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Keeping your yard tractor clean may seem almost unnecessary to a lot of people but it helps with the overall longevity of the machine. Less dust in and around mechanical components is always a good thing.

I'm having a lot success using Fable xhigh as a planner/architect, using GPT 5.5 xhigh (subscription) as a coder, then Fable xhigh again as a judge. At API pricing, planning+judge costs are in the ~few dollar range compared to typical $50+ full round trips. I've seen some others using dumber/cheaper coders, but GPT 5.5 even at xhigh compared to Fable 5 is very cheap and very fast. And GPT 5.5 is just... really good. Still been less than 24hrs since the re-release so the longevity of this approach is unclear, but its been working really well.

@agisummitai Viki framing AI's real payoff around longevity and daily life instead of productivity is a refreshing angle from someone writing Series A to pre-IPO checks. Curious how that lens shows up in what she actually chooses to back.

"Lionel Messi is number one and he has stood the test of time." @Nicocantor1 celebrates Lionel Messi's longevity after the 38-year-old became the top goal scorer in World Cup history 🇦🇷

This is WILD! Ray Kurzweil, the futurist who predicted the internet, smartphones, and AI says aging ends by 2032 (Save this) Kurzweil, now 78 years old, told a live audience that humanity will reach longevity escape velocity by 2032 and he explained exactly what that means with mathematical precision. Right now, for every year you live, you get back approximately five months of life expectancy from medical and scientific progress meaning you are losing roughly seven months of net life per calendar year. Longevity escape velocity is the threshold where that ratio flips, for every year you live, you get back a full year or more from scientific progress, meaning your biological clock starts running backward. Kurzweil's prediction is that threshold hits by 2032 and beyond that point, you do not simply stop dying of aging, you actively get younger every year. The mechanism is AI-driven drug discovery at a scale that was physically impossible five years ago. By 2030, Kurzweil argues, AI will be able to take a biological problem, generate millions of potential drug candidates, screen all of them, and run trials on simulated digital populations compressing decades of clinical research into weeks. This is already happening. David Sinclair's lab at Harvard used AI to virtually screen 8 billion molecules against aging targets and is now preparing human trials moving from $400,000 gene therapies toward a $100 pill that can reset biological age by 50 to 95% in four weeks. Sinclair has already demonstrated the ability to reverse aging in mammals restoring sight in mice with optic nerve damage and reversing Alzheimer's symptoms in lab models. Kurzweil's track record is what makes the 2032 claim impossible to dismiss. He predicted the internet's global dominance in 1990, the defeat of a world chess champion by a computer in 1998, pocket-sized devices as primary communications tools in 1999, and AI passing professional exams in the mid-2020s, all before anyone else was saying it publicly. If you are under 60 and in reasonable health, his message is stay alive, stay healthy, and get to 2032. The tools on the other side of that date will be unlike anything medicine has ever produced.

Anthropic just retook the AI crown from GPT 5.5, and split its model in two: Fable for the public, Mythos for trusted organizations. Apple admitted it lost the foundation model race and handed Siri's brain to Google. -- Brian Armstrong's NewLimit: $435M raised, $3.1B valuation, reversing cellular aging. Human clinical trials targeted for next year. -- Global longevity investment hit $8.49B in 2024 more than double the prior years. -- Apple paying Google ~$1B/year for a custom 1.2 trillion parameter model to rebuild Siri. -- Fable 5: 80.3% on SWE-Bench Pro. On the harder FrontierCode Diamond set: 29.3% vs Opus 4.8's 13.4%

Elon Musk: "You're programmed to die. And so if you change the program, you will live longer." The body’s cells all age in perfect sync, no one has an old left arm and a young right arm. That means the aging clock is obvious and programmable. Musk points out bowhead whales live 200 years and Greenland sharks over 500, proving extreme longevity is possible in nature. He believes solving human semi-mortality is not particularly hard it's either a hardware or software problem we’ll crack with tech in the next decade. Key advice: “The important thing is not to die from something stupid before the solutions come.” In retrospect, the fix will seem extremely obvious. What do you think are we on the verge of rewriting our lifespan code?

Jensen Huang just handed every AI cloud investor the clearest framework for picking winners and the question is who actually understands what he said (Save this). Compute is not just infrastructure anymore but rather revenue, and performance per watt is the mechanism by which that revenue becomes profit. The argument Jensen made at Computex deserves to be unpacked fully because it completely reframes the neocloud investment thesis. Every AI factory operates inside a fixed power envelope and once your data center is built and your power contracts are signed, that ceiling does not move. One gigawatt means one gigawatt and the only variable that determines how much money you make is how many profitable tokens you can squeeze out of each watt of electricity flowing through your facility. An operator who chooses cheaper, lower efficiency chips because the upfront cost looks attractive is not saving money and they are permanently handicapping their revenue ceiling for the life of that asset. Every watt that produces fewer tokens is a watt that will never recover those lost revenues, for as long as that infrastructure runs. Jensen's second point is about asset longevity and it is equally important to understand. AI software is evolving every few months from CNNs to Transformers to Mixture of Experts to agentic systems and that pace is not slowing down. A hardware architecture that cannot adapt to new software paradigms has a short useful life, and a short useful life means a high total cost of ownership. Infrastructure built on Nvidia's CUDA ecosystem has a built in software longevity advantage because every new model, framework, and optimization is written for CUDA first. Now apply that framework directly to Nebius, which is the most important stock in the neocloud category. Nebius built its entire infrastructure around full Nvidia integration from the ground up. Nvidia and Nebius announced a formal strategic partnership in March 2026 specifically to develop the next generation of hyperscale AI cloud deployments together. Nebius is already offering Blackwell Ultra GB300 NVL72-powered instances to customers, meaning it has the highest-performance GPU currently available commercially running inside its own infrastructure. The token economics follow directly from the architecture. Contracted power has now passed 3.5 gigawatts, with more than 75% of that capacity owned outright rather than leased. The Meta deal alone is worth $27 billion over five years, and the Microsoft agreement is worth up to $19.4 billion. The 2026 plan targets 480 megawatts of live AI cloud capacity, 150,000 GPUs deployed, and $3.7 billion in annualized revenue implying next twelve month revenue growth of roughly 489%. Q1 2026 revenue was $399 million, up 684% year-over-year, and the CEO said on the earnings call that everything Nebius builds gets sold immediately. Fully booked capacity at an AI cloud running Nvidia's best hardware, inside a power-scarce environment where performance per watt is the direct driver of profitability, means Nebius's revenue ceiling moves in direct proportion to the power it can bring online. CoreWeave, a direct comparable, trades at a materially higher multiple on a smaller contracted power base. Nebius owns more of its capacity outright, has a longer-dated and larger contract backlog on a per-gigawatt basis, and is growing revenue at a faster rate. Milk road remains extremely bullish on Nebius and come join Milk Road Pro and get our full Nebius positioning breakdown and our other AI trades for just a dollar. Link down below!