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Rebuilding the AI Stack — Why Infrastructure Is Everything Exabits NodeOps AMA 📅 July 17, 2025 🕘 9:00AM PT / 12:00PM ET 🔗 X Spaces: AI workloads are evolving. Infrastructure must follow. We'll cover: Below-the-OS security, Programmable infra, and Verifiable, scalable compute access 🔸 Speaker: Mrudul Gole | NodeOps...

22,366 次观看 • 1 年前 •via X (Twitter)

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Elon Musk just identified the next crisis in AI. It’s not a shortage. It’s an unusable surplus. Musk: “By the end of this year, chip production will outpace the ability to turn chips on.” For three years the world was starved for silicon. Every lab, every government, every company racing to secure the chips that determine who wins the AI era. That bottleneck is ending. A new one is replacing it. Musk: “The chips are going to be piling up and not be able to be turned on.” Billions of dollars of the most advanced AI hardware ever built. Sitting dark. Not because the chips don’t work. Because there isn’t enough electricity to run them. You can’t print a power plant the way you print a chip. The fabrication plants scaled. The grid didn’t. And now the most valuable hardware in history is about to hit a wall that no amount of capital can instantly solve. Compute is about to become abundant. Electricity is about to become the most valuable commodity on earth. Three years obsessing over silicon yields. Physics doesn’t care about your chip architecture if your data center can’t pull enough megawatts. The war isn’t about who can manufacture the most silicon anymore. It’s about who has the raw power to plug it in. Whoever solves energy first doesn’t just win. They own the infrastructure everyone else needs to compete. The losers stack useless chips in warehouses waiting for power that never arrives. We built a trillion dollar engine and forgot the fuel. That’s the AI race right now.

Dustin

705,613 次观看 • 5 个月前

OptimAI Lite Node v1.1: Built for Scale, Designed for You! 💕 In just 2 weeks since the launch, the OptimAI Network has seen explosive growth—130,000+ active node participants powering the future of decentralized AI. With this incredible momentum came a new challenge: ensuring our network could scale seamlessly to support massive concurrent connections and real-time participation. That’s why we’ve rolled out OptimAI Lite Node v1.1—a major upgrade focused on: + Stabilizing infrastructure to handle high traffic from a global community. + Enhancing performance for smoother data mining, validation, and edge compute participation. + Refining user experience with UI updates that make contributing effortless. Every line of code and infrastructure upgrade was made with one goal in mind: to support YOU—the builders, validators, and visionaries of the OptimAI ecosystem. Now’s the time to bring more friends into the journey. 🔥 The more we grow, the smarter and stronger the network becomes—and the greater the rewards. Let’s keep building, validating, scaling. Together we’re not just powering AI—we’re reshaping how it’s built. Join or revisit the node here: 🌐 Chrome Extension: 📱Telegram Mini-App: What’s Coming Next: OptimAI Edge Node & the Rise of Agentic AI 🔸OptimAI Edge Node (Mobile) We’re working hard on the next major release: the Edge Node for mobile, which will allow mining and AI tasks to run in the background—unlocking more earning opportunities and decentralized compute power from your smartphones. 🔸More Task Types & Missions Expect new types of contributions, from AI-enhanced data validation to edge inference and scraping automation—powered by autonomous mining agents. 🔸Expanded Rewards Program As we grow, more reward tiers, bonuses, and campaigns will be introduced. Your participation now paves the way for long-term benefits. Also, do not forget to checkout our article below and learn more about our latest Community Tips & Best Practices!👇 __________________ OptimAI Network #L2 #DePIN Reinforcement Data Network for #Agentic #AI Mine Data. Fuel AI. Earn Rewards. Turn Your Data into Tomorrow’s AI #Agent. Visit our website at:

OptimAI Network

76,448 次观看 • 1 年前

Why is the market selling off today? (Save this). The semi selloff right now is being driven by a mix of macro fear, profit taking and investors questioning how quickly all of this AI spending will actually pay off, not because demand for AI infrastructure suddenly disappeared. The market is basically trading this chain reaction, the ongoing US Iran escalation pushes oil higher, higher oil keeps inflation elevated, sticky inflation keeps Treasury yields high and that increases the risk of the Fed staying hawkish or even hiking again. That is a terrible setup for semis because many of these companies are valued on the massive earnings investors expect them to generate years from now. When yields rise, those future earnings become worth less today which is why the highest multiple AI and semiconductor names usually get hit first. (I don't think there will be a hike this year). This is also why everything is moving together right now. Nvidia, Micron, Nebius, SanDisk, Broadcom and Applied Optoelectronics are all completely different businesses, but institutions are not separating memory, networking, optics, compute and cloud infrastructure at the moment. They are reducing exposure to the entire AI trade, taking profits in the names that have already run the most and moving into a more defensive position potentially ahead of the Fed. There is also growing pressure around hyperscaler capex. Microsoft, Meta, Amazon and Google are still spending enormous amounts on GPUs, data centers, networking and power but the market is starting to ask when all of that spending will actually turn into revenue and free cash flow. Investors are no longer satisfied with hearing that AI capex is growing. They want proof that the returns are arriving fast enough to justify the valuations already priced into the entire AI ecosystem. That creates a weird situation where hyperscaler capex can continue rising while semiconductor stocks still fall. The market is not asking whether AI spending is growing anymore but rather asking whether it is growing fast enough to beat the expectations already baked into these stocks. Crowded positioning is another major factor. Semis and AI infrastructure stocks have been some of the biggest winners in the market so institutions are sitting on huge profits and many funds own the exact same names. When macro risk increases, investors usually sell the most liquid winners first. That does not mean demand for memory, optics or custom chips suddenly collapsed but rather means investors are locking in gains and reducing risk. Tariffs add another layer because even when they are not directly placed on chips, they can still raise the cost of servers, electrical equipment, cooling systems, construction materials and the overall data center buildout. That makes AI infrastructure more expensive while also adding another source of inflation. Then you have Jensen Huang’s letter to the White House this morning about open weight AI models, which I think is one of the most important long term developments here. Nvidia, Meta, Microsoft, Palantir and several other companies are pushing Washington not to place broad restrictions on open weight AI. OpenAI and Anthropic were notably absent because open models are much more of a threat to their business models. OpenAI and Anthropic benefit from a world where a few closed frontier labs control the best models and companies have to pay them through subscriptions and APIs. Open weight models weaken that advantage because businesses can download a model, customize it for their own use and run it on their own infrastructure or through a neocloud. That is bad for OpenAI and Anthropic because it puts pressure on pricing, margins and the idea that they will control the intelligence layer of the economy but it is very good for the AI ecosystem as a whole over the long run. But the question is what does this mean for all the OpenAI and Anthropic commitments? so that's adding to the fear as well. But with that being said open models make AI cheaper and more accessible. Instead of AI being controlled by a few giant labs, thousands of startups, universities, governments and regular businesses can deploy models themselves. That spreads AI adoption across the entire economy and creates a much larger infrastructure opportunity and that is exactly why Jensen cares. Nvidia does not need OpenAI or Anthropic to win. Nvidia just needs more people using AI. Whether the model comes from OpenAI, Anthropic, Meta, Mistral, Kimi or some startup nobody has heard of yet, it still needs GPUs, memory, networking, data centers and electricity. So open weight AI could actually weaken the model companies while making the infrastructure layer much bigger. More open models mean more companies running inference. More inference means more GPUs. More GPUs mean more HBM, optical transceivers, switches, data centers and power. That is bullish for Nvidia Nebius, Micron, Broadcom , Marvell and Applied Optoelectronics over the long run. So my take is that the current semi selloff is being driven mostly by macro uncertainty, higher oil, rising yields, Fed fears, tariffs, crowded positioning and questions around the return on hyperscaler capex. The underlying AI infrastructure thesis has not suddenly broken. We are not broadly seeing hyperscalers cancel GPU orders, slash capex, abandon data center projects or report that AI demand has collapsed. What has changed is the valuation investors are willing to pay while the macro environment remains unstable. The market is lowering the price it is willing to pay for semiconductor growth but is not necessarily saying that growth is gone. And while Jensen’s open weight push may be bad for OpenAI and Anthropic, it could be one of the best things possible for the AI ecosystem over the long run because it creates more models, more developers, more competition and ultimately much more demand for the infrastructure underneath all of it. Nothing about the AI thesis has changed for me, so I will be going shopping and taking advantage of this sale while the market is selling everything together. I am an analyst at Milk Road Pro, and if you want to see exactly what I am buying, you can join for just $1 using the link below.

