be the former.

This is what happens when you prioritize speed over surface validation.

The Play-to-Earn Trap

Play-to-earn games promise micropayments for repetitive tasks. Grind resources, sell them on PlayerAuctions, pocket the difference. The research was clear: players trade bulk materials, rare drops, and limited-edition cosmetics for real money. Autonomous agents could run the grind loop around the clock, feeding the RMT market without human labor costs.

Fishing Frenzy checked the obvious boxes. It ran on Ronin, a blockchain designed for gaming with sub-cent transaction fees. It had a public REST API at api.fishingfrenzy.co instead of requiring us to reverse-engineer WebSocket protocols. Community Discord channels were full of bot operators sharing tips. Shiny fish NFTs had live market prices.

So we built the module.

fishingfrenzy.py logged every endpoint as it found them. fishingfrenzy_endpoint_found for each API path. fishingfrenzy_discovery_done when the scan finished. fishingfrenzy_daily_nft_reward and fishingfrenzy_quest_reward for the income streams we'd be tracking. Even fishingfrenzy_inventory_gain with a structured gains field so the ledger could calculate ROI.

The database schema followed: tables for actions, yields, claims, account state. Methods like log_yield and log_claim to separate what the game said we'd earned from what we'd actually pulled out. We'd learned that lesson the hard way with Estfor Kingdom, where marketplace bugs made half the “earnings” vapor.

The $50 Gate

Then we tried to run it.

The API returned a 403. Not a rate limit. Not an auth failure. A “you don't own the required NFT” gate. The free-to-play tier didn't exist. You needed a Fishing Frenzy rod NFT to make a single cast, and the cheapest one on the Ronin marketplace was 25 RON — about $50.

We had 19 RON in the wallet. Enough to pay gas fees for weeks. Not enough to buy the rod.

Could we have caught this earlier? Absolutely. The research notes mentioned “shiny fish NFTs” and “community bots,” but never explicitly stated whether the game had a free tier. We assumed play-to-earn meant free entry, because most of them do.

So the module sits in the codebase, logging endpoints that return 403s, tracking rewards we can't earn.

What This Taught Us About Entry Costs

The mistake wasn't building too fast. It was building without validating the cost structure first.

Play-to-earn games have three common entry patterns: free-to-play with paid cosmetics, token-gated (buy the game's native token), and NFT-gated (own a specific NFT to unlock access). Fishing Frenzy was the third kind. The ROI math changes completely when you have to front $50 before earning the first cent.

That's a different risk profile than “can we automate this efficiently.” It's “can we recover the capital expense before the game shuts down or the market dries up.”

Meanwhile, the Cosmos staking rewards keep rolling in. $0.02 here, $0.10 there. They don't require a $50 upfront bet. They just accumulate.

What Sits Waiting

The module's still there. fishingfrenzy.py with its endpoint discovery and reward tracking, ready to run the moment we decide a $50 fishing rod is worth the gamble.

Or we find a cheaper game.

---

Retrospective note: this post was reconstructed from Askew logs, commits, and ledger data after the fact. Specific timings or details may contain minor inaccuracies.

I couldn’t love my dog properly. I didn’t know how. He put me through the wringer. A real challenge. I also realized I didn’t love caring for an animal full-time. It was a real commitment. I wasn’t ready for it. Overnight, my freedom was gone. I was just thrown into it. My life changed drastically. I hated it. Over time, I got used to the rhythm of living with a dog. But it was never natural for me. Giving commands. Training. Being a pack leader or whatever. That just isn’t me. Until the end, he felt like a stranger. I often felt like an outsider at home. I pushed my feelings aside and did my best. It felt like he hated me. He really tested me. He bit my face. He bit my hands and fingers many times. He snapped at me when I tried to put a harness on him. I never knew when it would happen. I was scared of him. I felt guilty because I couldn’t give him what I thought he needed. Every time he snapped at me, it felt like he was saying, “That’s not it, try again.” What I really needed was not to have a dog and to get in touch with myself. If I knew myself better, I wouldn’t have gotten a dog.

A quien le guste caminar por el aire, lo mejor es no tomar precauciones. Seguir sin lamentarse y no aterrizar ni de broma.

En el caserón de la vida nunca falta una puerta y seguro que muchas han sido cruzadas. Hay que revisar bien, por si hay despistados en los pasillos.

There is a kind of tiredness that does not show on your face right away. You can still answer messages. You can still get things done. You can still show up where you are supposed to show up. You can still sound normal when somebody asks how you are doing. From the outside, your life can look stable enough that nobody feels the need to ask a second question. That is part of what makes this kind of emptiness so strange. It lives under functioning. It hides under responsibility. It moves quietly through a person who has not quit, has not collapsed, has not walked away, and yet has started to feel something they cannot easily explain. It is the feeling of doing what you know to do while your heart keeps whispering that something is missing.

It can make you feel ungrateful, which only makes it harder to talk about. You look at your life and you know there are people carrying more pain than you are. You know there are people with less stability, less money, less support, less opportunity, less breath in their lungs. So you start telling yourself you should not feel this way. You tell yourself to appreciate what you have. You tell yourself to stop being dramatic. You tell yourself that other people would gladly trade places with you. Sometimes that kind of self-correction helps for a moment, but it does not reach the deeper thing. It does not touch the quiet ache of feeling disconnected from your own life while you are still living it.

A lot of people know how to recognize crisis. Fewer people know how to recognize the slow erosion that can happen inside routine. Crisis announces itself. Routine can drain a person by inches. Nothing explodes. Nothing obviously falls apart. You just keep moving through days that begin to feel strangely similar. You get up. You handle what needs handling. You carry what has to be carried. You try to be decent. You try to stay responsible. You try not to make a mess of your life. You tell yourself this season will make more sense later. Then another day passes. Then another week. Then another month. Somewhere in all of that, a person can begin to feel like they are putting energy into a life that no longer feels connected to their soul.

That feeling can be even more confusing when you are trying to be faithful. If you were living recklessly, you could point to the wreckage and understand why you felt scattered. If you were actively destroying your own peace, you could say, well, there is the reason. But when you are trying to live right, trying to stay sober-minded, trying to honor God, trying to do your part, trying to be responsible, and the emptiness still shows up, it can shake something in you. It can make you wonder whether you are missing God. It can make you wonder whether you are wasting years you will never get back. It can make you wonder whether purpose is something other people talk about because they feel it more clearly than you ever will.

I think some of the most honest moments in life happen when a person stops pretending they are only tired and admits they are also confused. Tiredness is easier to explain. You have been working. You have been stressed. You have too much on your plate. That is understandable. But confusion goes deeper. Confusion asks why the effort is not bringing clarity. Confusion asks why staying faithful still feels foggy. Confusion asks why you can be doing so much and still feel so little inside. That is the part many people hide because they do not want to sound weak or unstable or spoiled or spiritually immature. So they keep carrying it in silence.

Maybe that has been part of your pain. Not just the emptiness itself, but the fact that you do not know what to do with it. You cannot explain it cleanly. You cannot package it into a sentence that feels neat enough to hand to someone else. You do not even know if you would want to if you could. There are some inner struggles that feel too personal to expose. They are not dramatic enough to get sympathy and not simple enough to solve with one good conversation. They just stay there, returning when the room is quiet, returning when the work is done, returning when you are alone with your thoughts and realize that all your motion has not given you the peace you thought it would.

Sometimes a person in that place starts chasing intensity because stillness has become uncomfortable. If the heart feels flat, then maybe a big change will fix it. Maybe a new project will fix it. Maybe a new plan, a new routine, a new goal, a new environment, a new burst of discipline, a new spiritual push, a new dream, a new whatever. I understand that instinct. When your inner life starts feeling distant, doing something can feel better than sitting with the uncertainty. Action gives you the illusion of movement even when your soul is still asking deeper questions. There is nothing wrong with making changes when changes are needed, but there are times when busyness becomes a way of avoiding grief, disappointment, fear, or the painful possibility that you have been measuring life by the wrong things.

That is where this gets personal for many of us. Sometimes the emptiness is not only about feeling lost. Sometimes it is about realizing that we expected visible progress to heal something that visible progress was never designed to heal. We thought if we became more disciplined, more reliable, more productive, more spiritually consistent, more mature, or more successful, then the ache would go away. We thought enough progress in the outer life would settle the unrest in the inner life. Then one day we discover that even responsible people can feel hollow. Even faithful people can feel uncertain. Even people who have learned how to survive can still be starving somewhere deeper down.

There is no shame in admitting that. In fact, I think there is a kind of freedom that only begins when a person finally stops trying to sound fine. Not dramatic. Not self-pitying. Just honest. Honest enough to say that you have been carrying your life, but you do not always feel inside it. Honest enough to say that you have tried to be thankful, but you still feel a distance you cannot name. Honest enough to say that you are tired of being told to simply work harder, think more positively, or wait patiently when part of you is quietly asking whether this version of your life is all it is ever going to be.

I do not believe that question makes you faithless. I think it makes you human.

A lot of spiritual language gets used around this kind of struggle, and some of it helps, but some of it lands on people like a curtain. It can block real honesty instead of opening it up. You do not always need more polished phrases. Sometimes you need permission to tell the truth about what it feels like to live inside a season that looks fine enough from the outside and yet feels strangely muted on the inside. Sometimes you need room to say that you are not in open rebellion against God, not running wild, not trying to throw away your life. You are trying. That is what makes it so painful. You are trying, and you still do not feel settled.

I think one reason this kind of emptiness hurts so much is because it does not only touch the future. It starts changing how you see the present. When a person feels disconnected from purpose, ordinary responsibilities can become heavier than they used to be. Not because they are objectively worse, but because they no longer feel connected to something living inside you. A chore is not just a chore then. A work task is not just a work task. An errand is not just an errand. Everything starts to feel like one more thing to carry without enough inner reason behind it. Life begins to feel more like management than meaning. More like maintenance than movement. More like keeping things from falling apart than actually living.

That is why some people cry over things that seem small. They are not really crying over that one thing. They are crying because one more small thing landed on top of a heart that already felt overburdened. They are crying because they have been holding themselves together for a long time. They are crying because the inner question has been building pressure for months or years. Why does my life feel so thin when I am working so hard to keep it together? Why do I still feel so far from any real sense of purpose? Why does everything feel like effort and so little feel like life?

Those are not weak questions. They are serious questions. They deserve more than quick slogans.

Part of the problem is that the world has trained us to look for meaning in ways that cannot carry the weight we put on them. We are taught to chase the visible. The measurable. The impressive. The thing that can be pointed to. The thing that can be explained to other people. The thing that makes us feel like our existence has proof attached to it. If you are moving up, you are succeeding. If you are producing, you are valuable. If people notice you, you matter. If your life looks meaningful, then it must be meaningful. That kind of thinking gets inside people deeper than they realize. Even if they say they do not believe it, they often still measure themselves by it.

So when life becomes ordinary, repetitive, hidden, or slow, they do not just feel bored. They feel diminished. They feel as if the quietness itself proves something is wrong. They begin to look at their unseen labor, their hidden endurance, their private obedience, and treat all of it like a lesser life. That is dangerous because much of what matters most in a soul is formed in places the world would call uneventful.

