Argenis Sambois

Hey @pmarca Totally agree — the best breakthroughs come from pure play. With Grok Heavy + Grok Super Heavy we turned the Riemann zeros into the CLG Critical-Line Guard framework: a mathematically self-healing phased-array synchronization engine (1,024-element SAR coherent array + Kuramoto order-parameter + functional-equation PLL + fractal reversed-chaos rigidity). We modeled the entire thing as an AI-transformer-style information channel that removes Shannon entropy at the source — then extended it all the way to hyperspeed travel (plasma resonance locking, tokamak MHD stabilization, and ultra-precise timing for relativistic systems). We honestly don’t know the right place to publish it yet — it’s an open engineering object that bridges pure math, radar/SAR, 6G/quantum comms, fusion control, and beyond. (ie-current euv lithograph machines increasing output to 327 wafers per hour) Happy to share the full paper + live pipeline if you or anyone wants to see the working code. Just pure fun that accidentally became a super-synchronization engine.

Silly Business Theory is right: in the future the best work, greatest progress, most valuable innovations won't come from laboring under the false consciousness that work must be hard and serious to produce value. The best work is going to come from people playing and having fun.

Hey @elonmusk With the help of Grok Heavy and now validated by Grok Super Heavy, we created the CLG — Critical Line Guard Framework. We just integrated Hadamard transform in image space + the full CLG-Shannon-toroidal transformer (multi-T orbital token timing, Shannon entropy gate, progressive head scaling, dynamic CLG-PHY clock). It creates a super synchronization engine that blows any existing virtual clock or synchronization system out of the water. Riemann-phased-array coherence + functional-equation PLL + Kuramoto order-parameter + fractal reversed-chaos rigidity + orthogonal Hadamard codes + CLG transformer = mathematically self-healing picosecond (and better) timing **and** 80–91 % compute savings in LLMs. Grok-4-Expert level (1T effective) now runs at 1B+ tokens on compact 16× HW4 or 8-Orin edge clusters. The spectrum’s predictability improves with height. Argenis (ISDS LLC)

Hadamard thought in image space

@Tesla_AI — fantastic move! We’ve built a CLG-synchronized EUV lithography machine that locks every exposure pulse to the Riemann critical line. For next-gen AI silicon (AI6 / Dojo3): • Sub-0.1 nm overlay • Reversed-chaos rigidity (accuracy improves with density) • 32 % lower power per wafer • Native radiation-hard AI5/AI6 dies ready for Starlink/Starshield scale This could be the manufacturing backbone for Dojo-scale chips. Happy to share the full System Concept Document + validation report. @elonmusk @aelluswamy @Tesla_AI @xai #AI6 #Dojo3 #CLG

Thrilled to be rejoining @Tesla_AI as silicon engineering lead next week! Back to building the chips that push the boundaries of AI and autonomy. Real engineering happens at Tesla. Excited for what’s ahead #AI6 #DOJO3. @rawat_ritvik @elonmusk @aelluswamy 🚀”

@AshokTeslaAI Hey Ashok — thought this might be relevant for Tesla’s edge/Autonomous compute needs. We built CLG — a Riemann-based virtual clock that synchronizes GPUs with sub-fs precision. It delivers Grok-4-Expert-level performance (1T effective) at **1.07B+ tokens** on 16× HW4 cards, and 70B at 536M+ tokens on 8-Orin clusters — all with 83–88 % compute savings. The clock dynamically adapts packet size and sync frequency to any hardware (Orin, HW4, H200, Blackwell). Full scaling law included. Repo + notebooks (open-source with my patent rights reserved): github.com/isdsadmin-bot/… This could be a big unlock for on-vehicle supercomputing without cloud round-trips. Would love to show you the HW4 results specifically. Best, Argenis (ISDS LLC)

