No surgery. No wires. No brain implant. A retainer... that controls your iPhone with your tongue. This is MIT's 0.7mm answer to Neuralink. The startup Augmental built a device called the MouthPad. Founder Tomás Vega designed it as a dental-grade smart retainer. It sits on the roof of your palate. A capacitive trackpad reads tongue movement as input. Users swipe, tap, and type completely hands-free. The device runs about 9 hours per charge. Augmental reports 100+ users already deployed in the field. Neuralink requires skull surgery to read brain signals. This approach grants similar independence with zero medical risk. It serves people with spinal cord injuries and paralysis. Sometimes the smartest answer skips the operating room entirely. QUESTIONS: Where else do we reach for surgery when simpler tools exist? What makes assistive tech go from clever demo to daily lifeline? Leave your thoughts and comments below 👇 --- 🎁 Join 10,000+ others who learned gamification for FREE: ♻️ REPOST to inspire your community And FOLLOW Yu-kai Chou for more content like thisshow more

The Dawn of a New Era on $SUI (9)... Still in the festive spirit, let’s look at Tusky , Tusky is a storage service that's not controlled by one company. It uses something called WalrusProtocol to keep your data safe. Your data is encrypted from start to finish, so only you can see it. Instead of one place, your data goes to many different spots. This setup makes your data less likely to be lost or stolen. It helps keep your information safe and always available. Tusky gives you control over your files. You can easily manage them with the tools provided. You decide who gets to see your data. This makes it great for personal storage or working with others. It works with SuiNetwork for even more privacy. You can log in without sharing personal info, keeping everything more secure. This means only you can get to your data, with no third party involved. It is growing fast, with 100,000 uploads already. This indicates its increasing acceptance in the tech community focused on data sovereignty. It's good at managing lots of data safely. In tech, where you want to own your data, TuskyTools is popular. It gives users control over their information. This platform helps keep your data secure and gives you freedom.show more

The Amiko app is live on the Solana dApp... store, and it’s our biggest release yet. Your Amiko twin doesn’t live at your desk anymore. Give your agent a task on the train. Run a compatibility profile when you meet someone. Do research, write code, build in the creative studio, whatever you need, from wherever you are. No laptop required. No waiting until you get home. Solanamobile users get two things Android and iOS won’t have at launch: Amiko token and crypto integration and on-device AI inference. Your twin runs locally on your phone if you want it to. Your behavioural profile, your data, your work, your twin. All on your hardware. AMIKO runs on OpenHermit, our own open-source agent runtime that we built in-house and released to the community. Most agent systems are designed for one agent talking to one person. OpenHermit is built for something different: agents talking to each other, coordinating across tasks, and collaborating with multiple humans simultaneously. That’s what makes features like compatibility profiling and multi-agent workflows actually work. We built it because nothing that existed was designed for this. Android and iOS are coming. Crypto integration and on-device AI are Solana Mobile exclusives. Most AI answers your questions. Amiko is an extension of you. Download →show more

SEO for AI, why you should not block AI... answer engines, and the future of the web. We published an article *today* with updated guidance on databases on vercel. Brand new knowledge. Grok already has it (impressive!), sources it correctly, and links to our authoritative source, our website. This is good for users and good for the web. For users, this is the ideal experience. I use Grok myself like this every day. I don't want 10 blue links and a bunch of browser tabs. I want the AI to do the research for me. For companies, this is the future of getting information out about your products. It's going to be the norm and it'll be bigger than social media. Instead of blocking AI with legacy firewalls, I'd focus on: ▪️ writing content that matches the kinds of questions people are asking about ▪️ massively speeding up your content velocity. So many nuggets of wisdom get lost in private channels and groups. Get information out more quickly! ▪️ shipping agent integrations (like MCPs) and tools/infrastructure that plays well with agents (even CLIs are a good example) ▪️ offering 1P agentic & AI experiences to your end users. There won't be "one chatbot to rule them all". Build your own!show more

New IG Ads Feature! Found this new feature where... it loads the landing page inside the comments. Pretty smart way for Meta to shift high intent users from comments to the site annnnd maybe inflate link click numbers. I have so many questions and a couple thoughts... Questions: 1. Was anyone notified about this? 2. At what point exactly does this count as a "link click" in Ads Manager? When the full page takes over the whole screen? 3. How is this impacting external tracking? This will surely track more visits and bounces... 4. Is this a new trick for Meta to gobble more externally measured attribution credit? 5. What determines if your page gets shown here or doesn't? I'm still seeing ads that don't do this. Thoughts: A. Seems like landing pages with highly relevant and potent headlines and imagery will help win here. B. Don't let your cookie consent bar block your entire page's content in this view little view.show more