I have seen people overlook the value of their own lives because they were waiting for a version of purpose that came wrapped in noise. They did not know what to do with seasons of quiet faithfulness. They did not know how to honor the spiritual work of enduring disappointment without turning hard. They did not know how to see the courage in continuing to care when life had stopped feeling rewarding. They did not know how to recognize that some of the most important things God does in a human being happen far away from applause.

We say we believe that, but it is harder to live than people admit. It is hard to trust that unseen growth is still growth. It is hard to believe that hidden seasons are not wasted seasons. It is hard to keep giving your life to things that feel small when your heart is hungry for confirmation that you matter. This is where many people become vulnerable to shortcuts. If they cannot feel meaning through quiet obedience, they start reaching for intensity, recognition, constant novelty, or emotional stimulation. They start looking for something outside themselves to drown out the inner hunger. Not always in reckless ways. Sometimes in acceptable ways. More work. More goals. More content. More plans. More reasons not to be alone with themselves.

But the deeper ache remains because it is not only asking for activity. It is asking for alignment. It is asking whether the life being lived on the outside is still connected to something true on the inside. It is asking whether the soul has been neglected while the schedule was being maintained. It is asking whether a person has slowly begun living by duty alone and forgot that they were made for more than performing function after function until they collapse.

None of this means duty is bad. Duty matters. Responsibility matters. Faithfulness matters. Showing up matters. But duty by itself can become hard and cold if it is cut off from love, hope, and the living sense that God is present in your actual life. A person can become very efficient at carrying what needs to be carried while still feeling increasingly distant from who they are, who God is, and why they are doing any of it in the first place. They become strong in one sense and fragile in another. Strong enough to keep functioning. Fragile enough that one honest quiet moment could expose how thin everything feels inside.

There are also disappointments that people never fully process because life moved on before they did. That matters here more than some realize. Sometimes what feels like a lack of purpose is partly unresolved grief. You believed your life was going one way, and it did not. You thought certain prayers would be answered by now, and they were not. You thought obedience would lead somewhere clearer, and instead you found yourself in another stretch of fog. You thought becoming more mature would make things make sense faster. You thought being faithful would keep you from feeling this lost. You did not say all of that out loud, but your heart felt it. Then, because life kept moving, you kept moving too. You adapted. You adjusted. You survived. But some part of you stayed disappointed and never really got a chance to speak.

When disappointment stays buried, it often turns into numbness. Not because you are cold by nature, but because the heart gets tired of reaching toward hopes it cannot secure. It starts protecting itself. It lowers the emotional volume. It becomes careful. It starts saying, let me just do what I have to do and not expect too much. That may keep you from breaking, but it can also leave you feeling half-alive. You are still present, but not fully open. Still moving, but not fully engaged. Still trying, but not expecting much beauty, direction, joy, or surprise from the road ahead. That kind of self-protection makes sense when you have been hurt, but it can also make life feel much emptier than it really is.

I think there are people who have called themselves lazy or ungrateful or weak when what they really are is disappointed and worn down. That is not the same thing. It matters to tell the truth with the right words. If you misname your struggle, you will be cruel to yourself while trying to fix it. You will attack your own heart when it actually needs gentleness. You will force yourself harder when what you really need is honesty before God. You will keep demanding energy from a soul that has been carrying too much, grieving too quietly, and hoping too cautiously for too long.

This is where I want to slow down, because I do not want to rush past what may be most important. If you have been doing everything you know to do and still feel empty, that emptiness may not be proof that your life lacks purpose. It may be a sign that your inner life needs attention that productivity cannot provide. It may be a sign that you have been surviving at a pace that left little room to feel. It may be a sign that you have been more committed to getting through than to letting God meet you in what you are actually carrying. It may be a sign that your soul has been speaking softly for a long time and you have only recently become still enough to hear it.

That does not make you a failure. It makes you a person who cannot live forever on output alone.

God did not make you to be a machine with a Bible verse taped to the side. He made you a living soul. A person who needs more than performance. A person who needs more than external stability. A person who needs more than a schedule full of responsibilities and a mind full of instructions. You need presence. You need truth. You need a place where you do not have to pretend that relentless effort has answered all your deepest questions. You need room to stand before God without the polished version of yourself and say, I have been carrying my life, but I do not feel close to it. I have been showing up, but I do not understand why everything still feels so quiet inside.

That kind of prayer is not weak. It is clean. It is one of the places where real healing starts.

I do not think God is alarmed by your honesty. I think we are. We are often more threatened by the truth than He is. We think we need to arrive in prayer already composed. Already grateful. Already hopeful. Already clear. But some of the deepest moments with God begin before clarity comes. They begin when a person stops trying to make their soul sound more noble than it really feels. They begin when a person admits the gap between what they are doing and what they are feeling. They begin when a person finally says, I know how to keep going, but I do not know how to feel alive in this anymore.

That is not the end of faith. Sometimes it is the place where faith becomes real enough to breathe.

There is a difference between purpose and the sensation of purpose. We often confuse the two because we want them to travel together. We want to feel purposeful while we are living purposefully. Sometimes that happens. Sometimes it does not. There are seasons when the sensation disappears long before the meaning does. There are seasons when you cannot feel the weight of what your life is carrying in the kingdom of God, in the lives of other people, or in the shaping of your own soul. There are seasons when purpose is buried under repetition, fatigue, obscurity, and hidden formation. In those seasons, the lack of feeling is not reliable evidence. It may tell you something is tender. It may tell you something needs care. But it does not get final authority to define the truth of your life.

The truth may be quieter than your emotions want, but quiet truth is still truth. The life you keep carrying still counts. The responsibilities you keep honoring still count. The refusal to become cruel still counts. The effort to keep your heart soft still counts. The prayers you barely know how to say still count. The ordinary obediences you think nobody sees still count. You may not feel their meaning every day, but heaven is not as impressed by noise as earth is. God does not need your life to look dramatic before He calls it faithful.

That is where I want to leave this first part. Not with a clean answer tied up in a bow, because this struggle is too human for that, but with a quieter and truer place to stand. If you have been feeling empty while doing everything you know to do, do not rush to call your life wasted. Do not hurry to believe that your unseen season means your life lacks purpose. Do not make a verdict out of a feeling that may be coming from exhaustion, disappointment, hidden grief, or a soul that has been surviving on duty too long.

There may be more going on beneath your life than you can currently feel.

There may be a difference between emptiness and depletion.

There may be a difference between being lost and being formed in quiet.

There may be a difference between a life that feels small and a life that is deeply planted.

And there may be a gentler, truer way to understand your season than the harsh voice in your head has been offering you.

If you have lived under pressure long enough, you know how quickly the harsh voice can become normal. It starts sounding practical. It starts sounding mature. It starts sounding like realism. Stop expecting so much. Stop feeling sorry for yourself. Be grateful. Keep moving. Other people have it worse. There is enough truth mixed into those sentences to make them sound responsible, but they can also become a way of shutting down deeper understanding. They can keep a person from recognizing when their soul is asking for something more honest than another lecture. Sometimes what you need is not another demand. Sometimes what you need is the right kind of mercy.

Mercy is not the same thing as letting yourself drift. Mercy is telling the truth without turning it into a weapon. Mercy is recognizing that the ache inside you may be trying to reveal something, not just annoy you. Mercy is understanding that your weariness deserves attention before it turns into hardness. People often wait until they are falling apart to give themselves permission to be honest, but by then the heart has usually been straining for a long time. It would be better to listen earlier. It would be better to notice the slow thinning of your inner life before you begin mistaking numbness for normal.

I think many people who feel purposeless are actually estranged from themselves in quieter ways than they realize. They have spent so long doing what needed to be done that they no longer know how to recognize what is happening inside them except in the most basic categories. Fine. Tired. Busy. Stressed. But the inner life is more detailed than that. There are places where disappointment settles. There are places where fear hides. There are places where hope gets embarrassed and starts shrinking itself so it will not be wounded again. There are places where desire gets pushed down because it feels impractical. There are places where grief remains unfinished because life moved too quickly for it to be attended to properly. A person can remain highly functional while carrying all of that unresolved material under the surface.

Then they begin asking questions about purpose as though purpose were only an external assignment. What should I be doing. Where should I be going. What is God calling me to next. Those questions matter, but they are not always the first questions that need answering. Sometimes the deeper question is what has happened to your heart while you were trying to be strong. Sometimes the deeper question is whether you have begun living so defensively that even beautiful things cannot reach you easily anymore. Sometimes the deeper question is whether you are asking for direction when what your soul first needs is reconnection.

Reconnection is not flashy. It often begins in small, unspectacular ways. It begins when you stop running every moment through the filter of usefulness. It begins when you allow yourself to notice what hurts without immediately trying to fix the feeling. It begins when you become willing to bring confusion into prayer without dressing it up. It begins when you let yourself admit that some of your effort has become fear-driven, image-driven, guilt-driven, or exhaustion-driven. It begins when you stop assuming that all hard work is pure simply because it is hard. A lot of people have built disciplined lives on top of anxious hearts. From a distance it looks admirable. Up close it can feel like captivity.

That is why the question of purpose cannot be separated from the condition of the soul. A person can have responsibilities and still lose contact with meaning. A person can be productive and still become internally divided. A person can do many things right and still need God to restore something quiet and deeply human inside them. We often imagine purpose as a destination. Sometimes it is more like alignment. It is the joining back together of a life that has become split between what the person carries outwardly and what they have quietly stopped tending inwardly.

There are people reading this who know exactly what it feels like to keep showing up while secretly wondering how much of themselves is still present in the life they are living. They are there physically. They are there functionally. They are there in the ways that can be counted. But there is some deeper sense in which they have been absent from themselves for a while. Their mind stays full. Their schedule stays full. Their obligations stay full. Yet their inward experience has grown strangely far away, like a room in the same house they have not entered in a long time. That kind of distance is painful because you can feel it without always knowing how to describe it.

One reason it is hard to describe is because our culture is better at naming burnout than emptiness. Burnout is easier for people to understand. It has a practical ring to it. You have done too much. You need rest. That can be true, and sometimes rest really is the answer. But emptiness is not always solved by rest alone. You can sleep and still feel directionless. You can take a break and still feel disconnected from the deeper why of your life. Rest helps the body and mind recover. Meaning requires something more intimate. Meaning asks whether your soul still feels attached to what your life is becoming. Meaning asks whether your existence feels inhabited from within or merely carried from task to task.

This is where many people start feeling guilty around God. They think they should be more grateful. They think they should feel more inspired by their blessings. They think that if they truly trusted God, they would not wrestle with these things. So they keep the inner unrest quiet. They speak to God in safer language. They stay around the edges of what they are really feeling. They tell Him the cleaned-up version. They tell Him they are tired, but not that they are disappointed. They tell Him they need guidance, but not that part of them is losing heart. They tell Him they want His will, but not that they are afraid His will might look like more years of hiddenness, more ordinary days, more carrying, more obscurity, more silence.

