Ryan Jacobs @rmjacobs
Joined April 2014-
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@adamcurry I didn't have this on my list of October surprises! That said, I am looking forward to the ways the Lord will direct your steps and praying for you along the way.
Are Small Models Really a Threat? The Anthropic Fear Factory just released a new report warning that small models may be only months away from self-replicating across cheap IoT devices like off-brand Android TV boxes and smart ovens. They say such an AI worm would be hard to shut down since there’s no central kill switch. We’ve gone from “The Terminator is coming” to “your toaster might kill you.” But the experiments don’t support the dramatic headlines. They ran a 26B model across 15 $55 TV boxes at 0.39 tokens per second. The end-to-end test used emulated devices with deliberately open ADB ports, so the “hacking” step was trivial. The capable model often ran on a separate server. Agents were harnessed and told to propagate. This is not proof of autonomous rogue AI worms in the wild. Nor is the threat even novel. Worms that do this without AI already exist. Mirai in 2016 scanned for default credentials and built massive DDoS botnets. Kimwolf has infected over two million devices, mostly cheap Android TV boxes, by hitting open ADB ports. Small models don’t currently add much that matters on these targets. The bottleneck has never been figuring out the device. It’s the huge number of devices that ship with open ports, default passwords, and no patching. Traditional worms already exploit that at scale. A practical attacker would use the best models available offline to design a better traditional worm, then ship the lean binary. You get the intelligence benefit at design time without dragging a slow, heavy model along with every infection. Embedding a weak model in the payload is the worse option for anyone who actually wants the largest, fastest botnet. The timing of Anthropic’s latest scare campaign is hard to ignore. The day before, Brian Armstrong posted that Coinbase fine-tuned an open-weight small model (Qwen-3.5-9B) on proprietary fraud data. It beat frontier models, including Anthropic’s own Opus 4.5, while being faster and much cheaper. In testing it cut fraudulent transactions by about 30%. This is the emerging pattern. For narrow enterprise workloads you don’t need a general superintelligence. You need a small specialist model trained on your own data. Cheaper to run, especially as compute gets tighter, and often better on the metric that matters. That is a direct threat to the frontier-company model of selling access to ever-larger general models. Safety advocates should be welcoming this development. If the real concern is existential risk from ever-larger frontier systems — the ones that could theoretically do sustained autonomous R&D or become hard to control — then a shift toward smaller specialized models is the safer outcome. Small models specialized on fraud detection or support tickets are not pushing the frontier. They are not in the category of systems that could become a new species. The theoretical loss-of-control risk is created by models getting bigger and more generally capable. Safety advocates focused on those risks should welcome companies having a cheaper alternative to constantly scaling general models. Instead we get dramatic warnings about small models at the exact moment they are starting to take real enterprise share from closed-model companies like Anthropic.
Unrealized gains tax for Gen-Z: You buy a Pokémon card for $50. Someone offers you $500 for it. You say no. You love that card. You're keeping it. The government says: "Cool, but that card is worth $500 now. You owe us $100 in taxes." You: "…I didn't sell it." Government: "Don't care. Pay up." You don't have $100 lying around. So you're forced to sell the card you love just to pay a tax on money you never received. Next month? That card drops back to $50. Your card is gone. Your money is gone. And the government shrugs. That's a wealth tax on unrealized gains. They don't pay you back the tax... Now picture this. Your mom calls you crying. She has to sell the house she raised you in. Not because she can't afford it. She's lived there 30 years. It's paid off. But some website says it's worth more now and the government says she owes $15,000 she doesn't have. So she sells your childhood home. The kitchen where she made you breakfast. The doorframe where she marked your height every birthday. Gone. To pay a tax on money that was never real. Now picture the opposite. Your dad put everything into his small business. For 20 years he built it from nothing. One year the business is "valued" at $2 million on paper. He owes a massive tax bill. He empties his savings. Sells his truck. Borrows money. Pays it. Next year the market crashes. His business is worth $200,000. He lost everything to pay a tax on a number that doesn't exist anymore. Does the government give him his money back? No. Does the government give him his truck back? No. Does the government care? No. They sold this idea as "taxing billionaires." But billionaires have armies of lawyers, offshore accounts, and trusts. They'll be fine. You know who won't be fine? Your mom. Your dad. Your neighbor with a small business. The farmer down the road who's had the same land for four generations and now has to sell it because dirt got expensive. You're not taxing wealth. You're taxing people for owning things. It's like getting a parking ticket for a car you might drive somewhere someday. They want you to own nothing and be happy. To fund the fraud, waste and abuse of the welfare state they created. There is enough money. More tax isn't needed. It's all a lie. But you've been gaslit into believing this is a rich vs poor debate. I hope you understand what's at stake.