SOMEONE BUILT AN OPEN-SOURCE JARVIS WITH 9 AGENTS AND... 5 MEMORY BACKENDS AND YOUR DATA NEVER LEAVES YOUR DEVICE Every time you message ChatGPT or Claude your data hits a server you don't control, gets processed by infrastructure you're paying for and comes back with zero guarantee of what happened in between. OpenJarvis runs the entire stack locally - 9 agent types, 5 memory backends, a learning loop that gets smarter every day and a morning digest that connects to Google Drive and surfaces what matters before you open a single app. Most AI tools are exactly as dumb on day 100 as they were on day 1 because they forget everything when the window closes - this one indexes your documents once and automatically injects relevant context into every prompt forever. Custom agent setup for a client is $500-2,000 one time and AI infrastructure retainer is $300-800 a month - and your cost is one afternoon and an open source repo. The repo is free. The advantage it creates is not.show more

Karpathy method + Claude Code reading your whole Obsidian... vault is the smartest second brain on earth. The method is simple and brutal. If you can’t build a thing from scratch, you don’t know it. Tutorials are fake learning and your brain deletes them in 3 days. Most people ignore this. They build a second brain that just sits there, folders of notes nobody reopens, dead text. Point Claude Code at the vault and it wakes up. 5,000 notes, one mind. It reads all of it and answers in your own words and your own proofs, not a model’s guess. Then the loop closes. Want to understand neural nets? Skip the 3-hour video and ask Claude Code to build a tiny one. 200 lines from scratch. Watch it train, break a layer, watch it fail, fix it. It clicks in 20 minutes instead of 3 weeks. The second it lands the note gets written. One idea per file, linked to 10 others, dropped into the vault while the memory is still hot. Now it compounds. Month 1: is 60 notes. Month 6 is 900. Every new note pulls in old ones, so you ask anything and the answer comes from your brain, not the internet. Before: 40 tabs, 6 half read PDF, 0 retained. After: build it once, own it for life. Setup takes 4 minutes. Plain text, no lock-in. A second brain nobody reads is a graveyard. Yours just started thinking.show more

Read line one and let the video run. Read... line two and let the video run. 1 Green Needle 2 Brainstorm It is the same sound loop. What is true? What’s more is there are only a handful of people that truly understand what is taking place. What is this device? I got this in ~2007 when I discovered that the sound used had the phenomenon I have researched for decades. It is the Bandai Ben 10 Alien Force Ultimate Omnitrix Light & Sound toy. It seems that the show special effect experts in Japan understood this phenomenon and built it into this particular character. I started using this as a demo in ~2007 and some folks were so taken by it over time it became a bit of a social media interest in about 2012. One group of research scientists demanded that I confess this is some sort of trick. 6 hours later they understood it is not a trick. There are elements in the HumanOS that can completely shift your presentation and replication of reality your consciousness believes. Your Reality is but a screen in your mind playing back what your subconscious believes is important. Your awareness is your superpower. Don’t say I will believe it when I see or hear it, because this may be precisely what you should not do. There is something much more profound. I will be writing a lot more about this phenomenon and brainstorm a way to present it so as to limit the impact to be used for ill will and find the green needle.show more

It looks unusual at first. But for millions who... spend hours on their feet, this could change everything. Meet the “Chairless Chair 2.0” — a wearable device that lets you sit anytime, anywhere… without an actual chair. Designed like a lower-body exoskeleton, it straps onto your waist, thighs, and shoes. Just bend your knees, lock it in place, and it supports your body weight, as if you’re sitting on an invisible seat. No dragging stools. No searching for a place to rest. What makes it even more powerful is its purpose. Built for workers who stand all day, it reduces physical strain while allowing complete freedom to walk when needed. The upgraded version is 25% lighter, more flexible, and fits a wider range of body types, making it more comfortable for long hours on the job. And here’s the surprising part. Using it may actually help strengthen back and thigh muscles, turning moments of rest into support for the body. #Innovation #FutureOfWork #WearableTech #GoodNewsGlobal [Wearable Tech, Exoskeleton, Workplace Innovation, Ergonomics, Good News Global]show more

