Previous @Archegos Capital - Head of Investments Now in Jail

Palo Alto, California
Joined August 2021
What if there’s a significant plateau in training these LLM models? Do we move towards breakups into smaller, more efficient, use case specific models? What beyond that? An open source implementation on device? Inference heavy and less on training? Is that how this plays out?
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A message from a Kindergarten teacher: After forty years in the classroom, my career ended with one small sentence from a six-year-old: “My dad says people like you don’t matter anymore.” No sneer. No malice. Just quiet honesty — the kind that cuts deeper because it’s innocent. He blinked, then added, “You don’t even have a TikTok.” My name is Mrs. Clara Holt, and for four decades, I taught kindergarten in a small Denver suburb. Today, I stacked the last box on my desk and locked the door behind me. When I started teaching in the early 1980s, it felt like a promise — a shared belief that what we did mattered. We weren’t rich, but we were valued. Parents brought warm cookies to parent nights. Kids gave you handmade cards with hearts that didn’t quite line up. Watching a child sound out their first sentence felt like magic. But that world slowly slipped away. The job I once knew has been replaced by exhaustion, red tape, and a kind of loneliness I can’t quite describe. My evenings used to be filled with construction paper, glitter, and glue sticks. Now they’re spent filling out digital reports to protect myself from angry emails or lawsuits. I’ve been yelled at by parents in front of twenty-five children — one filming me with his phone while I tried to calm another child mid-meltdown. And the kids… they’ve changed too. Not by choice. They arrive tired, anxious, overstimulated. Their tiny fingers know how to swipe a screen before they can hold a crayon. Some can’t make eye contact or wait in line. We’re expected to fix all of it — to patch the gaps, heal the trauma, teach the curriculum, and document every move — in six hours a day, with resources that barely fill a drawer. The little reading corner I once built, full of soft beanbags and paper stars, was replaced by data charts and “learning metrics.” A young principal once told me, “Clara, maybe you’re too nurturing. The district wants measurable results.” As if kindness were a weakness. Still, I stayed. Because of the small, holy moments that no spreadsheet could measure — a whisper of, “You remind me of my grandma.” a shaky note that read, “I feel safe here.” a quiet boy finally meeting my eyes and saying, “I read the whole page.” Those tiny sparks were my reason to keep showing up. But this last year broke something in me. The aggression grew sharper. The laughter in the staff room turned to silence. The light went out of so many eyes. I watched brilliant teachers — my friends — vanish under the weight of burnout, their joy replaced by survival. I felt myself fading too, like chalk on a board that’s been wiped one too many times. So today, I began my goodbye. I pulled faded art off the walls and tucked thirty years of handmade cards into a single box. In the back of a drawer, I found a letter from a student from 1998: “Thank you for loving me when I was hard to love.” I sat on the floor and cried. No party. No applause. Just a handshake from a young principal who called me “Ma’am” while checking his notifications. I left my rocking chair behind, and my sticker box too. What I carried with me were the memories — the faces of hundreds of children who once trusted me enough to reach out their hands and learn. That can’t be uploaded. It can’t be measured. It can’t be replaced. I miss when teachers were partners, not targets. When parents and educators worked side by side, not in opposition. When schools cared more about wonder than numbers. So if you know a teacher — any teacher — thank them. Not with a mug or a gift card, but with your words. With your respect. With your understanding that behind every test score is a heart that cared enough to try. Because in a world that often overlooks them, teachers are the ones who never forget our children.
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And do you believe in magic
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Bill Hwang ☂️ retweeted
A society in decline... The effects of leaving the Gold Standard:
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Bill Hwang ☂️ retweeted
The first person Khamzat Chimaev called after winning the title is His mother 👑❤️ he’s good both in and out of the cage #UFC319 (via @ufc )
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Bill Hwang ☂️ retweeted
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Robotaxi launch is a major BEAR case for all car companies $f $gm $tsla should honestly clean house. The choice is not between an EV vs ICE car anymore The choice is between a car that can make money for you vs a car that can not
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Man, JOSH INGLIS has an infectious positive energy about him. Such a positive add to @PunjabKingsIPL Embodiment of Chardi Kala @ShreyasIyer15 @RickyPonting @realpreityzinta @nesswadia
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Bill Hwang ☂️ retweeted
I don’t care if the customer was late, rude or otherwise out of line. No airline employee should ever behave this way. There is a professional way to handle things, especially when you are representing a major airline. The state of air travel sucks.
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Bill Hwang ☂️ retweeted
Wow, what a picture.
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The best thing that can happen for @Canada is for @liberal_party to win by a majority margin. A wake up call is needed. Go @MarkJCarney @MarkCarney_Ego #bcpoli #onpoli #CanadaElection2025
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Bill Hwang ☂️ retweeted
🚨 JUST IN: Treasury Secretary Scott Bessent launches an all-out push for financial literacy among Americans. He says everyone should become financially literate.
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BREAKING: A new Pope has been chosen
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Lol. I just listened to @MarkJCarney on @profgalloway podcast. And did a complete 180 on the guy. He actually answers questions directly, a feat no other Canadian politician seems to be able to achieve. He’s clearly a couple of standard deviations more intelligent 1/2
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Than @PierrePoilievre Honestly @Canada is beyond saving via policy at this point. And it’s sad to state this but @PierrePoilievre has no chance. Even if he wins, it’s hard to imagine him getting anything done. He will not be able to sway anyone. @Tablesalt13 @StephenPunwasi
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Bill Hwang ☂️ retweeted
Men aren’t buying when feminism is selling, and that’s making the feminists very frustrated
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Bill Hwang ☂️ retweeted
The Supreme Court just ruled that under the Alien Enemies Act of 1798, Trump has total authority to continue this:
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