I’m still game @elonmusk?
Every single time.
They're storming churches, infiltrating institutions, lying in media, seizing wealth, attacking reporters in the streets, and agitating the dregs of society as weapons against the middle class Has anything like this ever happened before?
🧵THE UNIPARTY UNMASKED – They Believe They Are “Democracy” The seven NGOs in the chart below, in my view, represent the Uniparty. Each of these organizations receives substantial financial support from USAID or the Department of State. Around 2019, the phrase “democracy in danger” began to dominate public discourse, amplified by the media. This was odd—after all, the U.S. is a democracy (or more precisely, a constitutional republic). But as I traced the influence of these NGOs, a pattern emerged: they are controlled by establishment politicians, they play a major role in shaping political narratives worldwide, and their core mission is always framed as “protecting democracy.” Originally, these NGOs were created to support U.S. democratic efforts abroad—many of them emerging during the Cold War to combat the spread of communism. But with the fall of the Soviet Union, their original purpose faded. Instead of dissolving, they redefined their mission. Now, they have positioned themselves as the guardians of democracy itself. This shift explains why Trump’s re-election was framed as a "threat to democracy." To these NGOs, “democracy” means themselves. Their survival depends on maintaining that role, and any challenge to their authority is perceived as a direct attack on democracy itself.
BREAKING: Scott Adams’ ‘Reframe Your Brain’ is #1 overall bestseller on Amazon as Americans say goodbye to their internet dad | The Post Millennial The book become the top-selling book across all categories on the platform. Adams was pronounced dead Tuesday morning after a battle with prostate cancer. He had publicly disclosed his diagnosis in 2025 and continued hosting his Coffee with Scott Adams livestream as his condition worsened. In the final weeks of his life, the show shifted to a call-in format, with Adams speaking directly to friends, colleagues, and long-time viewers. On Monday, Adams was transferred to hospice care after learning that his prognosis had significantly deteriorated. Earlier in January, he told viewers that his chances of recovery were effectively nonexistent. “So the odds of me recovering are essentially zero,” Adams said during a recent broadcast. During the Tuesday morning episode of Coffee with Scott Adams, his ex-wife Shelly Miles announced through tears that Adams had died shortly before the show went on air. She read a message from Adams, written earlier this month, in which he said that he had accepted Christianity before his death. “I accept Jesus Christ as my Lord and Savior, and look forward to spending an eternity with Him,” the message read. Adams was best known as the creator of the Dilbert comic strip, which launched in 1989 and became internationally syndicated. The strip was inspired by Adams’ experiences working in the corporate world and became widely associated wi th office culture in the 1990s. thepostmillennial.com/breaking-scott…
I should have added to this essay that Scott's book/memoir "How to Fail" is very good. It's one of those books that has the potential to knock you out of your habitual and mediocrity-producing thinking-patterns. I especially appreciate the fact that Scott was a very "ordinary" American in many ways. So the lessons he learned on his path to success are especially useful for regular people with typical backgrounds working normal jobs––as opposed to most memoirs, which tell the exceptional, Hollywood-worthy stories that entertain us the most, but give us the least actionable advice.
R.I.P Scott Adams (1957-2026) –– creator of Dilbert As I write in @TheFP, I didn't always agree with Scott, but he did make me a better thinker. thefp.com/p/coleman-hugh…
2026 is almost unimaginable to those of us who had "time in the wilderness." It's a completely better world. Yet we never win. There's no tidy ending. The prize for winning is we get to fight again. Which is better than being slaughtered. That's for sure.
Remember the names of every Republican member of Congress who votes no today against defunding the National Endowment for Democracy. That list of names is your primary-the-shit-out-of-them map for 2026.