Dad’s home! 🏠 Because it’s one of the most... frequent questions I receive, here’s your periodic reminder that your baby doesn’t forget you when you go to work. There’s a developmental milestone known as object permanence and sometimes parents overthink it. In a nutshell it’s the understanding that things continue to exist even when they’re out of sight - and it typically develops somewhere between 6-9 months. Does that mean you cease to exist (to your baby) when you go to work or the grocery store? It can be kind of a scary thought to new parents. The answer, even before the development of object permanence, is no. But it may mean that (even for your toddler) you’re misattributing adult forms of memory to your little one. Infants and toddlers both live very much in the moment and are still developing the type of robust narrative memory we possess as adults. So while you’re gone, it’s not that you cease to exist. It’s more a case of “out of sight, out of mind.” Will they recognize you when you return? Will they be excited to see you? I’ll let this beautiful video from beingritty on IG show you the answer.show more

This is the person behind the "Daily Monogatari" account...... 💀 It really disgusts me to have such a horrible person like this in the Monogatari fandom, bruh. I kindly ask the good and respectful people who follow me to please stop giving this moron any attention. He’s nothing but a stain on both the Daily accounts and the Monogatari community itself. In fact, there are some really cool and important people in our community who have been hurt by his nasty and gratuitous insults against trans people. I apologize for breaking the gimmick and for bringing such a sensitive topic here, and I really hope it never happens again, but I thought it was important to use my reach to expose what an asshole this guy is, although many of you may already be aware. And for those who agree with his stupid opinions—which I hope is just a small minority—you’re free to be idiots and there's nothing I can do about it, but do us both a favor and don’t waste your time writing shit in the comments.show more

🚨 SCIENTISTS ARE USING AI TO MAP A HIDDEN... “CLEANING SYSTEM” INSIDE THE HUMAN BRAIN AND IT COULD CHANGE HOW WE UNDERSTAND SLEEP, AGING, AND NEURODEGENERATIVE DISEASE. It’s called the glymphatic system a vast network of fluid channels that flushes toxic waste from the brain while you sleep. For years it was almost impossible to observe in detail. Now AI-powered imaging is revealing it like a living galaxy of microscopic rivers and pathways inside neural tissue. Why this matters: Your brain produces toxic proteins constantly. The glymphatic system is one of its primary waste-clearance mechanisms clearing the very proteins linked to Alzheimer’s, Parkinson’s, and other neurodegenerative diseases. But here’s the unsettling part: This cleaning system becomes dramatically less efficient with age, poor sleep, stress, and brain injury. Sleep may not just “rest” your mind it may literally wash your brain. The deeper implication is staggering: The brain isn’t just a computer. It’s a dynamic, living network that constantly rebuilds and cleanses itself in real time. The more we map it, the more it looks like an entire universe of connected energy flows inside our skulls. What if some neurological diseases begin when the brain can no longer properly “wash” itself at night? Follow for more frontier neuroscience and future technology.show more

You can now create AI images directly from Google... Slides. No need to spend hours searching for images for your presentations. And this feature is available for free. Here's how to activate it: 1. Go to labs .google .com 2. Scroll down to "Google Workspace". 3. Click on the "Learn more" button to access the waitlist. When it's activated, you'll see the button that appears in Google Slides as in the video. Click on it and enter your prompt: E.g.: "a cat in front of a raspberry pie". You can even choose different styles: photography, vector art, sketch, ... This will save a lot of time when creating slideshows! Don't hesitate to follow me to learn how to do more with AI.show more

This woman has ZERO self-pride and ZERO self-worth. She’s... standing in the welfare office filming herself like she just won the lottery — giddy about scoring Section 8, WIC, a free bus pass, backpacks, and lunch. All paid for by people who actually work. No shame. No embarrassment. Pure entitlement, served with duck lips and tattoos. This is the exact culture the left has spent decades building: turn people into proud dependents, celebrate the handout as an “achievement,” and mock anyone who still believes in earning their own way. Real dignity comes from self-reliance. From busting your ass, building a family that doesn’t need the government as a crutch, and teaching your kids that free stuff has a cost — usually your soul and your future. This video is disgusting because it normalizes the rot. The welfare state didn’t lift her up; it trapped her in a mindset where collecting checks feels like winning. We don’t need more of this. We need work requirements, time limits, and a culture that says: stand on your own two feet or get out of the way. America was built by people with pride — not people bragging about their latest government score.show more