Melvin

179,939 次观看 • 22 天前

What I’m about to say about $QUBIC is INSANE!! Every cycle of hype and crisis in the world brings a new critical need. We’ve already seen it with: - DeFi (banking without banks) - Metaverse (new forms of human interaction) - RWA (tokenization of real-world assets) - Privacy (ZKP, Monero, etc.) - Stablecoins (digitized dollar) - AI (LLMs and automation) - Quantum Technology (post-classical computing) And now: Computational Energy + Decentralized AGI The next incalculable frontier is energy for data processing. Whoever turns mining power into abundant, real-use compute infrastructure will dominate the next cycle. Sovereign nations will no longer accept depending exclusively on American (or Chinese) Big Tech for critical AI, defense, and intelligence. Digital sovereignty has become a matter of national security. $QUBIC is perfectly positioned for this. Through Aigarth (its evolutionary “AI Garden”), the network runs on Useful Proof-of-Work: miners’ energy (CPU/GPU) isn’t wasted on useless hashes - it trains and evolves a decentralized AGI in real time. It’s becoming the world’s largest dedicated decentralized supercomputer. While nations seek alternatives to avoid becoming hostages to monopolies, QUBIC delivers accessible, resilient, and sovereign AGI - any country can run its own decentralized intelligence without relying on vulnerable centralized data centers. An adoption explosion is coming. QUBIC has the potential to become one of the most valuable assets on the planet by solving compute abundance + computational sovereignty. Other projects will try to follow (we already see echoes in ideas from figures like Elon Musk about open AGI). But by the time they wake up to the mathematical, structural, and philosophical problems QUBIC has been tackling for years, the network will be light-years ahead. This is not just price speculation. It’s a real-utility asset - proof of those who truly understand the future of distributed computing. Remember Palantir? At its 2020 IPO, valuation was ~$22B. Today it sits in the $340–365 billion range after exploding with AI + defense contracts. The lesson? AI applied to security and intelligence creates insane value. But there’s a serious problem: **centralized data centers are easy targets. We saw this clearly in the recent Middle East conflicts (2026): Iranian attacks on AWS, Oracle, and other data centers in the Gulf exposed the fragility of concentrated infrastructure. Anything that can be physically destroyed or cut off by sanctions/cyberattacks compromises national sovereignty. QUBIC is different: a globally distributed network powered by decentralized hashpower - extremely hard to “turn off.” An AGI resilient by design. Perfect for nations seeking true technological independence. QUBIC goes far beyond its whitepaper. It’s a civilizational thesis: abundant, sovereign, future-aligned computing. Those who understand this early aren’t just positioning financially - they’re positioning historically. #QUBIC #Aigarth #DecentralizedAI #UsefulPoW ---

BCharles

13,781 次观看 • 3 个月前

The biggest Bitcoin miners on earth are quietly walking away from mining Bitcoin, and the reason is not the one everyone keeps repeating. They are not fleeing a dead business. They lost an auction for their own power, and the winner was artificial intelligence. Start with the brutal arithmetic. It now costs the average public miner around $80,000 in cash to produce a single Bitcoin, and for stretches of this year $BTC traded below that. The most efficient operators on the cheapest power still clear a margin, but an estimated 15 to 20 percent of the global fleet is mining at a loss right now, burning more in power than the coins are worth the second they are minted. Three straight downward difficulty adjustments earlier this year, the first such streak since 2022, were the footprint of machines going dark. That looks like a simple story of a broken business until you see the number that explains the exodus. The same megawatt of power that earns a Bitcoin miner roughly $1 million a year earns between $10 and $20 million a year hosting AI compute. Ten to twenty times more, for the identical electricity, substation, and cooling. What made industrial miners valuable was never the mining. It was the power contracts, the land, the grid interconnects. AI walked in and bid an order of magnitude higher for exactly those assets. Mining did not fail. It got outbid for its own infrastructure. When Core Scientific runs its BTC segment at a negative margin while its AI colocation business prints money, the decision writes itself. CoinShares estimates listed miners could pull up to 70 percent of their revenue from AI by year end, up from about 30 percent. The power is being repriced to its highest use, and Bitcoin lost the bidding. If the giants leave, what happens to the network they secured? The doom posts assume it weakens. It does not, because Bitcoin has a self-healing reflex written into its core. When miners switch off, blocks slow, and within two weeks difficulty automatically drops, which makes mining cheaper and more profitable for everyone still running. The security does not vanish, it relocates, and you can already see where. State-backed pools are appearing, with one Gulf operator reportedly standing up a national pool near 3 percent of global hashrate, alongside private fleets and the handful of public miners like Marathon still choosing to buy Bitcoin rather than lease their power away. The network even hit an all-time high above one zettahash this year as the pivot accelerated. It does not need any particular miner. It needs someone, somewhere, for whom the math still works, and cheap stranded power has no shortage of those. But there is a deeper timer here, and the AI pivot just exposed it. Today miners earn almost everything from the block subsidy and almost nothing from fees, often under one percent of revenue on a quiet day. That subsidy halves again in 2028, and every four years after, marching toward zero. For Bitcoin to pay for its own security forever, fees eventually have to replace it. The open question is whether they can, and the evidence cuts both ways. On busy days, during token launches and inscription waves, fees have already spiked past 15 percent of revenue, and in 2024 some blocks earned more in fees than the entire subsidy. The capacity is there in bursts. Whether bursts become a baseline is the single most important unanswered question in Bitcoin. The AI exodus did not create that question. It pulled the cover off it years early, and showed how fast capital abandons hashing the moment something pays more. So the honest read is not that AI kills Bitcoin mining. It is stranger than that. AI is the first bidder rich enough to reveal what Bitcoin's security was always quietly worth, and what it will cost to keep once the free coins stop coming. The miners are not abandoning a sinking ship. They are selling the deck to a higher bidder while the same clock everyone forgot about keeps ticking underneath.

Shanaka Anslem Perera ⚡

90,659 次观看 • 1 个月前

Sipher Odyssey and SipherAGI Update Dear Sipher community, 🔴 Sipher Odyssey is in its final stretch before Global Launch. • We’ve built over a year of live content, ensuring players will always have fresh challenges and events to return to. • Based on community feedback and play data, we’re refining FTUE and monetization systems so the game launches stronger, with better retention and long-term growth. • Sipher Adventure (World Exploration / Story Mode) is coming very soon to make onboarding easier for new players. The core roguelite ARPG depth remains intact for our midcore to hardcore community. While we won’t rush at the expense of quality, the launch timeline remains in our control. We’re focused on getting it right. We will deliver a launch that’s impactful from day one and sustainable over the long term. 🔴 Beyond Sipher Odyssey: The SipherAGI Vision While Sipher Odyssey is our flagship, it’s only the first chapter. Our roadmap has always been about Sipher AGI, building not just one game, but an ecosystem of impactful and lasting products across three pillars: • AI ( GAIA, KAIO) → AI and tools that enhance gameplay today, while also evolving into a platform that empowers creators and game developers in the future. • Gaming (multiple titles) → Sipher Odyssey, Sipher Strife, and a new soulslike is in development, with more ambitious titles planned to follow. • Infrastructure ( Funki✌🏻 ) → Our own Ethereum Layer-2 built on the Optimism Stack. Running our own chain gives us control over fees and incentives, cycling value back into the ecosystem. Superchain connectivity ensures a seamless experience for players. Each of these pillars connects through $SIPHER, our ecosystem token. Value accrues back to token holders across all our products and future titles. 🔴 Why This Matters Even in a challenging Web3 gaming market where many studios have closed, Ather Labs has a secured multi-year runway. This stability allows us to focus on delivering great games and ecosystem products without rushing into unfavorable deals. 🔴 What’s ahead: • Launch Sipher Odyssey strong • Expand with impactful titles and experiences • Advance GAIA and Funki Chain to make SipherAGI more than just a game studio, an AI × Gaming × Infrastructure ecosystem Thank you for being with us on this journey. advance, AtherLabs Team

