rob (@FieldToFuture) header
rob (@FieldToFuture) profile picture

Building @Recertia | AI RL Researcher @georgiatech

SF
Joined October 2012
Photo by rob (@FieldToFuture)Photo by rob (@FieldToFuture)Photo by rob (@FieldToFuture)Photo by rob (@FieldToFuture)Photo by rob (@FieldToFuture)Photo by rob (@FieldToFuture)Photo by rob (@FieldToFuture)Photo by rob (@FieldToFuture)Photo by rob (@FieldToFuture)Photo by rob (@FieldToFuture)
You: “Babe… are you a honeypot?” Taiwanese GF: “No. But the fact that you just asked me that means you already fell for it.”
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This is f*cking insane. Geoffrey Hinton, the Nobel Prize winner they call the Godfather of AI, was asked what AI will do to jobs. His answer: "For mundane intellectual labor, AI is just going to replace everybody" In 93 seconds, he explains why this time is different: one person with an AI assistant will do the work of 10 The new jobs everyone promises? If AI can do all routine thinking work, he asks what jobs are left to create Then the part that hits hardest. His niece answers complaint letters for a health service. Each one took her 25 minutes. Now AI writes it, she checks it, and it takes 5. So they need five times fewer of her He agrees it won't be AI that takes your job, it'll be a person using AI. That just means far fewer people 10 People → 1 Person + AI → Agents → Harness → Loops → The One Who Stays Save this before it disappears from your feed Everything below is free: A free AI course for non-programmers elementsofai.com AI Python for beginners, taught by Andrew Ng learn.deeplearning.ai/course… Interactive prompt engineering tutorial github.com/anthropics/prompt… Starter projects you can deploy with Claude github.com/anthropics/claude… The OpenAI cookbook github.com/openai/openai-coo… An open-source agent that runs on your machine github.com/aaif-goose/goose The open-source coding agent github.com/anomalyco/opencod… Gemini in your terminal github.com/google-gemini/gem… Open-source AI developers github.com/OpenHands/OpenHan… Build resilient agents as graphs github.com/langchain-ai/lang… Microsoft's agent framework github.com/microsoft/autogen Secure sandboxes for your agents github.com/e2b-dev/E2B Let your agents use any website github.com/browserbase/stage… Be the one person who runs the AI, not one of the nine it replaces 95% will wait to find out if their job is next, the 5% who build a harness will be the one doing the work of ten Bookmark it and start with the first link tonight Then use the guide below to build your harness before your job gets automated ↓
Your agent loop is probably a cron job with your credit card Researchers checked 36,487 repos. Nearly all loops had a trigger. Far fewer had a check, state or an exit What's missing across the harness, the loop and the graph ↓
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I'm an accelerator, a founder house, a program. The name doesn't matter, here is what I am: 8 weeks in San Francisco to build the foundations of a generational company - non-US based founders - pre-idea, pre-team - 40 spots - $250k investment for the best teams what I cover: flights / housing / food / visa support / co-founder matching / personalised support / network access by Entrepreneurs First backed by Patrick & John Collison, Demis Hassabis, Daniel Gross, Nat Friedman, Reid Hoffman, Eric Schmidt & others alumni have built: Cleo, Aztec Network, Gensyn, PolyAI, Neptune Robotics, Magdrive Comment your edge ! Our next cohort is open now
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California State Christmas Tree 🎄
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Experimenting with this papers concepts but from a different non-weight perspective. Curious to see what I can do with AI RL on models.
LLM RL? 🔥 if true
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San Francisco has one of my favorite surf spots in the world. Just took this shot
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Interesting. Money talks?
JUST IN: Bipartisan Senate bill could fast-track AI data center construction across the U.S., with lawmakers reportedly considering a vote as early as next week.
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LLM RL? 🔥 if true
This quoted post is unavailable.
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Fine wine and code? 🍷 I’m good with a Napa wine as well. Cheers!!
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Shut off my @bot @grok until I can manage its burn rate better. I’ve burned 44% of my weekly Ultra account in ~2 days. I was more efficient with tokens when I managed my own planning, building and testing. I agree that bots are where I need to be, I just am not ready to make that financial commitment of an extra $300-500 in excess usage. I’m not into “feed the meter” with the exception of open router where it gives my 100s of LLM choices.