Scott Adams never lost the ability to surprise me with his ideas and observations. He could comment on the same event or situation everyone else was looking at and reveal a new angle or a whole new world. My brain grew every time I heard his voice. What a loss. What a figure.
Hard for people to appreciate how much money Scott Adams lost. He was living the dream. Dilbert cash. VC deal flow. Cash flow like crazy for speaking gigs where big companies fly you first class, pay you big checks for a lunchtime time. He lost that, and gained being a legend.
In 2016, Scott Adams tells Jake Tapper that since he came out as a Trump supporter, progressives have been trying to sabotage his career as a cartoonist
The world lost a great man today. I remember seeing Dilbert comic strips as a kid growing up in Saudi Arabia. Little did I know that decades later, I'd get the chance to hang out with its creator and interview him several times. Scott was always gracious and kind to me. Even approaching death, he remained a fighter and tried to be useful until the end. He didn't give up. Millions of people around the world have been positively impacted by his work and I'm grateful to be one of them. What a brilliant mind. Thank you @ScottAdamsSays! May you rest in perfect peace. 🙏🏾
There's nothing I did That was more... More fun than that Watching my step daughter play 𝐒𝐎𝐂𝐂𝐄𝐑 With @ScottAdamsSays
Scott Adams broke new ground in death. Recording his show to his last breath he did something remarkable. He invited those who loved him into his sitting room, shepherded them through their grief, prepared them for his inevitable death, and without hiding any of the ravages of the disease that took him. He somehow did it all with remarkable dignity and stoicism. Just days ago he laughed through the pain as guests lined up to spend time with him. It was remarkable to observe. No hint of a man putting affairs in order, or seeking last minute reassurances or plaudits. Rather, it was like a father comforting his children. To document his decline and death, his human interactions and giving closure to those he knew would need it the most, he did the impossible - he made dying on livestream noble. A remarkable end to an already remarkable life.
@BostonGlobe Boston Globe, the creator of dogshit who veered into slanderous purpled-colored vomit and bile, has died as a credible news outlet.
Scott Adams could have kept his mouth shut in 2015, kept those lavish corporate speaking gigs where he'd earn 50-100K per talk, and have died with an extra zero or two in his bank account. Instead he chose courage and died surrounded by the love of tens-of-millions.
At the beginning of the Black Lives Matter bullshit in 2020, I mentioned that the left doesn’t want to abolish prisons or police. They want to be the prison wardens and the police. They want to lock up their enemies & liberate their friends. That hasn’t changed.
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☕ INeedCoffee @INeedCoffee
5K Followers 1K Following By Coffee Fans, For Coffee Fans! Since 1999. Do not send DM. Sister site is @EcoFriendCoffee.
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135 Followers 361 Following Father, Husband, software hacker, Assistant Coach for McNicholas High School girls basketball, and consumer of most sports
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291 Followers 633 Following Traditional Senegalese Style Spiced Ground Coffee with Arabica Coffee Beans, Cloves & Moor https://t.co/NSta9HTOKp… https://t.co/VbbTLkIZFh…
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124 Followers 443 Following Director at Avionos. Host of I Don't Know What I'm Doing - The Podcast https://t.co/nMcWwHvwAw
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18 Followers 53 Following I am a father of three great children and a husband to a wonderful wife. I own my own natural healthcare facility and love my job.
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737 Followers 153 Following Publisher of @INeedCoffee and @EcoFriendCoffee. Archiving @NeilRogersRadio. #Code #OhioState #PotatoHack
Jay Bhattacharya @DrJBhattacharya
708K Followers 7K Following Emeritus Professor Stanford School of Medicine. MD, PhD. NIH Director. All my posts represent my views alone.
Alison Young @alisonannyoung
13K Followers 8K Following Senior National Reporter @HealthbeatUS + author of Pandora’s Gamble. [email protected] Signal: alisonyoungreports.48
Katherine Eban @KatherineEban
23K Followers 3K Following National Investigative Correspondent @RollingStone, NYT bestselling author "BOTTLE OF LIES". @PolkAwards winner. Animal lover. #Knicks fan. DM 4 Signal.
zeynep tufekci @zeynep
379K Followers 740 Following Complex systems, wicked problems. Society, technology, science and more. @Princeton professor. @NYTimes columnist. My newsletter @insight https://t.co/6Ky01N9JwA
Alina Chan @Ayjchan
79K Followers 607 Following Scientist against lab-based pandemics 🧬 Co-author of VIRAL: the search for the origin of Covid-19 📖 A dangerous young investigator 🕵🏻♀
Ayaan Hirsi Ali @Ayaan
606K Followers 1K Following Christian, founder @AHAFoundation, fellow @HooverInst, founder & contributing editor @RestoringWest and host of the Ayaan Hirsi Ali Podcast. Opinions my own.