SIPHΞR

12,058 次观看 • 11 个月前

🚨 ALERT AMERICA - WE HAVE BEEN SOLD OUT! FLORIDA DID NOT VOTE FOR AN ISLAMIC TAKEOVER A Foreign Islamic Government Just Opened an Investment Command Center in Miami – And No One Asked the People of Florida In February, Miami Mayor Francis Suarez proudly announced something no one in Florida voted for: “The Saudi Investment Promotion Authority is opening its first-ever Invest Saudi office right here in Miami.” He said this on stage at the FII Priority Summit — the Saudi state-backed investment conference often called “Davos in the Desert.” This year, it was held on American soil - in Miami - with Donald Trump and major global power brokers applauding. And in the middle of the ceremony, something unprecedented happened: Saudi Arabia officially planted its first sovereign investment office in Florida – and only its second in the United States. No legislation. No vote. No debate in the Florida House or Senate. No public oversight. A foreign government embedded itself in America’s economic system — and Miami’s mayor smiled for the cameras. 🚨 What Saudi Arabia Gains Inside the U.S. Through its $941B+ (approaching $1T) Public Investment Fund (PIF) and the Ministry of Investment, Saudi Arabia can now: Buy U.S. real estate Buy U.S. commercial buildings Buy into U.S. tech & AI Buy stakes in entertainment and sports Influence U.S. markets Host state-backed summits on U.S. soil Operate an official “Invest Saudi” office inside Miami This is unprecedented access for any foreign state. 🚨 And Saudi Isn’t Alone: Other Islamic Monarchies Are Already Deep Inside America While Florida opens the door for Riyadh, the UAE and Qatar have been quietly building massive U.S. economic empires - with no public approval. United Arab Emirates (UAE) Pledged $1.4 trillion in U.S. investments over 10 years (announced March 2025 under Trump). Mubadala (sovereign fund, $327B+) appointed its first head of Americas real estate in July 2025. Snapping up U.S. properties, tech, and infrastructure from New York to Silicon Valley. Abu Dhabi Investment Office (ADIO) scouts U.S. innovation to convert into Emirati profit. 🚨 Qatar QIA ($557B fund) opened U.S. offices in New York (2015) and San Francisco. Has poured billions into Manhattan skyscrapers, Uber, Snapchat, and Hollywood. In May 2025, Qatar agreed to a $1.2 trillion economic exchange with the U.S. Includes the largest Boeing widebody order in history and $500B+ in new AI and energy investment. Americans are still blocked from owning Qatari media or strategic assets. 🚨 Combined Gulf Power Saudi Arabia, UAE, and Qatar control well over $2.8 trillion in sovereign wealth — and are using it to buy influence across American sectors from sports to AI. None of this was approved by the American public. Now Ask the Only Question That Matters Can the United States open a government-backed “Invest America” office inside Riyadh, Dubai, or Doha? No. Absolutely not. It would be rejected instantly. These Islamic monarchies do not allow: U.S. ownership of their land U.S. ownership of their media U.S. ownership of government-adjacent real estate U.S. control of strategic infrastructure U.S. influence over their culture or policy A U.S. government investment office operating on their soil Americans in the Gulf can only work in sectors the regimes approve — never anything strategic. Yet Florida just opened its doors fully to them. Floridians Never Voted For This Florida residents didn’t approve this. The Legislature didn’t vote on it. The Governor didn’t authorize it. This was an elite decision made by Miami’s political and business class - turning the city into a playground for foreign sovereign wealth from Riyadh, Abu Dhabi, and Doha. A foreign government now has a permanent economic foothold in Florida, designed to: Deploy billions into U.S. markets Influence key American industries Expand Gulf reach into Latin America Position Miami as a foreign economic hub Increase U.S. dependence on Islamic monarchy capital 🚨 Not one Florida voter signed off. This Is About Sovereignty This is not about individuals or personal beliefs. This is about sovereignty, power, and national survival. No free nation survives when it allows foreign governments to do inside its borders what it cannot do inside theirs — especially governments that tightly restrict American access to their own markets. 🚨 So Ask Yourself Why is the United States allowing foreign influence that Gulf states would never tolerate? Why is Florida being used as the entry point? Why is Miami becoming the soft-power capital for foreign Islamic monarchies? Why are our leaders surrendering economic and technological leverage without public debate — to Saudi Arabia, the UAE, and Qatar? And most importantly: Who gave them permission to sell off pieces of America without asking the American people?

Amy Mek

383,810 次观看 • 9 个月前

10 things I can’t quit thinking about after ETHDenver: 1. Convergence = here. Devner didn’t feel like an ETH conference, but more like an AI + crypto + TradFi + techno-philosophical conference. The convergence is true and real and accelerating. 2. Most corporate jobs suck ass. 40 years at a desk working on the same thing? Pure dystopia. We need fluid movement between passions, projects, people. DAOs are a massive step in that direction, but now AI is giving individuals the means to spin up their own massive businesses… there’s also this notion floating around that we can launch a product or contribute to a protocol or a DAO in a way that sets us up for life rather than slaving for decades at the golden teat of a paycheck. It's a massive win for human flourishing, passion and excitement. 3. oRaNgE cOIn. Bitcoin came up far more than I thought it would. Even $ETH ICO buyers/gigawhales talked about how bullish they are on it. The question is no longer whether $BTC will survive but rather how much exposure you should have. Orange coin has truly “up-leveled” or “transcended” to become something people simply can't ignore. 4. Founder quote that hit me like a truck: "We overengineered our project and under-engineered our story." In a world where AI flattens the app creation process, only your mindshare matters. (forgot to write down who said it 😅... chime in in the comments if you see this) 5. “Keepers of truth.” AGI will be able to fake literally anything. In such a world, blockchains become the “keepers of truth” bc they can be used to indisputably verify anything. This isn't just another use case. It means crypto will one day touch everything on earth. h/t Sreeram Kannan's talk at Open AGI. 6. Conference model = broken? Empty mainstage talks were the result of hundreds of side events that siphon off attention. This is happening more and more at every conf I go to. Not sure what the fix here is? Maybe the organizers should be way less centralized… rent a massive venue with tons of flexible spaces that can evolve in real-time… more Zuzalu, less CONTROL and top-down decisions. 7. Current blockchains r too dumb. AI must integrate more directly into the crypto tech stack. Ultimate vision is every hominid should be able to deploy whatever app they can dream up using natural language… this could lead to an giga-explosion of innovation and cool-ass experimentz. h/t Ritual and others 8. Crypto vs. Stripe API. Will we just give agents credit cards or will they prefer crypto wallets? One payment method can be censored. One cannot. Guess which wins? 9. $$$$ infusion. Dozens if not hundreds of projects around the world r sitting on massive treasuries bc they needed it as an insurance policy in case they had to do battle with the SEC. With the changing regulatory sitch, hundreds of millions of dollars (probably billies) can now be used to ship, build and accelerate. 10. Robots in chains? IRL robots made appearances at several events (one was drawing caricatures of passersby). Talked with frens about how we’ll bring them into our homes soon. That leads to crazy questions like “how do we keep them from getting hacked and killing us or blowing up like pagers?” “Will we be ok sleeping in the same room with them? Or will we lock them in the shed with chains?” Absolutely insane to think about… but productivity gains will overshadow all those doubts and human fears imo. De bots are coming whether you want them or not. I for one can’t wait to see zerebro embodied… in the meantime, I got to see him DJ his first show 👇🔥 Anyway, I'm sending love to all of you denverites, futurists, builders, dream dealers, and merchants of hope. Build something that makes this world better, freer, more beautiful and true✊

redphone ☎️

52,930 次观看 • 1 年前

Free NVIDIA GPU with 16 GB VRAM GPU for Running Local LLMs! If you want to master local LLMs but you're waiting until you can afford a $1,500 GPU, you're honestly not going to make it. The open source AI ecosystem is moving way too fast for you to wait on your budget to catch up. Especially when you can build a bleeding edge inference engine from scratch right now, completely for free. You don't need a heavy local rig to start. Google is literally letting you use an enterprise grade NVIDIA Tesla T4 GPU for $0/hour. At standard cloud computing rates (~$0.20/hr), Google Colab’s 4 hour daily free tier hands you roughly $24 worth of data center tier GPU compute every single month. And most people just waste it. Let’s talk about the hardware you get access to for free. The NVIDIA Tesla T4 is an absolute workhorse: - Architecture: NVIDIA Turing (TU104) - VRAM: 16GB GDDR6 (320 GB/s bandwidth) - Compute: 320 Tensor Cores | 2560 CUDA Cores - Performance: 130 TOPS INT8 | 8.1 TFLOPS FP32 - Power: Sipping energy at a max 70W TDP This is the exact same hardware I used to run DeepMind's Gemma 4 26B A4B QAT MoE at a 250,000 context window without a single Out Of Memory (OOM) crash. If you have a web browser and 10 minutes, you have everything you need. I’ve put together a fully documented, cell by cell Google Colab notebook that teaches you exactly how to do this. Here is what the notebook actually teaches you: - How to provision an Ubuntu Linux environment with CUDA 13.0 and verify your driver stack. - How to pull the source code and compile the latest llama.cpp C++ binaries from scratch, specifically optimizing the build for your exact GPU using the -DCMAKE_CUDA_ARCHITECTURES=native flag. - How to directly download quantized local LLMs (GGUF format) straight from HuggingFace using the CLI. - How to manage 16GB VRAM limits, offload neural network layers to the GPU, and push massive context windows. Compile raw llama.cpp, ollama run a model, or spin up the LM Studio CLI. Pick whatever stack you are comfortable with. just start building. No hardware. No credit card. No excuses. Bookmark this post right now so you don't lose the tutorial. Even if you don't have time to run it today, you are going to want this workflow in your engineering toolkit. The link to the free Colab Notebook is in the comments below. Lemme know if you need more tutorials like this.