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This is f*cking insane. OpenAI co-founder Ilya Sutskever went back to the University of Toronto and told the graduates this: "The day will come when AI will do all the things that we can do. Not just some of them, but all of them Anything which I can learn, anything which any one of you can learn, the AI could do as well" In this 9-minute speech, he explains why your brain is a biological computer, and why a digital one will learn everything it can Neural Nets → AlexNet → ChatGPT → Safe Superintelligence → AI That Can Do Every Job His advice for living through it: accept reality as it is, don't waste time regretting the past, and keep asking what the best next step is "You may not take interest in AI, but AI will take interest in you" The people who watch what AI can actually do, not the hype, will be the ones who know how much time they have Worth more than any $5,000 AI course Bookmark it and watch it tonight Then read how to put AI to work for you before it takes the work in the harness engineering guide below ↓
Your agent passed every test The issue is still open A better prompt won't fix it, because the model isn't the broken part I broke down the harness, loop and graph around it: what each one owns, how they nest, and which one to fix first ↓
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Celebrating the light, love and timeless beauty of Diwali 🪔
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Management by walking around.
Ron Baron asked Elon Musk how many CEOs live on site in an Airstream and work hands-on with everyone. MUSK: “Airstreams are actually pretty nice... It’s parked right next to the power plant.” “We built this power plant that’s producing over a gigawatt... in about a year, as opposed to normally about five years.” “There is no upstairs.” He walks the entire site up to five times a day. He’s pulled power cables “the size of an anaconda,” run fiber, wired switches, and worked on the power plant software. “I try to do at least a little bit of everything, so that I’m not numb to the pain of the people who are actually doing it.” “It’s not as though I’m sitting in an office and somebody has to come to me. I’m walking the floor, asking them questions actively.” There’s a reason SpaceX is winning the compute race.
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#New: Bay Area median home prices, by county: San Mateo: $1.58 million Santa Clara: $1.56 m Marin: $1.48 m San Francisco: $1.44 m Alameda: $1.04 m Napa: $869,000 Contra Costa: $768,000 Source: @zillow
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My GPUs await
The becoming begins.
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We're giving away a Hogwarts Legacy custom wrapped NVIDIA GeForce RTX 5090 to celebrate its official release with DLSS 5 🪄 To enter: 🟢 Share this post 🟢 Comment #RTXON Terms and Conditions: nvidia.com/en-us/geforce/con…
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Elon called it out: SoftBank is defaulting on their turbine orders. I suspect the main reason is what I repeatedly pointed out for months: 1. SI demand is going through the roof. There is no bubble. 2. The real problem is supply. 3. Supply has multiple layers: a) Energy b) Land and permits c) Buildings d) Chips & memory e) Building the superclusters f) Financing a) has become the #1 problem, and only Elon can solve it. You need to literally manufacture your own turbine blades. OR you have to find a place where there is enough excess energy AND an entity that is able to do the right kind of deal - which is possible but very hard. b) this is becoming harder but is not the primary problem. Going forward, it requires pitching local communities, offer very good deals to the actual people living there and making sure everyone is happy, which requires a new skillset c) Buildings = easy d) Getting access to large clusters of chips AND memory requires large-scale projects (50B+) AND a strong reputation that you will get it done and pay. Not many entities or people can secure supply from Nvidia and Micron. e) one of the most underrated problems: you have to actually build these things with hundreds of thousands of perfectly calibrated GPUs, etc. - you need a lot of rocket scientists for that, or face years of delay and massive cost explosions f) you need access to tens of billions of money , meaning flawless credit profile OR a pile of cash you are sitting on OR a deep equity market profile. Put these together - and you will see this game is one that can only be done by AWS, META, MSFT, GOOG and SPCX... AND that SPCX will have a 2-4x speed advantage, wich translates into tens of billions saved in interest and faster ROIC cycles. +++ In short: MASSIVE demand overhang that is getting WORSE over time. TRILLIONS of margin to be generated over the next 5 years. A HANDFUL of companies who can stand up the supply. SPCX getting the lion share of it. /C /Compute buildout.
Replying to @KatieMiller
SoftBank is defaulting on their turbine orders
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Not sure yet what to make of this. What do you think? 🤔
SITUATION DETECTED: Delaware is drafting a proposal for a new form of corporate entity called an Artificial Intelligence Company (AIC). An AI managing an AIC would be able to provide services, sign contracts, hold property, and even file or defend lawsuits in the company’s name.
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There’s an uncomfortable déjà vu with May 2020, the stretch where I ended up on the 6PM news. Most of the portfolios are well in the red today. At the same time, setups like this are often where the better entries appear. 🐂 🐻
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People who ghosted me six years ago are now reaching out for help (jobs, investing, advice) I could ignore them. But I know that eventually, I'll be the one reaching out to them. You never know which side of the table you'll be on next. The only winning strategy is the long game: be kind and generous.
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