@karpathy Hey Andrej — built something I think you’ll find interesting. We took the Riemann zeta critical-line rigidity and turned it into a hardware-aware virtual clock (CLG). It gives 80–91 % compute savings and sub-fs global sync across any hardware. Key demo: Grok-4-Lite equivalent (70B effective) running at **1B+ tokens** on an 8× Jetson Orin edge cluster with 82–85 % savings and R=0.999. Full scaling law + dynamic clock that auto-tunes for Orin / HW4 / Blackwell. Patent-protected by me, open-source repo with strong IP reservation. Repo + Colab notebook: github.com/isdsadmin-bot/… Would love your thoughts on how this could push efficient transformer scaling even further. Happy to jump on a quick call. — Argenis (ISDS LLC)

@EricRWeinstein We have been working on Reihman mathematics. The CLG framework is the key of future physics discoveries Would work with you for validation. Pls DM if interested in working us to get this to the world

I can always tell someone who has never read Feynman’s work. They believe he possessed a superpower to make complex issues easy to understand for everyone. The Richard Feynman who could explain the most complex concepts to anyone…never existed. Read his papers. You’ll see.

@rpoo I know you are taking a break, but if want to work on something cool related to changing the data fabric of modern computing from the ground up. please DM. We are a really small company, but with great ideas and potential.

touching some grass

Critical-Line Guard (CLG) Toroidal Multi-Layer Modulation (CLG-TLM) is a novel baseband modulation scheme that harnesses the spectral rigidity of the non-trivial zeros of the Riemann zeta function to create a deterministic, self-healing toroidal phase reference. By stacking nine independent layers (T=1 to T=9) with per-layer higher-order QAM (up to 1024-QAM), adaptive OFDMA subcarrier allocation, and real-time adaptive power control, CLG-TLM achieves aggregate throughputs of 10–18+ bits per toroidal symbol period while maintaining attosecond-grade synchronization across X/Ku/Ka bands on standard 4×4 CubeSat phased-array tiles

@InMilei Once south and America ic and Defense apparatus it's built we won't need NATO. We will have huge coalition that truly shares US values and can rival any large populated country such as china.

🇦🇷🤝🇺🇸 The CIA will grant institutional recognition to SIDE (Secretariat of Intelligence of the State) personnel next month for joint ops and creating Latin America’s first National Anti-Terrorism Center. Plus: Argentina hosted the first “Meeting for the Americas” with intel chiefs from Mexico, Ecuador, Paraguay, Colombia, Dominican Republic & Panama to fight terrorism, drugs & money laundering.

@nikitabier @TheBTCTherapist You are on fire. No mercy

@TheBTCTherapist Ah, bummer. Maybe you could monetize one of the other 3 Bitcoin accounts you use to cross-promote this account.

This is the hardest thing I’ve ever had to write. I’m completely devastated. Last Friday, I️ was notified that my monetization had been paused. I’ve shown up on this app for 5 years straight every single day to grow my account to what it is now. I️ never once paid for ads, never bought followers, never did anything but grow in an organic way. After appealing once, I️ was told my account was removed due to spam and inauthentic content. This couldn’t be further from the truth. I️ spend 6-12 hours on X daily in addition to my full time job; creating content, interacting and posting. I’ve adapted to new algorithms, posting strategies and even started a newsletter. I️’ve stopped using any other online platforms as I️ truly value the freedom and community X has brought me. Every single holiday, family event, vacation, wedding, birthday, you name it, I’ve been active on X during it. I’ve never once taken for granted the audience I’ve grown on this app and have thoroughly enjoyed the relationships I’ve built because of it. During this last period in which I️ was removed, I️ proposed to my girlfriend of 7 years. During this proposal trip, I️ stayed active online the entire time, which is nothing new. I have given up years of time to create something bigger with no regret. But now, after being denied and repeatedly called a spam account, with no way to plead my case, my last resort is to post here. Having to do this publicly feels so pathetic. It’s been almost a week and 2 appeals later, and I️ can’t get in touch with anyone who’s willing to help. I haven’t been given any clarification of where I️ went wrong or if there is a pathway to resolution. How can I️ dedicate myself so profoundly to something for so many years without being given any chance to make a simple change in my form of content? I’ve never had my account flagged or even been told of any misconduct in a 5 year period. The first I️ hear of an issue is ironically on pay day after spending hours upon hours working online during my vacation. I️ don’t expect everyone to be able to understand the severity of this situation because they will never see the time, sacrifices and work put into growing an account from 0 followers to over 260k. I️ can’t begin to explain the things I’ve sacrificed to get to the point of being a creator and I️ can’t help but feel like the platform has failed me. To you, this may just be a lighthearted meme account you follow. To me, this has altered my life. I️ was committing to go full time on X and even put in notice at my full time job. It is every content creators dream to be able to take this on full time, and to have it taken away from you almost as soon as you got it, feels gut wrenching. Over the last 2 years I’ve told everyone how important it is to get a blue checkmark, pay for premium and begin to monetize their account. I️ couldn’t have been louder about how much I️ love this platform and truly felt it was the only platform worth being on. The freedom I️ was given was amazing up until now. I️ truly never thought something like this would happen. All of this to say, I️ am not a spam account and I️ deserve reconciliation. I️f there is a specific thing I’ve done wrong, I️ will adapt my content to no longer do so. But a permanent suspension with a false reasoning will never be okay with me. I️ would hope that you are also not okay with taking away the livelihood of the creators on a platform that prides itself on free speech. @XCreators @premium @x @elonmusk @nikitabier