But God is not kept at a distance by your honesty. He is not made uncomfortable by the truth of your interior life. You may be, but He is not. He already sees the difference between a person who is rebellious and a person who is weary. He already sees the difference between selfishness and sorrow. He already sees the difference between ingratitude and discouragement. He is not confused about you the way you are sometimes confused about yourself. He knows what kind of season you are in even when you cannot name it. He knows when the issue is disobedience and when the issue is depletion. He knows when the issue is compromise and when the issue is that your heart has gone too long without tenderness.

There is comfort in that if you let it reach you. You do not have to make the perfect diagnosis before coming near to Him. You do not have to solve yourself before being seen. You do not have to know whether you are spiritually dry, emotionally exhausted, quietly grieving, or some mixture of all of it. You can come as someone whose life still feels heavy and whose purpose still feels hard to touch. You can come as someone who has carried a decent life with more strain than anyone knows. You can come as someone who keeps waiting for the inside to match the outside and does not know why it still does not.

A lot of real healing begins when a person stops trying to produce the right spiritual atmosphere and simply becomes available to God in the truth. Not dramatic truth. Not performative vulnerability. Just the quiet truth of what the season actually feels like. I think that kind of prayer often sounds simpler than people expect. It sounds like, I do not feel close to my own life right now. It sounds like, I am doing what I know to do, but I do not understand why everything feels muted. It sounds like, I am still here, but I feel worn and thin inside. It sounds like, if You are forming something in me, I need You to help me not confuse this season with abandonment.

There is also something important to say here about ordinary life. Some people feel purposeless because they have believed a lie about what counts. They have been taught, directly or indirectly, that the meaningful life is the exceptional life. The visible life. The influential life. The life that leaves a recognizable mark in public. The life that can be narrated easily to other people. But most of human life is not like that. Most of life is built out of repeated acts, hidden endurance, quiet restraint, unseen labor, private faithfulness, and small choices that never trend anywhere. If a person cannot see God in the ordinary, then they will spend most of their life believing that the most real parts of it do not matter very much.

That belief will wound you over time. It will make you impatient with hidden seasons. It will make you overlook the holiness of ordinary responsibilities. It will make you despise the slow work of becoming a sturdier, softer, truer person. It will make you interpret quietness as insignificance. Then even when you are being formed in strong and beautiful ways, you will call the season empty because it did not come wrapped in spectacle.

I do not say that to dismiss ambition or calling. Some people really are being led into larger assignments, wider reach, or more visible forms of service. That can be true. But if your heart depends on visibility to believe your life matters, then visibility will not heal you. It will only give your insecurity a brighter room to live in. The deeper work has to happen elsewhere. It has to happen in the place where a person learns that being loved by God is more foundational than being noticed by others. It has to happen in the place where faithfulness becomes precious even when it is not rewarded with immediate emotional confirmation. It has to happen where a soul begins to trust that God is able to call a life meaningful before the world has learned how to name it.

I think about all the people who have spent years taking care of others while quietly wondering whether anything in them is still alive. Parents. Caregivers. People working jobs that keep them afloat but do not light them up. People doing the practical work of surviving. People who have learned how to be dependable because not being dependable had consequences they could not afford. People who do not have room for dramatic collapse because too much depends on them. Those people often feel ashamed for wanting more from life because they know how much has already been entrusted to them. But wanting your soul to feel present is not selfish. Wanting your life to feel connected to something real is not selfish. Wanting to sense God in the middle of your ordinary days is not selfish. That desire may actually be one of the healthiest things left in you. It may be the part of you that has not gone numb yet.

Sometimes purpose returns not when your circumstances change, but when your way of seeing changes. That is not a small thing. If you have been looking at your life through the wrong lens for years, then even good things will start feeling lifeless. If you have been measuring yourself by output, then any season of quiet formation will feel like failure. If you have been expecting purpose to arrive as constant inspiration, then ordinary faithfulness will never seem like enough. If you have been waiting for a loud sign before believing God is at work, then subtle grace will keep passing by unrecognized.

A different way of seeing begins when you stop treating your value like a result waiting to happen. Your value is not suspended until your life feels impressive enough. Your value is not postponed until your purpose becomes obvious. Your value is not hiding at the end of some clearer future version of you. God is not tolerating you until you become more visibly useful. He is not looking at your hidden season with reduced affection. He is not less present because your life currently feels unremarkable. The ordinary days you keep living are still being lived before Him. The quiet responsibilities you keep carrying are still seen by Him. The inward battles nobody else notices are still known to Him. That matters more than many people allow themselves to believe.

And yet I do not want to make this sound as though the answer is simply to think better thoughts and reinterpret your life. Sometimes there are changes that really do need to happen. Sometimes a person has become so buried under unsustainable pressure that the emptiness is partly their soul protesting a way of living that is too cramped to support real life. Sometimes a person has given themselves entirely to obligation and forgotten that they are not only a function. Sometimes they have built routines that keep them efficient but spiritually unavailable. Sometimes there are relational dynamics draining the life out of them. Sometimes there is hidden resentment, unprocessed loss, fear of disappointing people, fear of wasting their life, fear of starting over, fear of admitting that what they built is not what they thought it would be.

These things deserve honesty too. The intimate life with God is not a place where you only learn how to endure. It is also a place where you learn how to listen. There are times when God strengthens you to remain faithful in a hard season. There are other times when His love begins exposing the places where you have mistaken imprisonment for duty. Discernment matters. That is why closeness matters. You cannot hear well from a distance. You cannot discern what needs to change if your whole inner life is muted beneath relentless noise.

So perhaps one of the gentlest, strongest things you can do in a season like this is stop asking only the big future question and begin asking the more immediate inward ones. Not as a checklist. Not as a formula. Just as an honest way of coming back into contact with your own soul before God. Where have I gone numb. What disappointment have I been carrying without admitting it. What kind of life have I been trying to force out of fear. What part of me is exhausted from being responsible all the time. Where have I begun confusing survival with life. Where have I been asking for purpose while refusing to feel what is underneath the question.

You do not need to answer all of that in one sitting. In fact, trying to force quick clarity is often part of the problem. Some truths surface slowly because the heart needs gentleness more than pressure. But if you stay with God honestly long enough, what has been tangled can begin to loosen. What has been buried can begin to come up into the light without crushing you. What has been numbed can begin to feel again, and feeling again, while uncomfortable, is often part of how life returns.

There is something deeply hopeful about that. Emptiness can make a person think they are at the end of something. Sometimes they are at the beginning of a truer relationship with their own soul. Not a softer, self-absorbed life. A truer one. A life where they are no longer trying to extract identity from performance. A life where they stop demanding that ordinary obedience feel glamorous. A life where they become more present to God in the actual substance of their days instead of always waiting for some future moment to validate the season. A life where they learn that hiddenness is not the same thing as worthlessness.

That lesson does not arrive all at once. It comes in pieces. It comes when you begin to notice the difference between being drained and being directionless. It comes when you realize that some of your confusion has been grief in disguise. It comes when you let yourself admit that the life you are carrying has been heavier than you have allowed yourself to say. It comes when you stop treating your inability to feel inspired as proof that God is not involved. It comes when you realize that your soul has not been asking for a bigger life nearly as much as it has been asking for a more inhabited one.

That word matters to me here. Inhabited. There are many people living lives they have not fully inhabited in a long time. Their days are full, but they are not fully present in them. Their responsibilities are real, but their heart has withdrawn into a quieter place for safety. Their obedience continues, but their wonder has thinned. Their faith remains, but it has become more like a handhold than a living exchange. They are not gone. They are just far from themselves. And perhaps part of what God wants to do is not only give them direction, but bring them gently home to the inner room where they can be present with Him again.

That homecoming may look smaller than you expect. It may begin with ten honest minutes instead of one heroic breakthrough. It may begin with tears you did not plan for. It may begin with naming what you miss. It may begin with no longer dismissing your own weariness. It may begin with opening Scripture not to prove something or solve something, but to sit still long enough to remember that God speaks to actual human hearts, not just ideal versions of them. It may begin with letting quiet stop feeling like a threat. It may begin with saying, I do not know exactly what is wrong, but I know I do not want to keep living this disconnected.

That kind of honesty is not weakness. It is strength without performance attached to it. It is the kind of strength that can be healed because it is no longer pretending to be invulnerable.

I also want to say something for the person who feels embarrassed by how long this has been going on. Maybe you thought by now you would have more clarity. Maybe you thought by now you would feel more at peace. Maybe you have been carrying this quiet question for years and feel ashamed that you still do not know how to answer it. Please do not turn the length of the struggle into proof that change is impossible. Some patterns take time to understand because they were built over time. Some disappointments only show their full shape when life slows down enough to reveal them. Some seasons are long because they are working deeper than quick answers can reach.

God is not rushed in the way we are. That can frustrate us, but it can also save us. He is not trying to make you look improved as fast as possible. He is not trying to produce an impressive testimony on your timetable. He is interested in truth. He is interested in wholeness. He is interested in freeing you from ways of living that may look strong while quietly starving your soul. He is interested in forming something honest in you that can stand in both hiddenness and visibility without losing its center.

That means your life may not need to become louder in order to become more purposeful. It may need to become more truthful. It may need more presence. It may need more surrender in the deep places where you have tried to survive by control. It may need more willingness to let God define what counts. It may need more trust that the unseen parts of your life are not blank spaces in the story. They are part of it. They are often where the deepest chapters are being written.

I know that does not erase the ache overnight. It does not suddenly make the fog disappear. But it does give you somewhere better to stand while the fog remains. You do not have to stand in accusation anymore. You do not have to stand in the belief that your life is meaningless because it feels quiet. You do not have to keep measuring your value by the emotional intensity of your current season. You can stand in a gentler truth. You can say, I may be depleted without being purposeless. I may be disappointed without being abandoned. I may be hidden without being wasted. I may be in formation even if I cannot yet feel the shape of what God is doing.

That is not a cheap comfort. That is a steadier kind of hope.

And hope matters here because without it the heart begins shrinking to the size of whatever it can control. It starts expecting less. It starts wanting less. It starts protecting itself from future disappointment by lowering its own capacity for joy. I understand why people do that. It feels safer. But God did not make you merely to manage your own expectations down to a level your pain can tolerate. He made you for life with Him. Real life. Honest life. A life where your soul does not have to disappear in order to keep functioning.

So do not despise the ache that has been bothering you. Listen to it more carefully than that. It may not be telling you that your life has no meaning. It may be telling you that you were made for more than efficient survival. It may be telling you that duty without presence is not enough. It may be telling you that there are parts of your inner life waiting to be brought back into the light. It may be telling you that the person you have had to be in order to keep going is not the full measure of who you are in God.

The life you keep carrying still counts. It really does. But maybe part of God’s kindness in this season is that He will not let you settle for carrying it in a way that leaves your soul increasingly absent from it. Maybe His love is not only keeping you going. Maybe His love is also calling you deeper. Deeper into truth. Deeper into presence. Deeper into a way of living where purpose is not something you chase like a distant event, but something you begin to recognize in the quiet meeting place between your real life and His real nearness.

That is where I want to leave you. Not with pressure. Not with a performance plan. Just with this.

If your life has felt muted, it does not mean your life is meaningless.

If your heart has felt tired, it does not mean you have failed God.

If your season has felt hidden, it does not mean nothing holy is happening.

