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Now that Solana has abandoned the expedition into geographically distributed MCP, it's high time we revisited Solana's broader approach to geographic distribution. Geographically distributed MCP was always weak at best. Even if you ignored the insane latency involved in going from transaction submission to assembled blocks and execution results, it was not a good CR mechanism. MCP's CR guarantees depend heavily on users' ability to send transactions to at least two proposers, and this imposes a trade-off between slot duration and geographic decentralization. If the ratio is not managed, there will be instances where your transaction cannot make it to more than one leader within the slot time. Sending it to a leader you trust defeats the purpose of MCP; it has the same bound on geographic decentralization and it's unclear whether all the extra complexity is justified by this weaker guarantee compared to the status quo. Constellation's leader colocation fixes that completely. Users can now send to all the leaders with ~the same latency, and the Nash equilibrium is to include the top fee-paying transactions. However, I think the current Constellation is not aggressive enough. Solana is rechoosing its spot on the physical distribution spectrum, and current Constellation leaves some chips on the table. In the coming days, I'll write up a design I've been working on that I think maximizes what's possible. I'm talking fully onchain orderbooks that are competitive with centralized systems. All said, the most important takeaway from Roger's talk and the entirety of today is that Solana's people and culture are its greatest assets. There is a pragmatism and relentless dedication to winning that I haven't seen anywhere else!

For the first time in my life, I'm making real progress on my projects. I've been running a team of Grok Bots on the Ultra plan (X Premium comes with it), and it works the way I wanted. Nothing is perfect on complex projects, but it keeps getting better at understanding me. The team behind it ships new features and improvements almost daily. Unbelievable pace. Special thanks to @elonmusk for the personal support, @poteto, @mattyp, and the whole engineering team. You're all brilliant. 🙏 My main project right now: writing a long Chinese novel and producing a series of short ink animations alongside it on Rednote, all with a team of bots that gets me. More on how it works soon. 🧵

Threat actors are weaponizing ARTEX, an open-source, large language model (LLM)-driven agentic platform to automate multiple phases of cyber intrusions at machine speed. Since at least August 2026, a variety of malicious cyber actors have used ARTEX to conduct campaigns targeting organizations globally across multiple sectors, including financial services, government, and technology. ARTEX significantly reduces the time required to chain attack techniques and enables threat actors with minimal technical expertise to conduct complex, multi-target operations simultaneously. Today, the FBI released a FLASH highlighting the tactics, techniques, and procedures and indicators of compromise associated with the ARTEX framework. Organizations should follow the mitigation steps outlined in the FLASH to improve their security posture in response to ARTEX and similar agentic SI frameworks:

President Trump says, "China and these people, they copy. They pirate so much. Here's a chip [NVIDIA] that's so complex, so brilliant, that you can't copy it." 🇺🇸 🇨🇳 China’s industrial model is organized around copying, pirating, and theft of Western intellectual property is simply the truth of the last forty years of global economic history, and saying it plainly used to be considered too impolite. Chinese technology sector was built on American or allied technology acquired through joint ventures, state directed cyber theft, academic infiltration, or outright corporate espionage.

BREAKING: Huang and his wife Lori jointly own about 800 million Nvidia, $NVDA, shares worth roughly $135 billion through a complex web of trusts and LLCs, according to SEC filings. Jensen Huang directly owns about 70 million shares valued at about $12 billion.

Jensen Huang is effectively OUT of NVIDIA🚨 Man His wife is 65 years 🇺🇸 They have been married for 41 years. As early microchip designers, she reportedly earned more money She totally left engineering work to raise their two children while Jensen Huang built Nvidia She was one of only three women in a class of 250 electrical-engineering students at Oregon State University when she and Jensen met. Jensen was 17 years when he walked up to the 19 year old Lori (his wife) and asked "Do you want to see my homework?" He promised that if they studied together every Sunday she would get straight A's, turning homework sessions into weekly dates. He also told her he would be a CEO by age 30. A promise he kept when he co-founded Nvidia in 1993. Jensen has repeatedly called meeting her "the most important, single event of Oregon university, and of my life" They married in 1985, the same year she graduated with her electrical-engineering degree. In 2022 the couple gave $50 million to Oregon State University (the campus where they met) to create a major innovation complex named after both of them. Jensen has said he does "zero percent" of his own shopping and that Lori (with their daughter) chooses his clothes, including the signature black leather jacket. He has publicly credited her with being "part of Nvidia every step of the way" and with handling the personal and financial details of their life. It's quite sad what is happening currently and how shattered Lori Huang must be.

Ever wondered how #XELIS# decodes encrypted balances in milliseconds? Here's the mathematics behind the magic! 👇 🔥 Encrypted on chain: Your balance stays confidential. 🔥 Baby Step, Giant Step (BSGS): A clever mathematical algorithm that avoids checking billions of possibilities individually. 🔥 2⁴⁸ decoding range: Handles an enormous range of possible values. 🔥 Precomputed tables: Around 330 MB of data helps accelerate the decoding process. 🔥 Cuckoo hashing: Enables efficient lookups to find the right values. 🔥 Milliseconds: Complex cryptography becomes a fast, practical wallet experience. 🔥 The result? Strong financial privacy without sacrificing usability. That's how #XELIS# turns advanced mathematics into real world technology. 🎬 Enjoy watching! 👁️ @xelis_project @xelis_fans @web3 @alkazarauniiii @xelisvault #Web3# @Awen__crypto @cryptoprvcy #Crypto# #CryptoMining# #Smartcontracts# #Privacy#

Qwen4 is coming. Deeper knowledge. Richer world understanding. Stronger coding and agentic capabilities. Built for real-world tasks — from complex coding and knowledge work to front-end builds and professional software workflows. Qwen4-Max is now in preview on Alibaba’s Token Plan. You can also get early access to the new model on QwenWork, Qoder, Qwen APP, and QwenStudio. Put it to the test on a real problem. Show us what you build. 👀 Token Plan:

just submitted an eoi for anthropic’s ipo. no fancy valuation model. i just compare myself with 2 years ago. i’m living proof of what ai, especially claude code, makes possible. compared to last year, it can now handle much longer, more complex tasks on its own, freeing me up to do other things, like playing wow: forever 😂 and i think at least 99% of people still have no idea what’s possible.

Complex materials research is much easier to grasp when you can interact with the underlying math 🧶 From a 2026 study on knitted textile mechanics, Gemini 4 Carbon built an interactive 3D visualizer in @Antigravity tracking 110 individual fibers under tension.