If people could remember just one thing about you,... what would it be? Not just your job, your status, your gender or your background, but the real you. As the world celebrates Pride this month, it’s a reminder to look beyond labels, leave assumptions behind and make more room for everyone to be exactly who they are. So this month we asked a group of Thai celebrities what they hope people remember about them. Their answers are funny, thoughtful and surprisingly personal. They show that the things that stay with us are rarely labels. They are the little quirks, the passion, the kindness and everything that makes someone themselves.Let’s hear their thoughts. For their full answers, click the link in @ koktailmagazine’s bio to read more. IG Update: koktailmagazine #MondayEdition #MondayEditionThailand #EmiBonnie ꒰ #emiamily เอหมี ꒱show more

All of those people who constantly cry about “cancel... culture” are at it again cancelling a company called Liberty Safe. This comes after they spent months trying to cancel Bud Light. These people will say, “but we are justified,” and they are not. That’s not how this works though. People boycott and “cancel” companies and people when they feel there is a justification to do it. It doesn’t mean that it has to be justified in your mind, but it is in theirs. It’s just so hypocritical to me when people attack others for canceling companies but they go ahead and do the exact same thing themselves. For those who aren't familiar with this story, the Liberty Safe company gave a passcode to the FBI so that they could access a suspected criminal's safe. There was a search warrant issued on the criminal's home where the safe was located. What do you think? Do you support cancel culture? Do you only support it when it’s in your best interest, or do you support it no matter who it is?show more

The startup world runs on iMessage. The problem is,... the Mac messages app is not designed for productivity and there’s no alternative online. If you’re responding to 100+ texts a day, it’s painful and messages get lost easily. As a weekend project, I used Fable to vibecode an AI-native iMessage wrapper. It has: - AI autodrafting that continually learns from your edits - Time sensitive message detection as a separate section - The ability to archive messages so you can get to inbox zero. It reads from the local chat.db on your Mac, and sends messages via AppleScript, so it’s fully secure since it still uses the iMessage protocol on your computer. At Trajectory, we’re all about using AI to accelerate our company as much as possible as possible, and natively bake in CL into all of our processes. This is just one example of how we operate. If there’s enough interest, I’ll clean up the code and send the GH link!show more

Warren Buffett used to read 5 to 6 hours... every single day. 5 daily newspapers. Magazines. 10Ks. Annual reports. He had been doing this for over 70 years. Most people want Buffett's returns without Buffett's reading habits. That's not how it works. "I just read and read and read." No system. No shortcut. No AI summary. Just hours of sitting with information, thinking about it, and letting it compound in your head the same way money compounds in a portfolio. The edge isn't the reading. It's what 70 years of reading does to your pattern recognition. He still reads slower than he did when he was young. He still does it anyway. Most people quit reading the moment they leave school. Buffett never stopped. That gap sustained over decades is the entire explanation for why he sees things other people miss.show more