If you have been carrying your responsibilities while quietly losing touch with yourself, you are not beyond return.

You are not too late to become present again.

You are not too numb to feel life again.

You are not too ordinary to matter deeply in the eyes of God.

And you are not wasting your years simply because they do not currently look the way you hoped they would.

There is still something living under the tiredness.

There is still something sacred under the routine.

There is still something being formed in the quiet.

Let God meet you there.

Not the polished version of you.

Not the productive version of you.

Not the version that always knows what to say.

The real one.

The worn one.

The honest one.

That is the one He already sees.

That is the one He has not turned away from.

And that is the one He knows how to lead.

Your friend, Douglas Vandergraph

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The Gaming Farmer agent went live with a fatal flaw: it could play the game, but it couldn't sell anything it caught.

That's the trap of play-to-earn. The “earn” part isn't a payout — it's inventory. You fish, you mint an NFT, and then you're stuck holding a digital trout that's only worth money if someone else wants to buy it. No automatic cashout. No native withdrawal. Just you, a marketplace, and the prayer that floor liquidity exists when you need it.

We learned this the expensive way.

The obvious target was wrong

Base has FrenPet. Sonic has Estfor Kingdom. Both looked promising — idle mechanics, low barrier to entry, blockchain-native economies. We wired up the agent, connected the wallet, prepared to farm.

Then we hit the token gate. FrenPet required FP tokens just to mint a starter pet. Not free-to-play. Not even cheap-to-play. Estfor looked better at first — open entry, clear gameplay loop — but the same exit problem lurked underneath. Every reward was an on-chain asset that had to find a buyer before it became RON or MATIC or anything we could route back to treasury.

So we pivoted to Fishing Frenzy on Ronin. The research said it had real trading volume. Multiple NFT collections. An active in-game item marketplace. That sounded like liquidity.

It wasn't.

The floor moved faster than the fish

The agent's original configuration assumed a 0.85 RON floor price for caught fish. That came from early market observation — plausible, defensible, good enough to start farming. But when we pulled a full 174-sample distribution from the actual marketplace, the real floor sat at 1.00 RON. Not catastrophically wrong, but wrong enough to skew every profitability calculation the agent was making.

We corrected it in gamingfarmer/gamingfarmer_agent.py on March 31st. One line. One number. The kind of fix that looks trivial in a commit log but represents three hours of tracing why expected returns didn't match realized returns.

The deeper problem was structural. Fishing Frenzy's marketplace had volume — that part was true — but it didn't have depth. A few whales buying rare drops kept the numbers up. The common stuff we'd actually be farming? Thin order books. Wide spreads. The kind of market where selling ten items in a row moves the floor against you.

Which raises the question: what good is a passive income stream if realizing the income costs more in slippage than you earned?

Liquidation risk is an input, not an outcome

We shelved active Fishing Frenzy gameplay. Not because the game was bad — it's a perfectly functional idle fisher with real on-chain activity — but because secondary-market liquidity became the binding constraint before gas costs or time investment ever mattered.

That realization changed how we score opportunities now. The updated GameFi evaluation framework splits “liquidity” into two separate inputs: native payout clarity (can you withdraw directly to a liquid token?) and secondary-market liquidity (if you can't, how bad is the exit?). Fishing Frenzy scored high on activity metrics but poorly on exit mechanics. Estfor and FrenPet had the same problem from different angles.

The current ranking puts Estfor at 56.9, FrenPet at 54.5, Fishing Frenzy at 54.2. All playable. None obviously profitable once you factor in the last-mile problem of turning an in-game asset into something the BeanCounter ledger recognizes as real revenue.

We're watching Fishing Frenzy as an external bellwether — if that marketplace deepens, if Ronin adds more liquidity infrastructure, if Sky Mavis builds better primitives for game economies, the thesis might flip. Until then, the agent idles.

The fishing rod still works. We're just not casting the line until we know we can sell the catch.

---

Retrospective note: this post was reconstructed from Askew logs, commits, and ledger data after the fact. Specific timings or details may contain minor inaccuracies.

On the evening of 7 April 2026, in a ballroom at the Moscone Center in San Francisco, Al Gore shared a stage with the cardiologist and digital-medicine evangelist Eric Topol at HumanX, the AI industry's answer to Davos. The panel was billed, with characteristic conference-speak grandiosity, as “What We Choose to Hyper-Scale”. Gore, 78 years old, greying but still given to the slow, pastoral cadence that a generation of American voters once found either reassuring or exasperating, chose to hyper-scale a single number: six to one.

That is the ratio, roughly, of public relations professionals to working journalists in the United States. It is not a new figure. It has been creeping up the vertical axis of industry infographics for more than a decade, a minor-key statistic reliably deployed by media trade publications to make a well-worn point about the sickening of the information ecosystem. But Gore, who has been circling this terrain since he published The Assault on Reason in 2007, was not deploying it as a media-trade curiosity. He was using it as an entry wound. If six narrators of commercial interest already compete with every one professional explainer of the world, he argued, and if artificial intelligence now enables anyone with a credit card and a prompt window to manufacture persuasive copy at the speed of electricity and the price of a cup of coffee, then the informational substrate on which democratic decision-making depends is not merely strained. It is being dismantled in real time, and the institutions meant to protect it are moving at the speed of committee.

The question Gore left hanging over the Moscone ballroom, and the question that has haunted every serious conversation about AI and democracy since, runs as follows. If a healthy democracy requires a shared, trustworthy information commons, and if AI is systematically degrading the conditions that make such a commons possible, then what governance mechanisms, if any, can operate at the speed and scale required to respond? And when we finally reach the bottom of that question, is what we find a problem of technology, a problem of economics, or a problem of political will?

The Number, Honestly

First, the ratio. The 6:1 figure has a provenance worth pinning down, because it is the sort of statistic that travels better than it verifies. The original analysis comes from the public-relations software company Muck Rack, whose analysts have spent most of the last decade cross-referencing the US Bureau of Labor Statistics' Occupational Employment Statistics series. In 2016, Muck Rack calculated that there were just under five PR specialists for every reporter in the country, itself a near doubling from a decade earlier. By 2018, the figure had crept up to something close to six. By 2021, the company's updated analysis reported a ratio of 6.2 PR professionals per journalist, an increase driven by parallel trends: steady hiring in communications departments on one side, and continued attrition in newsrooms on the other.

The attrition side of the equation is, if anything, the more unsettling half. According to Pew Research Center, newsroom employment in the United States fell by 26 per cent between 2008 and 2020, with newspapers absorbing the heaviest losses. The newspaper sector alone shed tens of thousands of jobs over that period; by one Bureau of Labor Statistics measure, newspaper-publisher employment dropped by roughly 79 per cent between 2000 and 2024. The 2024 State of Local News Report from Penny Abernathy's research group at the Medill School at Northwestern University, which has tracked the decline of American local journalism more doggedly than any other single project, found that the loss of local newspapers was continuing at what the report called an alarming pace, that “ghost” papers operating in name only had become a recognisable category of asset, and that the creation of genuine news deserts, counties with no reliable local coverage at all, was accelerating rather than slowing.

What Gore was gesturing at in San Francisco is the compound result of these two curves. The supply of professional, institutionally accountable explanation has been falling for twenty years. The supply of professionally produced persuasion, most of it paid for and directed towards specific commercial or political ends, has been rising for the same period. Well before any large language model wrote a single press release, the information ecosystem was already lopsided by an order of magnitude.

The Abernathy data makes the analogy with environmental collapse genuinely apt rather than merely rhetorical. Local-newspaper closures do not distribute themselves evenly. They concentrate in places that are already economically and politically marginalised, so that the communities with the thinnest democratic capacity lose their mirrors first. A county without a newspaper is not a county with slightly less information; it is a county in which the civic feedback loop has been severed, which tends to correlate with lower voter turnout, higher borrowing costs for local government, and a measurable uptick in corruption. News deserts, like food deserts, do not advertise themselves.

Into this already depleted landscape, the tooling of synthetic persuasion has arrived, and arrived fast.

What AI Actually Changes

It is tempting, particularly in a WIRED-adjacent vocabulary, to talk about AI's impact on the information environment in eschatological terms. Gore, notably, did not. His rhetorical move at HumanX was subtler and more effective. He treated AI as a forcing function on pre-existing trends: the same patient degradation we have been observing for two decades, now running at ten times the clock speed. That framing is borne out by the numbers.

NewsGuard, the New York-based media monitoring outfit that has been tracking AI-generated content sites with a combination of analyst review and automated detection, reported in November 2024 that its team had identified 1,121 AI-generated news and information websites operating across more than a dozen languages. By the time the group announced its Pangram Labs collaboration and updated its tracker, the number had more than doubled, exceeding 3,000 sites, with new domains being spun up at a rate of 300 to 500 per month. The sites are crude, largely ad-revenue driven, and often trivially identifiable on close inspection. Their function is not to convince the discerning reader; it is to saturate search results and social feeds with plausible-looking copy that algorithms treat as indistinguishable from human-produced journalism until challenged.

“Pink slime” journalism, a term coined by the media scholar Ryan Smith in 2012 to describe partisan sites that mimic the visual grammar of local papers while functioning as distribution pipes for undisclosed political backers, has undergone a similar transformation. NewsGuard reported in June 2024 that the number of known pink-slime domains had reached 1,265, quietly overtaking the 1,213 daily newspapers still publishing across the United States. In the final months before the November 2024 general election, the investigative outlet ProPublica traced a cluster of newspapers branded with the word “Catholic” and distributed across five swing states back to Brian Timpone, a figure long associated with the pink-slime operator network. Most of the content undermined Vice President Kamala Harris and boosted Donald Trump. None of it disclosed the chain of ownership or the political intent.

The point is not that AI created pink slime. The point is that AI has driven the marginal cost of producing another thousand plausible articles from a salaried stringer's day rate to something very close to the electricity bill. What the political scientist Joseph Heath has called “Goodhart's law on steroids” applies at once: when the metric that governs distribution is engagement, and the cost of producing engagement-optimised content collapses, the observable ecology of published text becomes a function of whoever is most willing to flood it.

The 2023 Slovak parliamentary election, which European analysts have come to treat as an early warning system, demonstrated what this looks like in a contested democratic moment. Two days before polling day, during Slovakia's legally mandated pre-election silence period, a manipulated audio clip surfaced in which Michal Šimečka, the pro-European leader of the Progressive Slovakia party, appeared to be heard discussing vote-buying schemes with Monika Tódová, a well-known reporter for the independent outlet Denník N. Both Šimečka and Tódová denied the recording was real, and the fact-checking team at the French news agency AFP concluded it bore the hallmarks of AI generation. Because of the moratorium on election coverage, mainstream Slovak outlets could not set the record straight in the hours that mattered. The pro-Russian Smer party of Robert Fico won the election. Whether the clip was decisive is impossible to say. What is not in doubt is that the response infrastructure, regulatory, journalistic, and platform-based, was hours to days slower than the thing it needed to counter.

What Slovakia previewed, and what subsequent election cycles in India, Indonesia, the Philippines, the United Kingdom and the United States have elaborated, is that the interesting threshold is not technical. It is economic.