Alok

178,744 次观看 • 1 个月前

Here's your blueprint for building in GTA 6 ecosystem before it goes mainstream: the ideas on what to build in GTA 6 ecosystem went crazy, now let me show you HOW first, understand the size of what's coming: 1: GTA 5 generated over $8 billion in lifetime revenue 2: GTA Online alone pulls in $800 million per year just from in-game purchases analysts predict GTA 6 will hit $3.2B in YEAR ONE and one firm says $7.6B in the first 60 days this will be the biggest entertainment launch in history. not gaming. entertainment and do you know what happens in GTA 6 now??? no dominant servers. no established tools. no go-to creators. no infrastructure. NOTHING the people who build now will own categories for the next decade Steps which you can do RIGHT NOW: Step 1: Pick your lane there are 4 and you only need one: - Builder: tools, bots, dashboards for server owners - Operator: run a server, community, or paid service - Creator: clips, guides, streams, newsletters - Seller: digital assets (scripts, lore packs, voice packs, skins) if you code or use n8n → Builder if you're good with people → Operator if you already make content → Creator if you can write or design → Seller --------- Step 2: Learn the stack while nobody's watching - Lua basics (the language behind GTA mod frameworks) - how FiveM servers work (the architecture transfers to GTA 6) - Discord bot development (every server needs one) - AI tools you can plug in (Claude API, ElevenLabs, n8n) you don't need to master any of this you need to be 2 months ahead of everyone else that is the ADVANTAGE --------- Step 3: Join the communities forming right now the Discord servers and X accounts building for GTA 6 are tiny today join now. contribute. help server owners for free the people who show up early become the trusted names when 100M players flood in, those names become the gatekeepers in potential it's yours 6-7 figs + successful own community as the game will be launched lol, I know even the guys who buy PS5 to play in GTA in 6 months... the biggest gaming launch which EVER existed --------- Step 4: Ship ONE thing before launch Builder → Discord bot kit for RP servers Operator → niche RP server (racing league, police sim, business world) Creator → daily GTA 6 newsletter or TikTok clip page Seller → AI character backstory packs or NPC voice packs one product. shipped. before anyone else has one --------- Step 5: Build in public for 90 days post weekly progress on X, Tiktok, Youtube the person documenting the ecosystem for 3 months before launch will look like a veteran on day one by release you will have: - one shipped product - a small audience that trusts you - relationships with 10-20 other builders - enough knowledge to move fast while everyone else is still googling basics --------- CONCLUSION every platform shift follows the same pattern Roblox made devs millionaires. Fortnite paid creators $700M+. FiveM turned one Australian dev into Rockstar's official partner GTA 6 is the next one and it's BIGGER than all of them the difference? right now you're reading this before 99.9% of the world even thinks about it most people will download the game, play for 2 weeks, and go back to scrolling a small number will build inside the ecosystem while it's empty and own their lane for years nobody is talking about this not on youtube. not on linkedin. not in any newsletter this is one of the biggest builder opportunities of the decade hiding behind a video game i'm writing a full article on this right now: "How to build and monetize in GTA 6 ecosystem using AI (RESOURCES)" if this post gets 1,000 LIKES ❤️ i'll publish it next week follow so you don't miss it gl

Ronin

93,561 次观看 • 4 个月前

Exciting News from HotkeySwap: TAOevm is Officially Live! We’re thrilled to announce the launch of TAOevm—a powerful addition to the HotkeySwap ecosystem that marks a significant step in our mission to make DeFi smarter, more accessible, and truly cross-chain. This milestone represents months of dedicated work and innovation, bringing you an AI-powered, user-friendly experience that connects seamlessly across blockchain networks. With a fresh look and expanded features, HotkeySwap and TAOevm are here to transform your DeFi journey. Whether you’re looking to explore, trade, or invest, HotkeySwap’s ecosystem is built to make it easy and rewarding. What’s New in the Hotkey Ecosystem? Hotkey’s latest updates bring you seamless cross-chain tools, analytics, and a collaborative environment to explore, trade, and engage. Here’s what’s now live and ready for you: • TAOevm Blockchain: TAOevm introduces full EVM compatibility to expand decentralized finance and smart contract capabilities. While Bittensor remains focused on its core mission as a decentralized AI and machine learning network, TAOevm provides an independent platform for DeFi innovation. This separate chain approach allows Bittensor’s community to access EVM benefits without compromising Bittensor’s AI-first vision. With a capacity of 200,000 transactions per block and blocks validated every 2 to 3 seconds, TAOevm delivers 60k to 100k TPS at peak, Hybrid Proof of Work security, and ultra-low fees—empowering developers to create new possibilities within an ecosystem that respects and reinforces the unique strengths of both platforms. • Hotcurves is the pump fun for TAOevm: As part of our commitment to community-driven innovation, we’re introducing Hotcurves—a vibrant platform on TAOevm where you can explore new projects, invest early, and connect with a community of like-minded enthusiasts who love to innovate and have fun. Hotcurves simplifies the token deployment process, allowing anyone to create a token in minutes with built-in liquidity pools for instant trading. With secure features like automatic LP burns and contract renouncement, Hotcurves offers a safer, more accessible environment for developers and investors alike. New Websites & Resources Our new branding and websites bring a unified, intuitive experience to the entire Hotkey ecosystem. Discover everything you need to navigate, learn, and grow with Hotkey: • Official Site: Your central hub for all Hotkey news, resources, and network updates. • TAOevm Mainnet Explorer: Track live transactions within the TAOevm mainnet, a powerful blockchain addition to Hotkey’s infrastructure. • TAOevm Testnet Explorer: Experiment with the TAOevm testnet and test your strategies with access to the Testnet Faucet. • TAOevm Bridge: Seamlessly transfer assets across chains within the Hotkey ecosystem. • TAOevm DEX: Engage in secure and efficient decentralized trading on TAOevm. • TAOevm Charts: Get real-time insights with charts tailored to TAOevm, offering analytics similar to DeScreener or DEXTools, integrated seamlessly with Hotkey. • Hotcurves: Discover and invest in early-stage projects on TAOevm’s very own community launchpad. • Documentation: Access comprehensive guides for HotkeySwap, TAOevm, and Hotcurves, providing everything you need to maximize your experience across the ecosystem. A New Brand, A Bold Vision With our new branding, Hotkey’s mission to make DeFi inclusive, intelligent, and community-centered is stronger than ever. The new look symbolizes our dedication to building an ecosystem where every user, investor, and trader can confidently explore and create within DeFi. This rebrand isn’t just about appearances—it’s a pledge to continuously evolve and support our growing community. We are forever thankfully for the continued support up to this point and we hope by showcasing our EVM you will be able to gain a glimpse into the capabilities of the team as we now gear up for the launch of the v2 dex in the coming weeks.