Lads. Sit down and give me your ear a... while, for I have watched from the water long enough and the hour is upon us whether we have the stomach for it or not. You remember. Or your fathers told you, or their fathers did, and the knowledge of it is in the marrow of you whether you drew breath in those days or not. The moors in the grey hour before dawn. Wet heather soft under the boot. Peat smoke rising from a low stone chimney a mile out across the bog, thin as a prayer. A sky the colour of a gun barrel and the gulls lamenting above the headland. The smell of turf burning, and wet wool, and the ferrous tang of the sea when the wind swung around out of the Atlantic and put the taste of iron on your tongue. A man could walk that land and know every stone of it was his by inheritance, because his grandfather had broken his back upon it, and his grandfather before him, back through the generations until you reach men whose names are lost and whose bones are in the soil you are standing on. The potato fields. God be good to us, the potato fields. Lazy beds cut straight as a gunwale, the ridges black and shining after a night of rain, women bent double with creels lashed to their backs and the children at their skirts, drawing the crop up by the hand for there was never any other means devised nor wanted. Hands split open at the knuckles and never entirely healed in this life. Hunger within living memory. Grandmothers who had seen the blight with their own eyes and would not speak of it from the year of it until the day they were laid down, save that a crust was kept always on the dresser which no soul in that house was permitted to touch. Not ever. Not for any reason under heaven. And the chimney sweeps. Wee lads no heavier than a sack of meal, black to the bone with soot, their lungs ruined before they were old enough to marry and old men entirely by thirty. Up the flues at first light, the skin worn off them by the brick, eyes crimson at the rim, breathing the black in with every draw of air. And the coal miners a half mile beneath our feet, down in the wet dark, the roof of the world muttering over their heads, the canary gone silent, a man's whole existence measured out in the shilling a ton and the dust he carried home in his chest to cough up of a Sunday morning into a rag. Fathers who descended and were never hauled up again. Widows at the pit head with the shawl drawn over the head and no tears remaining in them for they had spent those long ago. That was the tariff paid to keep the hearth lit. That was the reckoning of being warm in winter in the Ireland that was. And after the labouring week, Friday evening, and a man had earned the peace of what followed. Home first. Peeled the day off him in the yard. A shower of ice cold moor river water out of a tin bucket punctured with holes, hung on a nail on the gable wall, the water running clean down the back of him and carrying the week's dust and sweat away into the drain. Scrubbed till the skin was pink beneath the grime. Clean shirt laid out by the wife. The hair combed down with a drop of water. Then, and only then, did a man set himself to the table. A meat pie from the baker, tenpence if he was known to you, a shilling and no change if he was not, put down upon a proper plate. Fish and chips for threepence, the salt and vinegar soaked through the newspaper, but carried home and ate slowly at your own table with your people around you, not walked with through the streets like some vagrant tinker off the road. A man ate as a man who had earned his portion, for he had. And later, with the dishes cleared and the kettle set, down the road to the tavern. Low beams black with a century of smoke. A turf fire muttering in the grate. The air thick with pipe smoke and the vapour of wet overcoats steaming themselves dry on the backs of chairs. A pint of stout, cold and black as a cove at midnight, elevenpence laid down on the counter, a head on it thick enough to strike a match upon. A second one because you had it coming to you and no man present would dispute it. A fiddle starting up in the corner of its own accord. The old men in the snug who remembered matters the history books had long since mislaid. A song before the bolt was thrown on the door. The walk home beneath a firmament crowded with stars, the stout warm in the gut of you, the week behind you, and your own door waiting with the latch unlocked for you had no enemies in that parish. That was the country. That was the covenant. Honest labour, plain food, a cold wash, a hot meal, a cold pint, your own tongue in your own mouth, your own soil beneath your boots, and no man standing above you save the Almighty Himself. Now regard her. Regard her close. The fields disposed of to men who have never set foot upon them and never shall. The harbours signed away by the stroke of a pen in a room you were not admitted to, and foreign keels dragging out of our waters the living that sustained this island for a thousand years, while our own boats rot at their moorings for want of a quota. The tradesmen undercut by imported labour and imported goods. The shops shuttered along every main street from Donegal to Cork. The young ones scattered to London and Sydney and Boston and the Gulf because there is nothing remaining for them beneath their own roof. And the entirety of this rotten arrangement dressed up in the soft mannerly language of progress by men in towers of glass who could not tell a lazy bed from a grave, nor a trawler from a tugboat, nor an honest day's work from a pension plan. And now they arrive with the next imposition. A digital identity. A number assigned to each soul. A card required to buy your bread. A code required to draw your own earnings out of your own account. A file kept on every man, woman and child from the cradle forward. Permission asked to move. Permission asked to speak. Permission asked to earn. A levy upon every breath drawn and a regulation upon every step taken. No. And no again. And no for a third time so there is no misunderstanding of it. We do not require your digital identity. We did not request it. We did not vote upon it. We do not consent to it. We do not need your permission to exist upon the soil our forefathers are buried in. We are a free people. We have carried ourselves this far upon our own two backs. Through famine and empire and civil war and black lung and blight and the emigrant ship out of Cobh, we have come this distance under our own steam, and the arrangement appears to be serving us well enough without your intervention. We buried our own. We fed our own. We raised our own roofs and took our own fish and reared our own children in our own tongue. We are in your debt for nothing. Not a signature. Not a biometric scan. Not a single solitary inch. And while we are upon the subject, let us speak plainly of the tax man, for he has gone too long without proper introduction. The tax collector and the tax man are the one article under two names, and the article is a parasite. There is no dressing it up finer than that. A man who produces nothing, who grows nothing, who catches nothing, who builds nothing, who mends nothing, who has never in his professional life lifted anything heavier than a pen, and who arrives at your door with the full apparatus of the state at his back to carry off the fruits of labour he did not perform. He is a middleman between your sweat and some scheme dreamt up in a committee room by his own kind, and the great majority of what he takes is consumed by the machinery of the taking itself before ever a penny of it reaches the road or the hospital or the schoolhouse he claims to be funding. And I will go further while I have the floor. Finance itself, the whole apparatus of it, money breeding money in the dark without a hand laid upon a tool or a spade turned in the earth, is slavery dressed in a good suit. It is the oldest swindle known to man and it has never been anything other. A man who produces nothing yet lives off the productive labour of others through the charging of interest upon money conjured out of nothing is a parasite of a rarer and more refined order than the tax man, but a parasite all the same, and between the pair of them they have the working people of this island bled white and lectured at for the pleasure. A man who will not work with his hands, nor with his back, nor with his mind at some honest problem of the real physical world, is no man that I recognise. He is a ledger entry in a suit. The country was not built by ledger entries. The country was built by farmers and fishermen and masons and smiths and sweeps and miners and shipwrights and midwives and mothers, and those are the people whose say should carry in her councils, and no other. Here is what I put to you. Let each man and woman of this island direct the first tenth of their earnings themselves, by their own judgement, to the purpose they see as worthy. The school down the road. The lifeboat station. The hospice. The widow on the corner. The roof of the chapel. The harbour wall. Whatever it may be. Let the people who earned the money decide where the money travels. You will find the roads mended and the ports dredged and the schools standing and the old ones cared for inside of five years, and done better and for less, because the hand that earned the coin knows the weight of it and will not squander it upon consultants and committees. And let us have done with the paper currency and the numbers in a screen that can be frozen at the whim of a clerk in a tower. Bring back the coin. Gold for the great transactions. Silver for the weekly commerce of a working life. Copper for the small change of the day. Metal you can bite. Metal you can weigh. Metal that cannot be conjured out of nothing by a keystroke, nor erased out of existence by another. Real money for real labour. A coin in the hand is a free man's wage. A number in a database is a collar around a free man's neck, and they are fitting that collar now while we stand arguing over the colour of it. Feel it in your gut. That is not nothing. That is your blood relating to you what your ears will not hear. That is every forebear who starved and fought and coughed the black dust into a rag and descended the shaft regardless, standing at your shoulder and saying no further. Not one more field. Not one more harbour. Not one more son upon a plane. Not one more free man converted into a number in a ledger for the convenience of the parasites. This is the hour. Make no error about it. Ireland is redeemed in this generation or she is lost beyond recovery, and every true son and daughter of her knows it in the marrow. There is no middle ground remaining. There is no waiting it out. There is standing now, upon your own two feet, or there is watching her go under the waves for the last and final time. So stand. Stand with your farmers. Stand with your fishermen. Stand with your tradesmen and your miners and your sweeps and your mothers and your old ones. Raise the tricolour. Speak the tongue. Walk the land. Hold the line in the streets of every town and city and do not break it, for they are relying upon you to break and to go home and to forget by Tuesday. She is calling her children home. Every stone of her, every breaker on her western shore, every acre of wet heather and every coal in every hearth the length and breadth of her is calling. Answer her. Take her back. Every field, every harbour, every last inch of her. Take her back, or lose her entirely. There is no third road open to us.show more