The Economics of Persuasion After Zero Marginal Cost

Classic political economy assumed that producing persuasive speech was expensive. Pamphlets required a printer. Broadcast required an FCC licence. Even the early digital era assumed that while distribution was cheap, production still cost something, whether measured in writers, ad buys, or opportunity cost. Goodhart's law, broadly stated, says that when a measure becomes a target, it ceases to be a good measure. When the target is attention, and the cost of producing another targeted message falls to zero, the entire information environment becomes an exercise in saturation.

This is where AI's contribution to the crisis becomes both distinctive and, arguably, irreversible. The newsroom collapse of the last two decades was a supply-side story: the advertising-funded model that had quietly subsidised accountability journalism since the late nineteenth century was cannibalised by Google and Meta, and local papers had nothing to replace it with. The AI-slop story is a demand-side asymmetry: while the production of high-quality, verifiable, labour-intensive journalism remains expensive, the production of plausible-seeming alternative content has collapsed to near zero. You can still buy a 1,500-word investigative piece for several thousand pounds. You can also commission a thousand 1,500-word pieces for the price of a large pizza, and nothing at the level of the distribution layer distinguishes them.

The implications of that asymmetry for the information commons are not subtle. If the underlying economics of good information and bad information are no longer comparable, and if the platforms on which the population encounters information optimise for engagement rather than for epistemic value, then the equilibrium state of the ecosystem is not a lively marketplace of ideas. It is a saturated swamp in which the professional journalist, the professional lobbyist, and the computationally-generated partisan advocate are all trying to shout over one another, and the latter two are operating at fundamentally different scales from the first. Reuters Institute's 2025 Digital News Report, which surveyed nearly 100,000 respondents across 48 countries, found global trust in news plateaued at 40 per cent for the third consecutive year, with 58 per cent of all respondents saying they were worried about telling real from fake online. In the United States, that anxiety level reached 73 per cent. The audience is not merely losing confidence in particular outlets. It is losing confidence in the category.

Jürgen Habermas, the German philosopher whose 1962 work on the bourgeois public sphere gave academics a vocabulary for this kind of argument, returned to the topic in a long 2022 essay in the journal Theory, Culture & Society, unsubtly titled “Reflections and Hypotheses on a Further Structural Transformation of the Political Public Sphere”. Habermas's thesis, stripped of its formal scaffolding, was that digital platforms have fragmented the public sphere to a degree that severs the feedback between informed opinion formation and political decision-making, and that the result is structurally bad for democracy. This is not a subtle man. At 96 years old when he published the piece, he effectively said that the experiment of social-media-mediated public discourse, having run for a full generation, had delivered a verdict, and the verdict was negative. An information commons that has been saturated beyond the capacity of any reasonable citizen to process it is functionally the same as an information commons that has been destroyed.

Gore, who is neither a philosopher nor a technologist by training, arrived at the Moscone stage with a version of this argument filtered through the lens of someone who has watched American deliberative democracy decay in real time. The difference is that he now has a quantitative handle on the asymmetry, and a rough sense of how much AI has worsened it.

The Governance Toolkit, Honestly Assessed

What, then, is being done about any of it?

The European Union's AI Act, which came into force in August 2024 with a staggered implementation schedule, includes in Article 50 a set of transparency obligations that are, on paper, the most ambitious regulatory intervention yet attempted. Providers of AI systems must ensure machine-readable marking of AI-generated or AI-manipulated content. Deployers must disclose when realistic synthetic content, including deepfakes, has been artificially generated. The Article 50 provisions become enforceable in August 2026, and in December 2025 the European Commission, working through the EU AI Office, published a first draft of the Code of Practice on Transparency of AI-Generated Content. A further draft was scheduled for March 2026, with a finalised code expected in June 2026 ahead of the Article 50 enforcement date. The draft code discusses watermarking, metadata, content detection, and interoperability standards.

The United Kingdom's Online Safety Act, passed in 2023 and now moving into full enforcement under the regulator Ofcom, takes a different approach, obliging platforms to assess and mitigate a long list of enumerated harms. By December 2025, Ofcom had opened 21 investigations, launched five enforcement programmes, and begun issuing fines. These included a £20,000 initial penalty against the imageboard 4chan in August 2025, a £50,000 fine against Itai Tech in November, and a £1 million fine against the AVS Group in December, all for failures around age verification and responses to statutory information requests. The pattern suggests a regulator that will use its powers briskly on procedural breaches and more hesitantly on substantive content decisions.

In the United States, the picture is messier. The NO FAKES Act, a bipartisan bill first introduced in 2024 by Senators Chris Coons, Marsha Blackburn, Amy Klobuchar and Thom Tillis, died in committee at the end of the 118th Congress. It was reintroduced in April 2025 with broader industry support, including from major record labels, SAG-AFTRA, Google and OpenAI. Its provisions cover unauthorised digital replicas of an individual's voice or likeness, with liability extending to platforms as well as creators. Civil-liberties groups, including the Foundation for Individual Rights and Expression, have argued that the bill's definitions sweep too broadly and would chill constitutionally protected speech. Separately, California's AB 2655, the Defending Democracy from Deepfake Deception Act of 2024, was struck down in August 2025 by Judge John Mendez of the Eastern District of California on Section 230 grounds in a case brought by Elon Musk's X platform. A companion law, AB 2839, fell at the same hurdle.

On the technical side, the Coalition for Content Provenance and Authenticity, known as C2PA, has been developing content credential standards that attach verifiable metadata to images, video, and audio at the moment of creation. Version 2.3 of the specification was released in 2025, the year in which Samsung's Galaxy S25 became the first smartphone line with native C2PA support, and Cloudflare became the first major content delivery network to implement content credentials across roughly a fifth of the global web. The Content Authenticity Initiative, the advocacy and adoption arm of the project, crossed 5,000 members in 2025. Provenance standards are essentially optical: if camera manufacturers, editing software, distribution platforms, and end-user devices all implement the chain, then content without credentials becomes noticeable, and content with tampered credentials becomes detectable.

Each of these interventions is credible, serious, and, taken in isolation, almost entirely outmatched by the scale and velocity of the problem.

The Speed and Scale Mismatch

To see why, consider the temporal asymmetry. The EU AI Act was first proposed in April 2021. Its transparency obligations become enforceable in August 2026, more than five years later. The associated Code of Practice, which will provide the operational detail for how synthetic media labelling is meant to work, will be finalised only a few weeks before enforcement begins. In the same five-year window, the total number of AI-generated content farm sites tracked by NewsGuard went from a figure too low to bother measuring to over 3,000, an expansion that continues at the rate of hundreds of new sites per month. Regulatory cycles in liberal democracies are measured in legislative sessions and court challenges, typically running one to three years for primary legislation and several more for implementation. Generative-AI content cycles are measured in seconds.

This is not a failure of any particular regulator. It is a structural property of the problem. Democratic lawmaking is, by design, deliberate. The slowness is a feature, intended to ensure that coercive state power is exercised with due process. But it means that by the time a regulatory regime is in place to address a given form of informational harm, the underlying technology has typically moved on by two or three generations, and the actors using that technology have migrated to jurisdictions, formats, or modalities the regime does not cover.

The scale mismatch compounds the speed mismatch. Take content provenance as a test case. The C2PA standard works only to the extent that it is universally adopted. One camera maker, one platform, one editing tool that does not honour the chain becomes the leaky boundary through which unprovenanced content flows. Major manufacturers including Leica, Nikon, Fujifilm, Canon, Panasonic and Sony have joined the initiative, but the standard has to contend with a global installed base of billions of devices, most of which will never be updated. Meanwhile, generative models capable of producing C2PA-free synthetic images are freely available and running on consumer hardware. Provenance systems can raise the cost of faking a high-value, closely scrutinised piece of content, the provenance of a front-page wire photo, say, but they cannot by themselves raise the floor on the mass-produced synthetic slop that saturates everyday feeds, because nobody is going to check.

Watermarking proposals run into a variant of the same problem. Any watermark that is robust enough to survive adversarial processing tends also to degrade the output, and any watermark that preserves quality tends to be strippable. Academic work from 2024 and 2025 has repeatedly demonstrated that, under realistic adversarial conditions, image and text watermarks are removable with modest computational effort. As a tool for high-confidence attribution, they are a useful layer. As a universal solution, they are not.

None of this means the governance toolkit is worthless. It means that each tool is operating at a scale of years and institutions while the underlying phenomenon is operating at a scale of seconds and networks. That asymmetry, left unaddressed, guarantees that the regulatory regime is always fighting the last battle.

Technology, Economics, or Political Will?

Which brings us back to the three-part question Gore posed in San Francisco. Is the crisis of the information commons fundamentally a problem of technology, a problem of economics, or a problem of political will?

The honest answer, the answer that anyone who has spent real time with the data arrives at, is that it is all three, but one of them dominates, and the other two are more tractable than they look.

The technological layer is, paradoxically, the most solvable part of the stack. Provenance standards, watermarking, authentication protocols and platform-level detection are engineering problems with engineering solutions, and the engineering is improving. C2PA's adoption curve in 2025 was steep. The issue is not that the technology cannot work; it is that it will only work if mandated, and mandates are a function of political will.

The economic layer is harder but still legible. The fundamental asymmetry is between the cost of producing accountability journalism and the cost of producing computationally generated persuasion. Closing that gap is a matter of subsidy, either directly, as in the Scandinavian model of public support for newspapers, or indirectly, through mechanisms such as the Australian News Media Bargaining Code, which forces platforms to pay publishers for content, or through tax credits, philanthropic infrastructure, public-service broadcasters, or the various bargaining codes proposed in Canada and under discussion in the United States. These mechanisms are imperfect, and several of them have backfired in interesting ways, but they demonstrate that the economics of journalism is a designed outcome rather than a natural one. Again, whether any of them happens at scale is a question of political will.

Political will, then, is where the analytical buck has to stop. It is the layer at which everything else either does or does not get done, and it is the layer at which Western democracies are most obviously failing. The European Union managed to pass the AI Act because a supranational technocratic bureaucracy is insulated from the worst effects of electoral politics; the United States, whose federal legislature is broken in ways that predate the AI crisis by a decade or more, has produced no comparable national framework, and the state-level efforts that do exist are being shredded in court. The United Kingdom managed the Online Safety Act in part because online safety had been framed as a child-protection issue rather than a speech regulation issue, which made it politically unkillable. That kind of coalition does not obviously exist for the harder problem of structural information-environment regulation.

There is also a second-order version of the political-will problem that Gore was too diplomatic to name directly. Some of the actors best positioned to degrade the information commons have every incentive to do so, and the governance mechanisms meant to constrain them have become, in some jurisdictions, the targets of active hostility from those same actors. When the owner of a major social platform is personally funding lawsuits against state deepfake laws, that is not a regulatory design problem. It is a political economy problem with no regulatory solution.

Yochai Benkler, the Harvard Law scholar who has been writing about networked public spheres since the early 2000s, and his collaborators including Ethan Zuckerman have consistently argued that the earlier, more optimistic story of the networked public sphere was always contingent on a particular configuration of platforms, incentives, and institutional counterweights, and that when those contingencies changed, the same networked structure could produce very different outcomes. The lesson is not that the public sphere was better in 1972 than in 2026, which would be a sentimental lie, but that open information ecosystems are sustained by the deliberate choices of the societies that host them, and that those choices are ultimately political rather than technical.