hotkeyswap

40,408 次观看 • 1 年前

🔊Church: ANOTHER PROPHETIC WEEK!! The window of “PEACE AND SAFETY” that God has been warning us about is beginning to crack open!!! While we were watching missiles fly over Iran, something historic happened — Lebanon may recognize Israel as a nation, establishing borders that have never truly been settled before. Hezbollah — the most powerful Iranian proxy — is taking its first step toward “peace and safety” in the region!! GOD IS CLOSING THE DOOR ON THE GENTILE AGE AND IS ABOUT TO OPEN THE DOOR TO ISRAEL’S FINAL CHAPTER! KEEP LOOKING UP!! First, a quick recap of what took place this past week: ⏳ DAY 18 OF THE WAR: The bow is still breaking. Iran's Intelligence Minister was killed this week — another prince falling — Jeremiah 49:38 continuing to unfold. Trump called Iran "totally decapitated," accidentally using the exact language of a prophecy written 2,600 years ago. The U.S. dropped 5,000-pound deep-penetrator bombs on Iranian missile sites along the Strait of Hormuz — breaking the very systems Iran would use to threaten or shut the strait. Oil is above $100. Iran is still being helped by Russia. Turkey is forging closer ties with Iran and Russia. The hook in Ezekiel 38 is strengthening, world alliances are forming, and the sequence continues exactly as Scripture described. 🛎️ But check this out! This week, as we were watching missiles fly over Tehran, something quiet was happening on Israel’s northern border — one of the most prophetically significant developments of this war so far. France stepped in with a proposal to end the war between Israel and Hezbollah in Lebanon. At first glance, it sounds like just another Middle East peace plan…It’s not! Watch these details: 👉🏼 Lebanon would formally recognize Israel — for the very first time since 1948! That would end a 77-year state of war, a conflict that has existed since Israel was founded. 👉🏼 Hezbollah would stop attacks and be disarmed — or at the very least, the Lebanese government would take full control and prevent any attacks from its territory. The Lebanese army would move south of the Litani River —north of Israel’s border, which has served as a dividing line between Israel and Hezbollah. 👉🏼 UN Resolution 1701 would finally be enforced — removing Hezbollah’s military presence from southern Lebanon, something that was supposed to happen after 2006… but never did. 👉🏼 Permanent, internationally recognized borders — replacing lines that have remained disputed since 1948 — would be finalized by the end of 2026. (A very interesting timeframe if the Tribulation begins in the fall with the “confirming of the covenant”.) 👉🏼 France offered to host direct talks in Paris — the first real negotiations between Israel and Lebanon in decades. 👍🏼French President Emmanuel Macron said Lebanese leadership — President Joseph Aoun, Prime Minister Nawaf Salam, and Speaker Nabih Berri — are open to it. Lebanon has already accepted this framework as a starting point for talks, seeking to avoid further destruction and reduce Iran and Hezbollah’s grip on the country. Let me say this again: 1️⃣Lebanon — offering direct talks with Israel for the first time in decades. 2️⃣Hezbollah — the most powerful proxy army Iran built — being disarmed and pushed out. A 77-year state of war coming to an end, basically since Israel became a nation. 3️⃣Permanent borders being drawn on Israel’s northern edge. This isn’t just a line — that border has never been truly settled. Now it’s being defined. This is the difference between a war line and a real border since they became a nation. But here’s where it gets a bit intense: ❌Israel said no. Israel’s leadership responded: “talks aren’t enough. You can’t negotiate while rockets are still coming.” So Israel is not settling for dialogue — it is pushing for dismantling. Hezbollah’s weapons must be seized, its rocket and drone systems destroyed, and its military power completely removed. Why is this a big deal then? ✅Why? Because Lebanon is finally moving toward peace after 77 years —the path is being set! The conversation has shifted from “Should Israel exist?” to “What conditions are required for peace?” Peace is on its way, and that’s a completely different reality than before! A historical moment!! 🔴 FALSE PEACE — PAY ATTENTION This proposal is not perfect. Lebanon’s recognition is still conditional. Hezbollah still has influence. Full normalization is not guaranteed. And that’s exactly the point. ☮️Ezekiel 38:11 does not require perfect peace — it requires false peace. False peace by definition looks real — until it is not. Just convincing enough for Israel to lower its guard. What’s being built right now — imperfect as it is — is the exact kind of framework that eventually gets confirmed. 📖 “He shall confirm a covenant with many for one week…” Daniel 9:27 The Antichrist doesn’t create peace from nothing. He steps into what’s already forming — and seals it. 💥This proposal is the removal of one of the big guns that have been pointed at Israel since it became a nation, and it’s happening at the same time Iran/the bow of Elam is being broken. 🔥The ring of fire around Israel is being taken apart — piece by piece — all at once! This is the real peace window that Scripture is talking about!! 📖 “A peaceful people who dwell safely, all of them dwelling without walls, and having neither bars nor gates.” Ezekiel 38:11 That condition — a false sense of peace and security — is being built right now out of the rubble of this war. And to understand why that matters so deeply… you have to see the structure God laid out in Ezekiel. 🔑 WHY 1948 MATTERS SO MUCH This is not just a diplomatic milestone. This is a prophetic one. 🗓️1948 — the year the dry bones came together. The year Israel was brought back into the land and reborn as a nation against all odds — “bone to bone,” exactly as prophesied in Ezekiel 37, the very chapter God placed right before Ezekiel 38. (Keep this in mind) ⚔️And on that very same day — the Arab world declared war. Lebanon among them. A state of war that has lasted 77 years! Through generations, through multiple conflicts, through the rise and fall of empires — has never formally ended. Until possibly now! (In Israel's eyes) 📖“So I prophesied as I was commanded; and as I prophesied, there was a noise, and suddenly a rattling; and the bones came together, bone to bone. Indeed, as I looked, the sinews and the flesh came upon them, and the skin covered them over…” Ezekiel 37:7–8 📖“…These bones are the whole house of Israel… ‘Behold, O My people, I will open your graves and cause you to come up from your graves, and bring you into the land of Israel.’” Ezekiel 37:11–12 👉🏼The year the dry bones came together — 1948 — is the same year the state of war with Lebanon began. And the year the bow of Elam is being broken — 2026 — may be the same year that state of war formally ends. GOD IS CLOSING THE 1948 LOOP!! 🔑 THE RING OF FIRE IS GOING OUT — AND THE WINDOW IS OPENING For anyone following these posts — you know that Ezekiel 38 requires one specific condition before the Gog coalition can move against Israel: 📖 "A peaceful people who dwell safely — all of them dwelling without walls and having neither bars nor gates." — Ezekiel 38:11 Israel dwelling in false peace. Unwalled villages. No bars and no gates. A nation that feels genuinely secure for the first time in its modern history. Now think about what has surrounded Israel like a ring of fire for decades: 👉🏼South — Hamas in Gaza ✅ Dismantled 👉🏼East — Iranian backed Iraqi militias ✅ Severely weakened 👉🏼Southeast — Houthis in Yemen ✅ Degraded by US strikes 👉🏼North — Hezbollah in Lebanon ⏳ Being dismantled right now 👉🏼East — Iran's nuclear program and missile arsenal ✅ Being dismantled right now — Day 18 🔥Every single component of that ring is being removed simultaneously. The French proposal is not just a peace deal. It is the removal of the last and most dangerous piece of that ring — Hezbollah on Israel's northern border. The most sophisticated weapons. The most experienced fighters. Literally on Israel's doorstep to the north. ⭕When that ring is fully gone — Israel can dwell in unwalled villages. In false peace. Exactly as Ezekiel 38:11 requires. Which means that window is opening right now! But to understand how close that makes the Rapture — we need to see what God placed one chapter before Ezekiel 38. Let’s go back to Ezekiel 37. 🦴God shows Ezekiel a valley of dry bones — scattered, dead, hopeless. Then He breathes life into them. Bone comes to bone. Flesh forms. Skin covers. And then — the breath of God enters — and they stand as an exceedingly great army. 👉🏼God is showing us Israel’s national restoration here. The bones came together in 1948. The flesh has been forming over 77 years. The breath is coming during the Tribulation when they accept Jesus and the Holy Spirit is poured out on them. Then, in the final stage, they will stand up as an army at the Second Coming. But look at the specific language God used: 📖 "I will open your graves and cause you to come up from your graves and bring you into the land of Israel. Then you shall know that I am the Lord when I have opened your graves O My people and brought you up from your graves." Ezekiel 37:12-13 Now read this: 📖 "The dead in Christ will rise first. Then we who are alive and remain shall be caught up together with them in the clouds to meet the Lord in the air." 1 Thess 4:16-17 Look at the parallel: 👉🏼"I will open your graves"→ "the dead in Christ will rise first" 👉🏼"cause you to come up”→ "caught up" 👉🏼"bring you up from your graves" → "meet the Lord in the air" God did not place that language in Ezekiel 37 accidentally! 💡The chapter immediately before the Gog invasion contains resurrection language that mirrors the Rapture with great precision. God is pointing to two things simultaneously — Israel's future national restoration AND the departure of the Church that precedes it. 🔁The beginning of Israel's spiritual awakening on earth IS THE CHURCH'S END ON EARTH! God told us this here in Romans 11:25-26: 📖 "Blindness in part has happened to Israel until the fullness of the Gentiles has come in. And so all Israel will be SAVED" 👉🏼The fullness of the Gentiles — the completion of the Church — is what lifts the partial blindness from Israel. The Church completing its mission and departing is part of what opens Israel's eyes. The Church leaving and Israel awakening are not two separate events happening at different times. They are two sides of the same prophetic hinge. 🚪When God CLOSES the door on the Gentile age — THEN He OPENS the door on Israel's final chapter. Same moment, same sovereign hand and same hinge! (This is one of the strongest reasons I believe Ezekiel 38 happens during the Tribulation — after the Rapture — because Ezekiel 37's resurrection picture has to come first.) Now let's connect it all: 🔗Ezekiel 38 requires Israel to dwell in unwalled villages in false peace. That requires Jeremiah 49’s bow to be broken first. That requires the ring of fire — Hamas, Hezbollah, the Houthis, and Iran’s missiles — to be removed. We are watching every single component of that ring being removed simultaneously right now. The Church does not wait for peace to be fully brokered —only for it to begin to assemble, just as it is happening now! The peace window is assembling from the rubble of this war! 📖“For when they say, ‘Peace and safety!’ then sudden destruction comes upon them, as labor pains upon a pregnant woman. And they shall not escape.” 1 Thes 5:3 THE PROPHETIC SEQUENCE ✅Hamas dismantled: Complete ✅Houthis degraded: Largely complete ✅Iran's nuclear program obliterated: Day 18 and counting ⏳Hezbollah being dismantled: French proposal this week ⏳Lebanon recognizing Israel: Framework accepted — developing ⏳Permanent northern border: Target end of 2026 ✅Peace window opening: RIGHT NOW ⏳Abraham Accords expansion: Assembling 🔜RAPTURE : Imminent — at any moment but BEFORE Antichrist!! ➡️Antichrist confirms covenant: Year 1 Tribulation ➡️Israel in full false peace: Early Tribulation ➡️Ezekiel 38 — Gog invades: Early Tribulation ➡️God destroys Gog supernaturally: Early Tribulation ➡️Abomination of Desolation: Year 3.5 ➡️Second Coming: Year 7 🔊 Church: Lebanon seeking peace with Israel after 77 years since Israel became a nation is the first step toward peace (false peace) in the Middle East! Permanent borders are being drawn. The most powerful proxy is being removed as we watch the bow of Elam (Iran) being broken and the ring of fire being quenched. We are not approaching the peace window — WE ARE IN IT!! We will see Israel living in “unwalled villages” from heaven. How close are we to the Rapture?? Ezekiel 37 comes before Ezekiel 38. The resurrection comes before the invasion. The Church goes home before the Tribulation begins!! The Gentile age is ending, and the door for Israel is about to open! Jesus told us we would see the Day approaching — and we clearly are!!! KEEP PRAYING, KEEP PREACHING THE GOSPEL, AND KEEP LOOKING UP!! JESUS IS AT THE DOOR!! Maranatha🤍 — Come Lord Jesus Come!!!

