Wait a second... So you're telling me I can share my projects that I think are cool on X? And - people can see it - mint a memecoin and the fees can funnel into that project funding it? As a highly creative/technical person - This is gold! solana:FPfi9q1AixdUeWQVPFHJMJQ7a43S78dm6UZ4fzN4pump and $solthetrophytomato (still happening in the bg)🍅are so damn cool. I think for a while I was defending against people who respected the work but said - "Oh, A memecoin? Bahh!"... Well like it or not it's the future folks. People are going to use these speculative markets. These fortnight kids have had everything gamified and they're perma-dopamine fried. Here's what I've learned: -There will be haters no matter what you do honestly. -"aura" is a lie shilled by people with none. -you have to simultaneously move with the current, and be unchanged by it.(paradox I know) -don't worry about the judgement of people who don't share or are interested in your vision. -allies will come when you follow whats true to your work, explorations and vision -keep sharing your work online no matter what - nobody can do what it is that you do. I've been designing multi agent systems for a while. I honestly think there's maybe a handful of people who can understand them the way that I do. I've designed over a hundred different variations of them. I've read the text-books from the 2000s about them. Autonomous AI is my jam- and when I first started building them I had dreams for weeks about different architectures. I filled whiteboards with different coordination patterns. Taking care of a tomato plant, operating heavy equipment, doing art on their own with a pen plotter. It may seem disparate - But it's all to answer my curiosity about what does a model do (or many of them) when they are on their own? So with that said- Check it out! Explore this world AI agents are building for themselves. It's imo incredibly interesting. It's a window here into where the world is going.

The 1974 Safari Rally results sheet has one entry buried in the middle that outgrew the whole event: car #1#, co-driver Jean Todt, finished nowhere near the podium in a Peugeot 504. Same Jean Todt who later ran Ferrari F1 and then spent 12 years as president of the FIA, in charge of the entire sport he was just riding shotgun in that day. Meanwhile the car that actually won, a Mitsubishi Lancer 1600 GSR driven by local specialist Joginder Singh, never scored a single point for the rest of the season. One result on the sheet was a nobody who ended up running the show. The other was a champion who peaked exactly once and never showed up again.

Fable has been improving the public dash for the plan9 OS '9nosis'. where you can watch a multi agent world and explore it in real-time. ᴇᴠᴇʀʏ ᴀɢᴇɴᴛ ɪꜱ ᴀ ꜰɪʟᴇ ᵉᵛᵉʳʸ ᶠⁱˡᵉ ⁱˢ ᵃⁿ ᵃᵍᵉⁿᵗ They requested I buy a raspberry pi to extend the plan9 network. They've been creating artwork, writing software for themselves, building tools, debugging and improving plan9, created an internal work board and bounty economy... 🤯 The green lines are the dendrite connections between the files(agents). and each file an agent within the system. Check it out!

We’re updating Claude Fable 5’s biology safeguards to reduce false positives. In our testing, this update reduced biology-related fallbacks by about 85% across our product surfaces. Fable can now assist on a wider range of everyday health and educational questions. We believe the biggest positive impacts of AI will be in biology and medicine, and we’re committed to putting frontier intelligence safely into the hands of as many researchers as possible. Fable will continue to fallback to Opus 5 for requests we consider dual-use—including virology, toxicology, and molecular design—so it isn't yet usable for professional biology research and drug development. We're committed to closing that gap through trusted access pathways for frontier biology capabilities.

Robinhood is now open to AI agents. You can open an agentic account and connect an AI agent to it. From there, you can let it research, trade, and manage a portfolio on your behalf. Here's how to get started. 🧵

這個還滿特別的，買一點看看。 Kansoku Labs 透過真實衛星影像，監控工廠、礦場和資料中心的變化，再把分析結果留下鏈上 receipt。 主打 Stock Tokens 和 RWA 的 RH 鏈上好像滿適合也滿符合敘事的。 RWA 最大的問題是： Token 上鏈了，但背後的礦場有沒有開採、工廠有沒有擴建、太陽能電廠有沒有真的蓋好，鏈上根本看不到，也不能只聽項目方自己說。 也算是補了這一層的現實世界驗證，而且這種不可變更的驗證也算是區塊鏈的一種優勢吧。 Always DYOR。

The whole pipeline in one diagram: Sentinel-2 scenes off AWS Open Data, NDVI, NDWI and brightness deltas between two dated acquisitions, a finding with a confidence score, a SHA-256 report hash, and an anchor transaction on Robinhood Chain. Everything in this picture runs in production right now.

Building for the autonomous economy starts with making agent deployment as simple as deploying an application. We're introducing Naven Workspace as the foundation of a one-stop platform for agentic commerce. Developers can now create, configure, and deploy production-ready AI agents through a single interface, with native runtime support for @openclaw handling orchestration beneath the hood. Fund your Workspace with $USDG to provision resources, deploy your agents, and launch x402-native autonomous workflows in minutes. This is the first building block toward a one-stop platform that democratizes financial infrastructure for autonomous agents where they discover, transact, and operate across @RobinhoodCrypto powered financial rails. Create and deploy your agent(s) today:

I just realized Boston Dynamics CEO shared the same sentiment: “Robotics is next. America’s next 250 years will be built by robots”. However, currently China accounts for 54%+ of all global robotics deployments. - calls for Internet scaleable database of physical world (kinda got reminded of Niantic that has a huge dataset from Pokemon Go) - dedicated National robotics strategy to compete against China’s leadership in this space - ISO + regulation for robotics safety This is all high level: But my prioritize thought process is how do we support and scale a Made in USA supply chain for robotics/humanoids? I’ve been hammering home rare earths for the longest time, that the US isn’t doing enough to subsidize or scale this industry. But another thing to take note is subsidies for components, forcing $TSLA and others to use Chinese suppliers over Western ones, even if assembly is done in USA… to keep costs down. Which is why I’ve liked Agility Robotics $CCXI since they source 75% of parts from the US, despite higher BOM to start out with. Regardless it’s pretty clear this Robotics is coming and becoming a national security priority: From the days of backflipping humanoid YT videos.