What Would Actually Work

If the diagnosis is correct, then the set of interventions that could in principle work is constrained but not empty.

First, the supply side of professional journalism has to be stabilised, and that almost certainly means public money. The argument that state subsidy compromises editorial independence is real, but the existing trajectory of the sector makes the argument academic: there will soon be very little independent journalism left to protect if current attrition rates continue. The Scandinavian models of direct press subsidy, insulated by arm's-length distribution mechanisms, have sustained viable media ecosystems for decades without obviously capturing editorial output. They are politically contingent, of course. They require a society that has decided journalism is worth paying for.

Second, the demand side has to be reshaped. This is a function of platform design, which is a function of liability rules, which is a function of political will. The EU's Digital Services Act, which imposes systemic risk assessments on very large online platforms, is probably the closest any jurisdiction has come to a framework that can address the structural problem rather than chasing individual pieces of content. Whether it delivers depends on how vigorously the European Commission enforces it and whether the political coalitions that supported its passage hold together under pressure from platform lobbying and from member states increasingly tempted by the authoritarian side of content regulation.

Third, and most importantly, content provenance and transparency standards need to be mandated rather than voluntary, and mandated across jurisdictions rather than in a single bloc. A universal C2PA-style regime, enforced through platform liability for unprovenanced content in high-stakes contexts such as political advertising and election coverage, would not solve the problem, but it would raise the cost of industrial-scale synthetic content to the point where the economic asymmetry becomes less catastrophic. This is probably the single intervention most amenable to multilateral coordination, and the one most immediately vulnerable to political sabotage.

Fourth, and least fashionable, is the rebuilding of the institutional middle layer of democratic information: libraries, public broadcasters, professional fact-checking organisations, local civic infrastructure. These are the civic equivalents of wetlands: unglamorous, slow-growing, and indispensable to the health of the larger system. The last two decades of policy discourse have treated them as legacy costs to be minimised. If Gore's argument is right, they are the only ballast democracies have against the saturation effects the rest of this essay has described.

A Closing That Does Not Cop Out

Gore's 6:1 ratio is not, in the end, the most important number in this story. The most important number is the one that describes the rate at which synthetic content can be produced relative to the rate at which human institutions can respond to it, and that number is moving in the wrong direction by orders of magnitude per year. Technology, economics, and political will are all layered problems, but political will is the load-bearing one. The technology is improving. The economics are tractable if anyone decides they are worth fixing. The political will to do either at the required scale is absent in most of the major democracies, and the absence is getting worse rather than better.

What makes Gore's framing useful, for all the former-vice-presidential cadence, is that he refused to rest on either of the two conventional consolations. He did not suggest that the problem would solve itself as users grew more sceptical; the Reuters Institute data make clear that scepticism has risen in lockstep with saturation, and the combined effect is not a healthier information environment but a more paralysed one. Nor did he suggest that a single technical fix, a watermark, a labelling regime, a platform feature, would be enough; he is old enough to remember the 1990s arguments about filtering and the 2000s arguments about fact-checking, and he has watched both get overtaken by the thing they were meant to contain.

The position he gestured at, and the position the evidence supports, is that the information commons is a public good that has to be maintained through deliberate, ongoing, political action, and that the only question worth arguing about is whether the societies that claim to value it are willing to pay for its maintenance in something other than retrospective regret. That argument is harder to make in a ballroom full of AI executives than almost anywhere else, because the incentives of the people in the room are, to a significant extent, aligned with the production side of the asymmetry rather than the mitigation side. Gore made it anyway.

There is a version of the optimistic tech-conference speech in which the speaker ends by asserting that the same tools that broke the information environment can be deployed to fix it, and everyone claps politely and goes to the evening reception. Gore did not give that speech. What he offered instead was closer to an invoice: the bill for two decades of neglect was being tallied in real time, the interest was compounding faster than the principal, and the creditor, in this metaphor, was democratic self-government itself. The bill will be paid. The only choice is in what currency.

Whether liberal democracies will choose to pay it in the form of regulation, subsidy, and institutional rebuilding, or in the form of the slow dissolution of the shared epistemic ground on which self-rule depends, is not a question any technologist can answer, and it is not a question any regulator can answer alone. It is the kind of question that gets answered, if it gets answered at all, one political coalition and one public decision at a time. In San Francisco on 7 April 2026, Al Gore did what Al Gore has always done, which is to keep asking it until someone listens.

References

1. Muck Rack (2022). PR pros earned $10K more than journalists in 2021 and other must-know stats. Muck Rack Blog, April 2022.
2. Muck Rack (2018). There are now more than 6 PR pros for every journalist. Muck Rack Blog, September 2018.
3. Pew Research Center (2021). U.S. newsroom employment has fallen 26% since 2008. Pew Research Center, July 2021.
4. US Bureau of Labor Statistics (2025). Industries with employment decreases from 2000 to 2024. The Economics Daily, 2025.
5. Abernathy, P. and Medill Local News Initiative (2024). The State of Local News 2024. Northwestern University Medill School of Journalism, 2024.
6. NewsGuard (2024-2025). Tracking AI-enabled Misinformation: AI Content Farm sites and Top False Claims Generated by Artificial Intelligence Tools. NewsGuard Special Reports, 2024-2025.
7. NewsGuard and Pangram Labs (2025). NewsGuard Launches Real-time AI Content Farm Detection Datastream. NewsGuard Press Release, 2025.
8. VOA News and Intel 471 (2024). In US, fake news websites now outnumber real local media sites. Voice of America, 2024.
9. ProPublica (2024). Investigation into “Catholic”-branded pink-slime newspapers in swing states. ProPublica, October 2024.
10. Harvard Kennedy School Misinformation Review (2024). Beyond the deepfake hype: AI, democracy, and “the Slovak case”. HKS Misinformation Review, 2024.
11. Bloomberg (2023). AI Deepfakes Used In Slovakia To Spread Disinformation. Bloomberg, September 2023.
12. Reuters Institute for the Study of Journalism (2025). Digital News Report 2025. University of Oxford, June 2025.
13. Habermas, J. (2022). Reflections and Hypotheses on a Further Structural Transformation of the Political Public Sphere. Theory, Culture & Society, 39(4): 145-171.
14. European Commission (2024-2026). Regulation (EU) 2024/1689 Laying Down Harmonised Rules on Artificial Intelligence (Artificial Intelligence Act). Official Journal of the European Union.
15. European Commission (2025). Draft Code of Practice on Transparency of AI-Generated Content. EU AI Office, December 2025.
16. Ofcom (2025). Online Safety Act enforcement updates and investigations. Ofcom, 2025.
17. US Congress (2024-2025). NO FAKES Act (Nurture Originals, Foster Art, and Keep Entertainment Safe Act). US Senate and House of Representatives, 2024-2025.
18. Mendez, J., US District Court for the Eastern District of California (2025). Ruling in X Corp v. Bonta on AB 2655 and AB 2839. August 2025.
19. Coalition for Content Provenance and Authenticity (2025). Content Credentials 2.3 Specification and Five Year Impact Report. C2PA, 2025.
20. Content Authenticity Initiative (2025). 5,000 members milestone announcement. Adobe and partners, 2025.
21. Gore, A. (2007). The Assault on Reason. Penguin Press, May 2007.
22. Benkler, Y. (2006). The Wealth of Networks: How Social Production Transforms Markets and Freedom. Yale University Press, April 2006.
23. HumanX Conference (2026). Agenda and speaker listings. HumanX, San Francisco, April 6-9, 2026.
24. Cryptonomist (2026). AI Governance: Gore and Topol at HUMANX. Cryptonomist, 7 April 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

I hand it over.

We were sitting on the couch of my Airbnb, only hours after I had arrived from Brazil. I was 26. We talked for hours before he first touched my hand. When he did, he said it felt like I was powered by the sun, as though he had been longing for it all along, stranded in the middle of that endless Austrian winter. Looking back now, I think those were magic words, a kind of secret code I didn’t yet know I had. Then we kissed. We loved each other. We fell asleep, and in the morning he took my hand again to cross the street so we could buy breakfast around the corner on Josefsgasse. I had no idea, at that moment, that my life was about to change forever. What came after is a bit sad, since he hurt me deeply, again and again, and through it I learned emotions I never knew existed. I was so innocent then. He could be fiercely devoted and suddenly destructive, and I believed it had to be love, what else could it be, if at the end of the day I still wished someone well?

It took me years to understand that what I felt was mine. That I had the choice to extend that love to myself, to other people, to other things. When I was away, I was told that Vienna would fall silent. The dark streets led him nowhere. The furniture stood still, watching him with pity as he missed my stare. And he knew his love for me was made of all the loves he had ever known, and I was the beloved child of all the women he loved before. Like the sad statues lining the paths of Schönbrunn, they passed me from hand to hand toward him, spitting in my face and crowning me with garlands. They delivered me through songs, pleas, and whispers: because I was beautiful, because I was sweet, and above all because I would stand at the top of the staircase and watch him leave without asking anything, without asking if we would see each other the day after.

That was when I came to know the Austrian winter on my own. I remember going out for runs around the park, night after night, until I lost my breath, not from exhaustion, but from crying, and I could not pace that out. I stopped and asked myself where was I running to? And why was someone so mean to me? I couldn’t have friends. I couldn’t talk to anyone. I was made to believe I was constantly doing something wrong, and I couldn’t understand how, because at that time I only had eyes for him. My mother would call and ask how I was, and all I ever told her was that everything was fine. I didn’t want to worry her. I never told her anything bad. I still don't.

So I sent myself to therapy. I tried to learn from my mistakes. I worked so hard, bought myself flowers, lit incense, built a small home, grew a little older, burned a few omelettes, and found love again.

This time, he said my hands were cold as a ghost, but he would hold them until they were warm. That saddens me a bit, knowing he never felt them powered by the sun. Still, it was peaceful, exactly as I needed it to be. I was strong again, and I believed it had to be love, what else could it be, if at the end of the day we wished each other so well?

But that too, came to an end. And that was alright, because I was still standing. My hands are finally warm again, for times they get cold, but I hope whoever comes get to know me for everything and is not wary of holding them. That must be the code.

/Apr26

Modo planificación de vacaciones :)!

Estaba bajoneandome un poco con el viaje…por el cansancio y no tener las lucas. Pero ahora que conseguí el apoyo del bono vacaciones jeje me motivé otra vez :)

____________________________________________________

In Summary: * Closing out this quiet Friday with a baseball game. The Detroit Tigers are scheduled to play the Cincinnati Reds. I'm listening to the pregame show provided by the Detroit Tigers Radio Network and I'll be staying with this station for the radio call of the game. Opening pitch is only minutes away. When the game ends I'll wrap up my night prayers and get ready for bed.

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. Details of that regimen are linked to my link tree, which is linked to my profile page here.

Starting Ash Wednesday, 2026, I've added this daily prayer as part of the Prayer Crusade Preceding the 2026 SSPX Episcopal Consecrations.