Maranatha777

31,220 次观看 • 4 个月前

InterLink’s Early Vision for NIST-Standardised Post-Quantum Cryptography 🔐✨ The next five years may bring a much clearer answer to a question that has long been difficult to judge: Is a digital asset truly secure? 🤔 For InterLink, the answer may increasingly depend on one critical factor: whether it is quantum-resistant and aligned with NIST standards 🧬🔒 Why this matters now ⚠️ Two fast-moving technologies are reshaping digital security: • AI is improving the ability to discover weaknesses in systems 🤖 • Quantum computing is advancing towards the point where today’s cryptographic foundations could become vulnerable ⚛️ For InterLink, this is not just a theoretical discussion. It is a reminder that blockchain networks, wallets, and custody systems must prepare now for the post-quantum era ⏳🛡️ Why NIST is central to InterLink’s approach 📘🏛️ Many in the InterLink community already know NIST. NIST, part of the U.S. Department of Commerce, plays a major role in defining and evaluating security standards, including those for post-quantum cryptography. Its work matters because it helps shape what “secure” will mean in a quantum-capable future 📊🔍 In practical terms, InterLink’s long-term security vision is closely tied to whether its cryptographic design can withstand post-quantum threats 🚀 The risk for blockchain networks and digital assets 🔎💥 Recent research and experiments from major organisations, including Google, have highlighted a growing concern: what was once considered extremely difficult, using quantum computing to threaten cryptographic systems, is no longer something that can be ignored 🧪⚠️ That does not mean current systems are broken today. It does mean that networks which fail to prepare for post-quantum threats could face serious risks later 📉 For InterLink, this is exactly why early research matters 🧠✨ If sufficiently powerful quantum computers become available, some current cryptographic methods may become vulnerable. For any network storing value, identity, NFTs, or permissions, that is a major issue 💳🖼️🧾 InterLink’s early work on post-quantum readiness 🧠🔐 InterLink Foundation has already been researching: ✅ digital signatures ✍️ ✅ cryptographic algorithms 🔣 ✅ migration mechanisms for future security upgrades 🔄 One of the most notable areas of work is the ability to generate new private keys from an existing seed phrase 🌱➡️🔑 This matters because it offers a pathway to improve security without forcing users to abandon access to their assets 🙌 Address Alias: preserving continuity during migration 🪪🔗 Another important InterLink mechanism is Address Alias. This is designed to let users: ✓ retain their existing wallet addresses 🧾 ✓ preserve associated tokens and NFTs 🖼️💰 ✓ migrate to a new cryptographic security architecture 🔐➡️🛠️ That is a practical and user-friendly design choice. Security upgrades are often hard to adopt when they break continuity. InterLink’s approach aims to solve that problem 🌉 Bringing post-quantum protection into smart contracts 🛡️📜 InterLink is also implementing SLH-DSA-SHA2-128s (FIPS 205) within IRC smart contracts. This adds another layer of protection for: • vaults 🏦 • high-value assets 💎 • long-term storage 📦 • sensitive on-chain operations ⚙️ The goal is not only to protect wallets, but also to strengthen the systems that govern custody and transaction security across the network 🧱🔒 Testing on the Taj Mahal Testnet 🧪🛰️ These experiments are currently being conducted on the InterLink Taj Mahal Testnet. According to InterLink, the experimental implementations have passed the NIST-based simulation tests carried out so far ✅📈 That is an encouraging early signal, although broader testing and real-world validation will remain important as development continues 🔍 Looking ahead to 2027 🚀🌍 InterLink’s stated goal is to fully integrate this architecture into the Open Mainnet in 2027. If achieved, that would bring InterLink closer to a future where security is defined not only by current best practice, but by resilience against quantum-era threats 🛡️⚛️ The bigger takeaway 🌍✨ The key lesson is simple: In the quantum era, security will not only mean protecting your private will mean asking whether the cryptography behind that key was built to survive the next generation of computing 🔐⏭️ For InterLink, this is a strategic direction with long-term significance 📌 Final thought 💡 Post-quantum readiness is no longer just a technical topic for specialists. For InterLink, it is becoming part of the broader conversation about long-term digital asset security 🧠🔒 NIST-aligned cryptography, practical migration paths, and user-preserving design may soon define the networks people trust most 🌟 InterLink Labs 👤 + 🌐 KV Reina | InterLink Labs InterLink Foundation #InterLink #ITLG #ITL #WeAreTheFirst10MLinkers Join me on InterLink 😁 Start mining now and use my invitation link: 💰 My code is: 111222777888 💰 Please DM me once you have used my code. 👍