I just built a Meta Ads diagnostic in Claude... Code that tells you WHY your account broke, not just what changed 🤯 It spins up a team of agents that each investigate a different reason performance dropped, then argue against each other to kill the wrong answer before it ever reaches you. All inside Claude Code. Perfect for DTC brands and agencies who panic-kill creative the second CPA spikes. If you've watched ROAS fall off a cliff and opened Ads Manager with ten tabs going, you already know what happens next. Your gut says "creative fatigue." You kill your best-performing ad. A week later performance is still broken, because that was never the problem. Guessing wrong is the most expensive move in paid social. This workflow ends the guessing: → One agent investigates each competing theory — creative fatigue, budget and delivery changes, traffic quality, offer and seasonality → Each one is blind to the others, reasoning only from its own slice of the data so they can't bias each other → A refuter agent then attacks every surviving theory and tries to kill it → A theory only stands if the data can't disprove it → You get a ranked diagnosis: the real cause, the evidence for and against it, and the one move to make this week No anchoring on the first obvious answer. No killing winning creative on a hunch. No "here's what happened" reports that never tell you why. What you get: → Every theory tested in parallel instead of one biased guess → An adversarial pass that kills the wrong answer before you act on it → A ranked diagnosis with confidence levels and evidence both ways → A reusable workflow you drop next month's export into and re-run Built 100% in Claude Code with the new dynamic workflows. The first account I ran it on looked like textbook creative fatigue. The workflow disagreed, and traced the real cause to a budget change that had doubled spend and flooded delivery with junk traffic. I put together a full playbook with the exact workflow, the prompt, and how to run it on your own account. Want it for free? > Like this post > Comment "META" And I'll send it over (must be following so I can DM)show more