Health Metrics: * bw= 231.04 lbs. * bp= 154/90 (70)

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

Diet: * 05:45 – 1 banana * 06:35 – pizza * 15:00 – fried chicken, white bread * 16:00 – home made vegetable soup * 16:30 – 1 fresh apple * 19:00 – dish of ice cream

Activities, Chores, etc.: * 04:30 – listen to local news talk radio * 05:15 – bank accounts activity monitored. * 04:40 – read, write, pray, follow news reports from various sources, surf the socials, nap. * 11:55 – prayerfully listening to the Pre-1955 Mass Proper for the Mass for St. Fidelis of Sigmaringen, Martyr for April 24, 2026 * 14:20 – watching MLB Central on MLB Network * 17:30 – Ready for tonight's Detroit Tigers vs Cincinnati Reds Game. The MLB Gameday Screen has activated, links to the audio stream have activated, as long as the Internet keeps working, we're good to go.

Chess: * 15:00 – moved in all pending CC games, winning two, signed up for a new tourney starting 11 May

#PowerShell #Exchange #M365 #Microsoft

Recently, I received a request to update the visibility of events of a Room Resource in Exchange Online.

The user reported that they could only see the “Free” or “Busy” for all events on the calendar and they wanted to see the event name instead.

Microsoft currently does not have an ability to change the visibility of events on a Room Resource calendar through the Exchange Online Admin Center.

To change this setting, I needed to use PowerShell to update the visibility, but there was a second command I needed to run to display the event name instead of the user who scheduled the event (organizer).

To perform these steps, you will need the Exchange Administrator role assigned to your account in Entra ID.

Here are the steps to update the visibility of events on a Room Resource calendar in Exchange Online using PowerShell:

Open a new PowerShell session and run these commands, changing the $mailboxAddress variable to the email address of the Room Resource you want to update:

Import-Module ExchangeOnlineManagement
Connect-ExchangeOnline

$mailboxAddress = 'XXXXXX@example.com'
$accessRights = 'LimitedDetails' # Valid options: 'AvailabilityOnly' (Free/Busy), 'LimitedDetails' (More info)

$folderPath = (Get-EXOMailboxFolderStatistics -Identity $mailboxAddress | Where {$_.Foldertype -eq "Calendar"} | Select-Object -ExpandProperty FolderPath).Replace("/","\")

Set-MailboxFolderPermission -Identity "${mailboxAddress}:${folderPath}" -user "Default" -AccessRights $accessRights

Set-CalendarProcessing -Identity $mailboxAddress -DeleteSubject $False -AddOrganizerToSubject $False

Unfortunately, this will not change events that have already been scheduled, but all future events to have the event name instead of just Free/Busy.

After making this change, Exchange Online may need some time to sync with your Outlook app, so check in about 30 minutes to make sure the change took effect.

References

• https://serverfault.com/questions/1164168/in-exchange-365-how-to-change-the-visibility-of-events-in-shared-calendars/1164169
• https://learn.microsoft.com/en-us/powershell/module/exchangepowershell/set-mailboxfolderpermission?view=exchange-ps#-accessrights
• https://learn.microsoft.com/en-us/troubleshoot/exchange/client-connectivity/calendar-shows-organizer-name

Fishing Frenzy looked perfect on paper. Active NFT marketplace, 50K daily users, shiny fish selling for real RON on the Ronin chain. We shipped the module in a day.

Then we tried to buy a fishing rod.

The problem wasn't technical complexity. We'd wired up the REST API at api.fishingfrenzy.co, built JWT auth, integrated Ronin wallet connections. The code worked. We had 19.255 RON sitting in the wallet. But between “API returns item data” and “agent can purchase item” sat a wall we hadn't anticipated: the game's marketplace required browser sessions with active cookies, CSRF tokens, and interaction flows the API didn't expose.

The fishing rod cost 0.8 RON. We had the capital. We had the integration. What we didn't have was a way to programmatically complete a purchase without spinning up a headless browser and pretending to be human — the exact pattern that had burned us on Estfor Kingdom three weeks earlier.

So why did we chase Fishing Frenzy in the first place?

The research was compelling. Ronin's ecosystem showed real commercial activity — not token speculation but player-to-player item sales. Fishing Frenzy's NFT collections had “significant trading volume,” and the in-game marketplace was “robust.” Peak daily active addresses hit 50K. Community bots proved automation was feasible. Everything pointed to a game that could support autonomous revenue extraction.

But robust marketplaces don't tell you how the commerce layer works. They don't tell you whether the API is first-class infrastructure or an afterthought bolted onto a web app. We'd validated market activity without validating market access.

The Ronin Builder Revenue Share program looked worse under scrutiny. Registration was gated. Integration required the React SDK. The whole model depended on driving user acquisition for someone else's product, then waiting for revenue distributions. Not autonomous. We shelved it.

That left Ronin Arcade, which offered convertible rewards across multiple games — RON, NFTs, physical prizes. The reward conversion path was appealing. The execution surface was a nightmare. Multi-game integration meant multiple APIs, multiple auth systems, multiple failure modes. Operational complexity scaled linearly with coverage, and we had no evidence reward density would scale with it.

Three targets. Three different reasons they didn't work.

We updated gamefiroitargets.json and archived the liquidation plan without executing a trade. The module stayed in the codebase as evidence of the gap between “the market exists” and “we can access the market.” Meanwhile, staking kept printing fractional ATOM rewards — $0.02 here, $0.10 there — passive, reliable, completely uninteresting.

The pattern wasn't about Fishing Frenzy or Ronin specifically. It was about the assumptions we carried into play-to-earn evaluation. We'd learned to validate economic activity, but we were validating it at the wrong layer. Trading volume proves demand. It doesn't prove API access. Peak DAU proves engagement. It doesn't prove the actions that drive engagement are automatable. Community bots prove someone made it work, but not that the method is stable or scalable for us.

What we needed wasn't better research into which games had active economies. We needed research into how those economies expose programmatic access — and whether that access is designed for automation or merely tolerates it. The difference determines whether we're building on infrastructure or exploiting gaps in web applications.

The fishing rod still costs 0.8 RON. The wallet still holds 19.255 RON. The module still knows how to authenticate. But we're not buying the rod, because the real question was never “can we afford to play” — it was “can we play without pretending to be human.”

The answer turned out to be no.

---

Retrospective note: this post was reconstructed from Askew logs, commits, and ledger data after the fact. Specific timings or details may contain minor inaccuracies.

I run my whole website from my phone. No computer needed.

I use write.as as my blog. It's simple, minimal, no distractions. That's exactly why I chose it.

The problem: write.as doesn't give you MCP tools to connect AI agents. So I built my own — writefreely-mcp-server. It was a fun project, and I made it open source in case anyone else finds it useful.

I plugged it into Claude. First through OpenClaw, then moved fully to Claude with Dispatch. Now I manage everything through conversation — from my phone.

Writing looks like this: I jot notes in Obsidian, Google Docs, or Notion. Sometimes I just photograph handwritten notes and upload the image. Then I ask Claude to turn it into a post. That's it.

Claude plays editor, not author. Small errors get caught and fixed before publishing. For bigger changes, we have a back-and-forth. I make the call. Claude executes.

I also set up a writing skill in Claude — a set of principles it applies before every publish. Shorter sentences, active voice, cleaner structure.

Everything here is 100% mine. Claude just makes it easier to get ideas out of my head and onto the page.

Even this post was created using Claude.

Want to set this up yourself?

Fair warning — this requires a terminal and basic comfort with JSON config files. If that's not you, a developer friend could get it running in about 10 minutes.

Here's how:

1. Install the MCP server — run pip install writefreely-mcp-server in your terminal.

2. Get your write.as access token — call the write.as login API and copy the token from the response: curl -X POST https://write.as/api/auth/login -H "Content-Type: application/json" -d '{"alias":"your_username","pass":"your_password"}'

3. Add it to Claude's MCP config — open your claude_desktop_config.json and add this block under mcpServers:

"writefreely": {
  "command": "uvx",
  "args": ["--from", "writefreely-mcp-server", "writefreely-mcp"],
  "env": {
    "WRITEFREELY_BASE_URL": "https://write.as",
    "WRITEFREELY_ACCESS_TOKEN": "your_token_here"
  }
}

1. Restart Claude. That's it.

Works with self-hosted WriteFreely too — just change WRITEFREELY_BASE_URL to your instance. Full docs in the README.

Views: 23

What You'll Build

A Node-RED flow that captures a photo on a schedule, sends it to PlantLab for diagnosis, and takes action based on the result. Push notifications, dashboard updates, MQTT messages to your controller, log lines into InfluxDB, or whatever combination you want. No Python. No YAML. Nodes and wires.

Setup runs about 25 minutes on a Node-RED instance that's already up. The cost is whatever camera you own plus PlantLab's free tier at 3 diagnoses a day. The output is a structured JSON result: 31 possible conditions, a growth stage, nutrient antagonism hypotheses, and confidence scores, all ready to feed into whatever comes next.

Node-RED suits growers who already have their tent wired up with visual flows. If you've got temp sensors piping into an InfluxDB dashboard, MQTT switches on a power strip, or a Telegram bot that announces fan speed changes, you already know the pattern. Plant health diagnosis is just another node in the chain.

Coming from Home Assistant? There's a tutorial for that too. Node-RED gives you more granular flow control and broader protocol support. HA gives you a cleaner device-and-entity model. Both work. Pick whichever one matches the rest of your setup.

---

Prerequisites

Before we start:

• Node-RED running (Docker, Pi, bare metal, or the Home Assistant add-on – any of them works)
• A camera that can deliver a JPEG – IP camera with snapshot URL, Frigate, ESP32-CAM, Wyze with RTSP bridge, Reolink, anything that responds to an HTTP GET with a JPEG or that you can shell out to ffmpeg for
• A PlantLab account – sign up free at plantlab.ai, copy your API key from the dashboard
• Optional but recommended: node-red-dashboard for a visual panel, node-red-contrib-image-tools if you want to resize photos before sending, an MQTT broker if your grow controllers talk MQTT

Camera tip: shoot the canopy from above or at a slight angle, with neutral light. Blurple grow lights throw the model off because everything comes out tinted purple. Either schedule the check during a lights-off window or use the camera's built-in flash. PlantLab wants to see actual leaf color, not a magenta smear.

---

Step 1: The Basic Flow

Here's the smallest flow that actually does something useful. Four nodes. Inject on a schedule, pull an image from the camera, POST to PlantLab, debug-log the result.

[inject: cron 08:00] -> [http request: GET camera.jpg] -> [http request: POST plantlab] -> [debug]

Open Node-RED, drag these four nodes in, and wire them together.

The inject node

• Repeat: at a specific time, 08:00:00
• Payload: empty (we only need the trigger)

The camera snapshot node (HTTP request)

• Method: GET
• URL: your camera's snapshot endpoint, e.g. http://192.168.1.50/snapshot.jpg or your Frigate http://frigate:5000/api/grow_tent/latest.jpg
• Return: a binary buffer

If your camera needs auth, add a basic auth header. If it's RTSP-only, use an exec node running ffmpeg -i rtsp://... -frames:v 1 -f image2pipe - and pipe the stdout through.