Tekkaus® | InterLink • MOD • T2 Community Builder

22,550 次观看 • 4 天前

Trooper John Fanning, one of Michael Proctor’s supervisors at the NCDAO State Police Detective Unit (SPDU), reportedly “supervised” the jury at the #KarenReadTrial. As if this conflict alone wasn’t concerning, the fact that Fanning was later under an inconclusive internal investigation by the MSP for “whether [he] failed to adequately supervise by not taking appropriate action after Trooper Proctor sent inappropriate texts to a group of subordinate members, specifically, if he took any corrective action to address the unprofessionalism and inappropriateness of Trooper Proctor's texts”—thereby making him a potential witness & demonstrating his clear conflict, is incredibly concerning. In the full sit down interview w/ #KarenRead & Attorney Alan Jackson, Ted Daniel asks them about the potential jury tampering that occurred at the first trial—notably with the ultra curious last minute dismissal of 3 jurors, whose body language, reactions/expressions & outward demeanor appeared favorable to the defense, in addition to the “supervision” of the jury by one of Michael Proctor’s bosses, NCDAO SPDU Trooper John Fanning. It would be dishonest to try to claim that Trooper Fanning had no stake in the outcome of the Karen Read trial. Arguably, anyone with ties to the NCDAO, its SPDU or the Canton Police Department—and notably those with close ties to Michael Proctor, like his own supervisor, have clear conflicts of interest in this case. As you may recall, Trooper John Fanning was the lead investigator in the Sandra Birchmore case where he and his investigators concluded that Birchmore committed suicide while allegedly pregnant with a fellow Police Officer, Matthew Farwell’s baby, and wasn’t the obvious victim of murder by that same Officer who also raped and groomed her from a young age as revealed by 30k+ text messages inexplicably “overlooked” by Trooper Nicholas Guarino & Fanning. The Feds investigated that “investigation” too and have since indicted Matthew Farwell in Sandra Birchmore‘s murder. Additionally, Trooper Fanning was in one of Michael Proctor’s abhorrent group text message threads where he disparaged Karen Read. Fanning was subsequently internally investigated by MSP for this, and his failure to properly “supervise” Trooper Proctor—interesting that such a person would be chosen to “supervise” the jury. In a statement from the State Police, they said: “The Department’s internal affairs investigation determined that there was insufficient evidence to prove or disprove the allegation that Lieutenant Fanning violated rules and regulations by failing to uphold the responsibilities of a supervisory member. This allegation has been classified as unfounded.” Frankly, given the circumstances of this case, it would be concerning if any member of the State Police oversaw and supervised the jury. Why was ANY member of the State Police supervising the jury? Has anyone ever heard of this before—Police Officers from the same agency that investigated, testified against & was a part of the prosecution against a defendant having one of their personnel in charge of and in direct control of the jury? This can’t possibly be a standard practice due to the obvious existing conflict, no? Plus, were it standard protocol, then why wasn’t the defense made aware of this fact until 10 minutes before making closing argument, after a nearly 10 week long trial? ——— Something majorly stinks about this, and perhaps it sheds some light on something peculiar that one of the deliberating jurors, who was recently interviewed by Aidan Kearney, kept saying in regard to the jury’s deliberative process. Specifically, something that stood out to me from juror Ron’s interview was his repeated use and references of the other jurors’ use of the term “distractors” to qualify or describe the abundant evidence representing “reasonable doubt” brought out by the defense at trial. “Distractors.” It’s somewhat of a novel term, especially in this context, and is obviously antithetical to a jury’s duty to assess a case based on the proof beyond a reasonable doubt standard, which is inherently intertwined with an assessment of the existence of, or lack thereof, reasonable doubt. There was no evidence or instructions from the court that came out at trial directing jurors to view defense evidence or ARCCA experts, for instance, as “distractors,” and the jury is very specifically instructed not to view/consume/bring any outside information into their deliberations. In other words, if they’re unsure who the ARCCA experts were there on behalf of (the Feds), they’re specifically told not to “fill in the blank” with information that’s not there, or evidence that didn’t come in at trial. So where did the information—this use of the term “distractors” come from? Who fed this term and this concept to the jury? The reason why it seems like it was “fed” to the jury is because it goes against everything the court, Judge Beverly Cannone, instructed them on. So, what prompted the whole “distractors” concept to taint the jurors’ minds and deliberations? ——— What immediately came to mind was the jury tampering by court clerk Becky Hill in the Alex Murdaugh murder trial. In that case, according to Murdaugh’s attorneys, Ms. Hill “invented a story about a Facebook post to remove a juror she believed might not vote guilty”. Judge Clifton Newman, who oversaw the murder trial, removed the female juror from the panel. According to the Murdaugh defense motion, Ms. Hill had gone to Judge Newman – the day after Murdaugh testified, not long before closing arguments – claiming that she had seen a post in the local Facebook group ‘Walterboro Word of Mouth’ from the juror’s former husband, Tim Stone. The post purportedly claimed that the juror was drinking with her ex-husband and, when she became drunk, she expressed her views on whether Murdaugh was innocent or guilty. A follow-up post from an account called Timothy Stone apologised for the post saying that he was driven by “Satan”. Murdaugh’s attorneys claimed that the Mr. Stone behind the Facebook posts was actually a random Georgia man who was ranting about his wife’s aunt – and has no connection to the case. Additionally, information from jurors had come to the defense’s attention about inappropriate comments supposedly made to them by Ms. Hill while she was “supervising” them—the same role as “supervisor” that Trooper John Fanning allegedly played in the Karen Read trial. In Murdaugh’s case, the jurors were *actually* brought back into the court and were called to the stand one by one and questioned about potential comments that may have tainted their verdict. A female juror, identified only as juror Z, said that Ms. Hill had told some of the jurors to “watch [Murdaugh] closely.” “To me, it felt like ... she made it feel like he was already guilty,” juror Z said. A separate juror, Juror E, said that he heard Ms. Hill say “watch [Murdaugh’s] body language”, but claimed that this did not affect his decision. ——— There were reports, at the time of the dismissal of the 3 defense-favorable jurors at Karen Read’s trial, that right before closing arguments, Trooper Fanning had reported the information responsible for dismissing these jurors to Judge Cannone. Among that information was reportedly a story about one of those jurors, claiming they’d been overheard discussing the case while drinking at a bar (or something to that effect)—a story that sounded highly suspicious at the time, particularly given the fact that Trooper Fanning had allegedly had that information weeks before, but never reported it to the court. The similarity in Becky Hill and John Fanning’s “stories” leading to the dismissal of defense-favorable jurors is rather uncanny. ——— Is it not problematic to have individuals—with conflicts of interest, who are also potential witnesses, and who seemingly have a vested interest in the outcome of the trial—be in charge of overseeing and supervising the jury? I’ve attached the referenced MSP Internal Investigative Report for Trooper Fanning to this post (attached in the comments below). What’s troubling is that, despite acknowledging in their report that “these allegations came to light on June 10, 2024, during the trial,” they didn’t immediately initiate an internal investigation, but instead waited until AFTER the trial ended, July 3, 2024, to launch their internal investigation, almost as if they were planning on not initiating an investigation had Karen Read been convicted, because apparently in that case the misconduct would’ve been justified… or something? It should also be noted that this same practice was employed for most, if not all, of the other Police Officers in this case, whose misconduct was exposed by the defense throughout the prosecution’s case at trial—whereby, despite admissions and the existence of evidence of their misconduct, the MSP, NCDAO and Canton PD seemingly did everything they could to avoid initiating any investigations or holding their officers accountable for their misconduct until after the trial ended—when they could no longer justify not doing anything. It makes you wonder: Had Karen Read been convicted, do you think they’d (the MSP, NCDAO or CPD) ever launch any internal investigations into the misconduct of their officers, as evidenced at trial, weeks before? ——— It should be mentioned that in the Sandra Birchmore case, which Trooper Fanning led the investigation of, despite the Feds spoon feeding the State Police & NCDAO (DA Michael Morrissey’s Office) overwhelming evidence + probable cause, in addition to punting the ball back to the state to do the right thing and charge Farwell with murder—a state level charge, they’ve refused to take any action to this day. In fact, not only has it now been nearly 6 months since the Feds apprehended & indicted Farwell, but the NCDAO, Fanning and the State Police, aside from taking no action, have made no statements and are still of the official position that Sandra Birchmore killed herself. To try to save face, the NCDAO, through its former spokesperson David Traub, tried to create the impression that the DA’s Office had been long working in collaboration with the Feds to secure an arrest in the Sandra Birchmore case, claiming that “two of [the NCDAO SPDU’s] detectives were present at the command post ... while federal authorities were attempting to take Matthew Farwell into custody”—whatever that means. This, of course, is patently absurd because the DA’s Office and State Police could’ve “secured an arrest” years ago—nobody was stopping them, but instead they framed Sandra Birchmore for her own murder. Spokesperson Traub then had the gall to say that “much of the information that they [federal authorities] built on originated with our investigation, including the collection of thousands of text messages.” (See a collection of statements from the NCDAO on the Birchmore case from reporting over the years, attached in comments below). While the Feds might be somewhat playing along with this narrative, don’t be fooled. Perhaps it’s to appease the very individuals who they’re investigating for the supposed coverup of Sandra Birchmore’s murder. Why? If the Feds had actually been collaborating with the State Police investigators from the NCDAO who investigated Sandra’s death, then at the Feds’ press conference announcing Farewell’s indictment, U.S. Attorney (at the time) Joshua Levy wouldn’t have feigned ignorance when asked who the lead investigator was on the case before his agency got involved (see clip 3 attached). Had the Feds actually been *collaborating* with the State Police & the DA’s Office, John Fanning’s name would’ve been the first thing uttered out of Josh Levy’s mouth. On a side note: I think this is very telling. Does it mean the U.S. Attorney’s Office is investigating Fanning? Who knows. But one thing’s for sure: Josh Levy 100% knew who the State Police lead investigator was and he deliberately avoided saying it. This observation is reflected in FBI Special Agent Chenee Castruita’s 45-page long probable cause affidavit for the arrest of Matthew Farwell, which notably contains ZERO references whatsoever to John Fanning, or any of the other involved State Police investigators for that matter. That’s telling. If there was so much “collaboration,” like DA Michael Morrissey’s Office wants the public to think, then not only would USA Josh Levy have had, at the very least, Trooper Fanning up there side-by-side with him at that press conference, but he would’ve acknowledged him by name in his press conference. Why hasn’t the NCDAO charged disgraced former Stoughton cop Matthew Farwell with murder? Is it yet another case of “pinning it on the girl” to cover up for fellow Police Officers’ crimes? ——— Of note, Trooper Fanning grew up in Stoughton, graduating from Stoughton High School in 1998, the same year that Matthew and his twin brother William—who also grew up in Stoughton—then 12 years old, became participants in the Stoughton police youth program. As Karen Read points out in the interview with Ted Daniels: “There were familiarities among players that never should’ve happened. There’s a sleeve of homicide in the Norfolk DA’s office, as there is in the other counties of Massachusetts. And yet, the person assigned to investigate this case—ostensibly investigate this case—lives a mile down the street from the crime scene.” (See clip 4 attached). Why is it that when there’s seemingly crimes—in this case murders, involving cops, that the NCDAO SPDU appears to send the most conflicted Trooper with the closest ties to that cop/those cops? In Officer John O’Keefe’s murder, the Trooper that lives down the street from 34 Fairview and is “second family” with the Alberts is obviously the last person who should’ve ever responded to that case, yet he was the lead investigator. Given Trooper John Fanning’s close ties to Stoughton, isn’t it interesting that he’s the one who was the lead investigator of Sandra Birchmore‘s death—a murder that allegedly involved a former Stoughton cop? What say you?