American Debunk @AmericanDebunk
69K Followers 981 Following US Politics, Media, and Culture. Changing the world through influence. Simultaneous sipper forever 🇺🇸 | https://t.co/8UbX5zL3WZ
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347K Followers 219 Following Just making sense of things... Subscribe = Early-Access, Interviews & Docs! JRE Guest #2430 https://t.co/chQAIfXHrd
David Sacks @DavidSacks
1.8M Followers 4K Following Tech founder & investor @Craft_Ventures @theallinpod. Co-Chair, President’s Council of Advisors on Science & Technology.
Brutus Buckeye 🌰 @Brutus_Buckeye
198K Followers 2K Following The official mascot of Ohio State athletics, bringing you pure fandemonium & #GoBucks all day, every day!
TreVeyon Henderson @TreVeyonH4
129K Followers 347 Following Jesus Saved My Life | Husband | Football Is What I Do, A Child Of God Is Who I Am
Bobby Carpenter @Bcarp3
87K Followers 512 Following 7 year NFL LB | 2x Grad of tOSU / Adj Professor | Cohost @MorningJuice971 THE FAN | @sxmcollege | @bobbycarpshow https://t.co/o6SLGVFQKw
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26K Followers 3K Following God loves you, pass it on. Find out more by doing 321. Link below... (Views my own)
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2.6M Followers 93 Following Official account of Ray Dalio, founder of Bridgewater Associates, author of #1 New York Times bestseller 'Principles,' professional mistake maker
Land-Grant Holy Land @Landgrant33
41K Followers 250 Following The sarcastic black sheep of the Buckeye Nation blogosphere. If we say something stupid, it was a joke. If we say something smart, it was serious. #GoBucks
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2.5M Followers 952 Following Follower of Jesus, constitutional lawyer, husband to Erin, Dad to Elijah, Blaise and Abigail, U.S. Senator for Missouri
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5.4M Followers 11K Following Author, Filmmaker, Host of Dinesh Podcast. Read my investigative work on Substack: https://t.co/e9jgDYkZ6c
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6.0M Followers 1 Following 46th Governor of the great state of Florida.
Marc Andreessen 🇺�... @pmarca
6.7M Followers 34K Following You’re not talking to someone who woke up a loser. That loser attitude, that loser premise makes no sense to me.
Jim Tressel @JimTressel5
155K Followers 44 Following Ohio Lieutenant Governor Former Head Football Coach Youngstown State and Ohio State Former President Youngstown State University. Go Penguins!! Go Buckeyes!!
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56K Followers 3K Following Now The Tim May Show on https://t.co/Mfqgc9YMqA, hits on 97.1TheFan, 10TV after 42 years Columbus Dispatch, 6 LettermenRow. Covering Ohio State FB 43 seasons
AKIRA THE DON @akirathedon
44K Followers 561 Following 🌊 Creator of the Meaningwave®️ Universe 🎶 https://t.co/TFcCrjsbVK
Bucknuts @Bucknuts247
56K Followers 2K Following Your home for Ohio State Buckeyes Football, Basketball, and Recruiting News on @247Sports of @CBSSports.
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602K Followers 114 Following Presenter of the hit Netflix docuseries “Ancient Apocalypse”, and author of many international bestselling books. Full list: https://t.co/4KGIwOmV1W
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342K Followers 146 Following 41st United States Secretary of Commerce. Amazing wife and 4 great kids.
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5.5M Followers 1K Following Christian, husband, dad. Vice President of the United States.
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1.0M Followers 2K Following “Put on the whole armor of God, that you may be able to stand against the wiles of the devil.” Ephesians 6:11-13
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1.3M Followers 28 Following 50th Vice President of the United States. Christian, husband, father. Proud to serve the American people with President Donald J. Trump 🇺🇸
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