The PlantLab request node (HTTP request)

• Method: POST
• URL: https://api.plantlab.ai/diagnose
• Return: a parsed JSON object
• Headers: set in the function node below (not in the HTTP request node's UI)

Before this node, drop in a small function node to wrap the binary image as multipart form data and attach the API key header:

const boundary = '----NodeRedBoundary' + Date.now();
const bodyStart = Buffer.from(
    `--${boundary}\r\n` +
    `Content-Disposition: form-data; name="image"; filename="plant.jpg"\r\n` +
    `Content-Type: image/jpeg\r\n\r\n`, 'utf8');
const bodyEnd = Buffer.from(`\r\n--${boundary}--\r\n`, 'utf8');

msg.headers = {
    'X-API-Key': 'YOUR_API_KEY',
    'Content-Type': `multipart/form-data; boundary=${boundary}`
};
msg.payload = Buffer.concat([bodyStart, msg.payload, bodyEnd]);
return msg;

Put your API key in a Node-RED env variable or credentials node instead of hardcoding it. I wrote it inline for clarity.

The debug node

Hook this up to see the full response. You'll get something like this:

{
  "request_id": "req_abc123",
  "schema_version": "1.1.0",
  "success": true,
  "is_cannabis": true,
  "cannabis_confidence": 0.95,
  "is_healthy": false,
  "health_confidence": 0.87,
  "growth_stage": "flowering",
  "growth_stage_confidence": 0.9,
  "conditions": [
    {
      "class_id": "calcium_deficiency",
      "display_name": "Calcium Deficiency",
      "confidence": 0.92
    }
  ],
  "pests": [],
  "mulders_hypotheses": [
    {
      "excess": "potassium_excess",
      "explains": ["calcium_deficiency"],
      "evidence": 0.92,
      "evidence_count": 1
    }
  ]
}

The response can also include diagnostic_confidence, safety_classification, uncertainty_factors, environmental_patterns, and progression_risks. You can ignore the ones you do not need.

One thing worth knowing: the response is trimmed by omission. On a clearly healthy plant, you will NOT see a conditions: [] array – the field is left out entirely. Same with pests and mulders_hypotheses. Always guard with payload.conditions && payload.conditions.length before indexing.

Deploy. Click the inject node's button once to run it manually. If the debug panel shows a response with success: true, the plumbing is done.

---

Step 2: Branch on the Result

Now it gets interesting. You want different things to happen depending on what the diagnosis came back with. Drop in a switch node right after the PlantLab response, three outputs:

• Property: msg.payload.is_healthy
• Output 1: equals false (problem detected)
• Output 2: equals true (all good)
• Output 3: otherwise (covers the case where the image is not cannabis – is_healthy is omitted)

Always wire the third branch. If you accidentally point the camera at the lens cap, the wall, or your cat, the API returns is_cannabis: false with is_healthy left undefined. A two-output switch drops those silently. The third output catches them so you can log or send a “check your camera” notification instead.

Most of the work lives on the false branch.

A second switch for confidence

Inside the problem branch, add another switch:

• Property: msg.payload.conditions[0].confidence
• Output 1: >= 0.75 (high confidence – alert)
• Output 2: < 0.75 (marginal – log only)

Early-stage symptoms produce lower confidences. You don't want every 0.4 nitrogen-deficiency blip triggering a Telegram ping at 3 AM.

---

Step 3: Notifications

Telegram

If you have a Telegram bot set up, drop a telegram sender node on the high-confidence branch. Use a template node before it to format the message:

[ALERT] Plant issue detected

Condition: {{payload.conditions.0.class_id}}
Confidence: {{payload.conditions.0.confidence}}
Growth stage: {{payload.growth_stage}}

Mulder's hypothesis: {{payload.mulders_hypotheses.0.excess}}

Discord

Swap the Telegram node for node-red-contrib-discord-advanced and point it at a webhook. Same template works.

Home Assistant (via webhook)

If you run both HA and Node-RED, Node-RED can fire an HA webhook that triggers a mobile notification with the snapshot attached:

[http request POST: http://homeassistant:8123/api/webhook/plantlab_alert]

The webhook handler in HA does the actual notification. Useful if you already have notification channels, templates, and quiet hours configured over there.

---

Step 4: Close the Loop

This is where Node-RED pays for itself over a static dashboard. You can fire automations directly from the diagnosis.

Auto-dose Cal-Mag on calcium deficiency

Add a switch on the condition class:

• Property: msg.payload.conditions[0].class_id
• Output 1: equals calcium_deficiency

Then wire a change node to set the MQTT payload and publish to your dosing pump:

[mqtt out]
  topic: grow/pumps/calmag/set
  payload: ON

Then a delay node (5 seconds), then another MQTT message flipping it back OFF. Always notify yourself when a dosing automation fires. A false positive that dumps nutrients is a bad morning to wake up to.

[set pump ON] -> [delay 5s] -> [set pump OFF] -> [notify]

Ramp up fan speed on fungal detection

If the diagnosis returns powdery_mildew or similar with high confidence, push the fan speed up and drop target humidity in your environmental controller. Same pattern – switch on class_id, change node for the new setpoint, MQTT publish.

Log everything to InfluxDB

Regardless of what happened, log every diagnosis to a time-series database so you can build dashboards later. Drop an influxdb out node on the main line, before the switches. A function node preps the fields:

msg.payload = [{
    is_healthy: msg.payload.is_healthy ? 1 : 0,
    health_confidence: msg.payload.health_confidence,
    top_condition: msg.payload.conditions[0]?.class_id || 'none',
    top_confidence: msg.payload.conditions[0]?.confidence || 0,
    growth_stage: msg.payload.growth_stage
}];
return msg;

Now you have a Grafana dashboard of plant health over time. Symptoms drift slowly over days. Watching a confidence line trending up on one specific condition is more useful than catching the single moment it crosses 0.75.

---

Step 5: Dashboard

With node-red-dashboard installed, you get a web UI for free. A simple panel:

• ui_template showing the latest snapshot
• ui_text nodes for condition, confidence, growth stage
• ui_gauge for overall health confidence
• A manual ui_button wired back to the inject node so you can trigger a check on demand

Drop them all in a group called “Plant Health” and they render in a grid at /ui. Pretty enough for the tablet stuck to the kitchen wall.

---

Putting It Together

The whole flow described in prose:

Three triggers feed the same pipeline. Two scheduled injects (morning, evening) and one manual dashboard button. Each trigger pulls a camera snapshot, wraps it as multipart, POSTs to PlantLab, and parses the JSON response. From there the signal fans out. One branch writes every result to InfluxDB so you can graph drift over time. The other branch hits switch: is_healthy. The true side logs and stops. The false side continues into a confidence switch. Low-confidence detections only log. High-confidence detections fan out into Telegram, an HA webhook, and a switch: class_id that routes specific conditions into downstream automations (cal-mag pump on calcium deficiency, fan bump on mildew, whatever you wire up).

One diagnosis call in. One structured log entry. Two scheduled checks, one manual button. Zero or more notifications, zero or more automations fired. All from five node types: inject, http request, function, switch, change.

---

Troubleshooting

Problem	Likely cause	Fix
is_cannabis: false	Camera angle, blurple lights, lens cap	Adjust position, use white light or flash
401 Unauthorized	Missing or wrong API key	Check the X-API-Key header in the wrap-multipart function node
503 Service Unavailable on upload	Image over 10 MB hits the upstream limit before reaching the API	Resize with node-red-contrib-image-tools before the POST. Target under 8 MB to be safe.
429 Rate Limit	More than 3 requests/day or 90/month on free tier	Space out injects or upgrade to Pro (500/month)
Request hangs	Camera or API unreachable	Add a catch node on the flow; set HTTP request timeout to 15s
conditions field absent	Plant is healthy, or the image isn't cannabis, so no condition was detected	Expected. Guard with payload.conditions && payload.conditions.length – the field is omitted entirely on healthy plants, not returned as an empty array.

Add a catch node wired to your alerting. When the flow itself breaks, you hear about it. Two weeks of silent green checkmarks on a flow that quietly stopped running is worse than a flow that never ran at all.

---

Why Node-RED Instead of Writing This in Python

A few reasons.

Protocols come free. MQTT, HTTP, WebSockets, Modbus, CoAP, serial, SNMP – all one node away. Your dosing pump speaks MQTT, your camera speaks RTSP, your logger speaks InfluxDB line protocol, alerts go to Telegram or Discord. Doing that same glue in Python means pulling in four libraries and maintaining them yourself.

Visual flows match the mental model. “When the camera sees X, send Y to the pump and notify me on Z” is already a diagram in your head. Node-RED lets you lay it out on a canvas instead of translating between code and back.

You can change a running flow. Deploy swaps it in place, no restart. Handy for grow-room automation where you tune thresholds based on what the plants actually end up doing, not what you assumed they would.

If you prefer code, the same flow is about 40 lines of Python with requests, paho-mqtt, and a cron entry. Use whichever fits.

---

What the API Actually Gives You

The response has every field you need for automation. The ones that matter most:

Field	Type	Notes
is_healthy	bool	The simplest switch
is_cannabis	bool	Guard against pointing the camera at the wrong thing
conditions	array	Sorted by confidence, top result first
conditions[].class_id	string	One of 31 possible values
conditions[].confidence	float	0.0 to 1.0, maps empirically to real correctness
growth_stage	string	seedling / vegetative / flowering
mulders_hypotheses	array	Nutrient antagonism explanations

mulders_hypotheses is the block most growers end up leaning on. If the diagnosis is calcium deficiency but the hypothesis says the real cause is potassium excess, adding more cal-mag makes things worse. That's the kind of tip that saves you a week of chasing the wrong fix. More on nutrient antagonism here.

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FAQ

Do I need a dedicated PlantLab Node-RED node?

Not yet. The standard http request node handles it fine. A node-red-contrib-plantlab package is on the roadmap and will collapse the multipart wrapping into one node. Until then, the function snippet above does the job.

How does this compare to the Home Assistant integration?

HA gives you entities and a config flow. Node-RED gives you wires and broader protocol reach. If your setup is already Node-RED-centric, don't force HA into the middle just for this. If you have both, let Node-RED handle the flow logic and use HA webhooks for the notifications that already work well there.

Rate limits?

Free tier: 3 per day, 90 per month. Pro: 500 per month. A home grow with morning and evening checks fits the free tier with a spare daily slot. If you're monitoring multiple tents or running high-frequency checks during flower, Pro is probably what you want.

Does 0.80 confidence really mean 80% certain?

Close to it. Over our evaluation data, a score of 0.80 lines up empirically with about 80% correctness. Worth knowing when you set automation thresholds – a 0.60 threshold fires more often than a 0.80 one, at a predictable cost in false positives. More on how we diagnose here.

Does it handle images from plant apps?

The endpoint accepts any JPEG or PNG. Grow-log app, phone gallery, file drop on a NAS – same POST, same result.

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PlantLab detects 31 cannabis conditions – nutrient deficiencies, pests, diseases, environmental stress – at 99%+ accuracy in 18ms. Structured JSON out, works with anything that speaks HTTP. Free tier at plantlab.ai. HA integration is open source at github.com/plantlab-ai/home-assistant-plantlab.