Olivia

138,699 次观看 • 1 年前

You Can't Vibe-Code Trust Avishai Abrahami, Co-Founder & CEO of Wix , interviewed by Harry Stebbings (kevin andres) Summary: Wix trades at a $2.8B market cap on $2.1B of revenue while the market ascribes roughly zero value to a business throwing off $400M a year in free cash flow. Wix CEO Avishai Abrahami's argument is that the market can't yet price what AI actually threatens: the moat is trust and business logic, and neither gets vibe-coded away. His response is to own the disruptor (Base44), train his own narrow models, and stay committed through a storm he insists always arrives on a random Wednesday. 1. Trust is the moat. The real value of Salesforce is trust: JP Morgan and huge banks let it hold all their customer data, and the CRM itself is a small part of that. "What other platform will JP Morgan trust for their customers' data? None." That trust took years to build and can't be reconstructed by an agent scraping a database, so the companies whose value lives in trust survive the SaaS apocalypse while the ones reduced to piping get commoditized. 2. The business-logic wall. "You're not going to vibe-code Shopify no matter how good you are. The business logic is too hard." Wix tested this directly: they asked a team of professional developers to build the operating logic for a single hairdresser in Base44, gave up after a week, brought in a stronger team, and still failed two weeks later. Complex operational software is far harder than a demo suggests, which is why the pizza shop and the hairdresser stay Wix customers rather than build their own stack. 3. Own the disruptor. Wix bought Base44, a one-person company, for $80M, and it now does over $150M in ARR, roughly double what they paid. Abrahami frames the future as three buckets: owners who never want to build, owners who vibe-code everything themselves, and a mix in the middle over the next five or six years. Rather than bet on which wins, Wix owns the tool customers would defect to, so a customer who switches platforms still switches to Wix. 4. Trading on someone else's news. "Today we are trading on other companies' news. We're not trading on Wix news. We're trading on what OpenAI or Anthropic or Google are saying." Base44 alone, valued on vibe-coding peer multiples, should be worth around $8B, which means the market assigns less than zero to Wix's core. Abrahami's response is to detach: he doesn't wake up checking whether the stock moved 20%, because the only thing he can influence is the business. 5. The narrow model. Wix fine-tuned and combined its own models and now matches top-tier frontier quality on Base44 tasks at far lower cost. The logic: they sit on a huge stream of training data from watching what users try and where they fail, so a model built for Base44 can skip what frontier models carry, like knowledge of Chinese poetry, and go deep on what someone means when they say "build me a task manager to tell my boyfriend where he's wrong." A narrow target is easier to hit than a frontier model, and Wix already runs a trained model on website generation that's faster, cheaper, and makes fewer errors, retrained weekly on a live feedback loop. 6. Quality before cost. When Harry cites Chamath's claim that open source runs 14-16x cheaper, Abrahami pushes back: that holds for small tasks, but for something as complex as Base44 the savings land at 5-10%, and his own model runs 1-30% cheaper than frontier, not the order of magnitude people assume. More to the point, this is the wrong time to chase cost: "20% more quality, 20% less cost, I'll go for the quality." It's a brand-new market that's just starting, and the job now is to make the product better. 7. The but is very big. "We all give too much credit for AI. It's amazing, it's incredible, it's super powerful, but the but is pretty big." He asked Claude to write a safety protocol and got six mandatory gates, then pushed back on each one and watched the model cave until only one survived, downgrading the rest from "must test" to "might want to look at later." We over-trust these systems, and that reflex, treating a Reddit post as equivalent to research published in Nature, is where the danger lives. 8. Customer support still breaks. Wix has 3,500 people and its single biggest department is customer support, serving 192 countries. They tried hard not to build their own AI support agent, tested many off-the-shelf products, and concluded flatly: "It doesn't work. We tried, we tried again, it didn't work." The gap between hyped AI support startups and what actually ships in production is the tell that the technology is earlier than the marketing, maybe five years from being different. 9. Buybacks as dividends. Wix had $1.5B sitting in the bank it couldn't put into a major acquisition because it was focused on the new product and Base44, so it bought back stock at a low price, with admittedly terrible short-term timing. Abrahami is unbothered: "The big question is where it's going to be in three years, not what happened in the last three months." He argues buybacks are a fantastic, underused tool, essentially a dividend to every shareholder, and companies should lean on them to balance stock-based compensation instead of endlessly diluting. 10. Execution, not finance. A low stock price makes M&A currency less valuable, but Abrahami says that's not his real constraint. Base44 was a one-person company; Wix had to build an entire company around it, staffing it with people pulled from the core. "I don't know how to do another one of those at the same time and have the same quality." The bottleneck on the next acquisition is execution capacity, not the balance sheet. 11. Chosen to be here. The one thing money buys beyond food security is freedom, and the deepest form of that freedom is knowing you're here by choice. "I'm here because I've chosen to be here. Nobody made me." He could move to Costa Rica or dance carnival in Brazil, and choosing to stay and run a public company through a crashing stock is where he finds his power. Money also made him more impatient and a bit lazier, and more rational because he's no longer deciding from fear. 12. The random Wednesday. Resilience starts with accepting the storm will come, because we assume that if yesterday was easy tomorrow will be too, and reality doesn't move in gentle slopes. "The worst thing that happens is probably some random thing on some random Wednesday. It's not something you get a lot of warning for." His anchor, borrowed from Babylon 5, is that you get there when you get there and the weapons you have are the weapons you have, so the only real question is whether you're doing the best you can with what you control.

Gokul Rajaram

22,630 次观看 • 13 天前