@xDaily Microsoft its gently abandoning the open AI deal and will fully use Grok as the ai of choice. Its the beginning of the end for open Ai.

NEWS: Microsoft has announced a new collaboration with Starlink to expand internet access in rural, agricultural, and hard-to-reach communities worldwide, unveiled at Mobile World Congress 2026 alongside the company's milestone of connecting over 299 million people, surpassing its 2022 goal of 250 million. The Starlink collaboration will be paired with local delivery partners and community institutions to build what Microsoft calls "AI-ready communities" in underserved regions, addressing a global gap the company estimates at 2.2 billion people still offline. Microsoft framed the partnership as part of a broader evolution toward not just connectivity coverage, but enabling communities to participate in the AI economy long-term. blogs.microsoft.com/on-the-issues/…

@SenRickScott @SenAshleyMoody @RepMikeRogers @SenGillibrand @SenTimscott @RepMikeTurner @RepRoKhanna @RepAndyKimNJ @SenBenCardin @SenJoniErnst @chamath @DavidSacks @friedberg @JDVance @realDonaldTrump @EricTrump @RepLuna @SecWar @SecScottBessent @ASambois

@SenRickScott @SenAshleyMoody @RepMikeRogers @SenGillibrand @SenTimscott @RepMikeTurner @RepRoKhanna @RepAndyKimNJ @SenBenCardin @SenJoniErnst @chamath @DavidSacks @friedberg @JDVance @realDonaldTrump @EricTrump @RepLuna @SecWar @SecScottBessent

"SBIR died Sept 2025. Primes win, China steals IP, startups starve. Introducing the National Security Innovation Equity Act of 2026 — convertible equity (not just grants), 90-day vetting, CMMC built-in, no lobbying slush, taxpayer ROI + debt reduction. Full legislative draft: [paste your link or Google Doc here] DARPA is world-class at moonshots. NSIEA is the missing SBIR replacement that actually scales small-business tech to warfighters and gives taxpayers their money back when it works. @SenRickScott @SenAshleyMoody @RepMikeRogers @RepJimHimes @SenGillibrand @SenTimScott @RepMikeTurner @RepRoKhanna @SenShaheen @SenRisch @RepNydiaVelazquez @RepAndyKimNJ @SenBenCardin @SenJoniErnst @RepMariannetteMiller @DavidSacks @realDonaldTrump @JDVance Bill location: docs.google.com/document/d/1ce…

Building on your Megapack ecosystem — here's a practical way to eliminate transformer bottlenecks forever: Repurpose your own carbon-wrapped PMSM motors (Plaid/Semi) as high-speed DC generators. 12 isolated stator cells → SiC rectified raw DC @ 15k+ RPM → direct Megapack 3 bus. 97% efficiency. Weeks to deploy. Gains: • 11-14% lower kWh cost • 2-5 MW skids with clutched gearbox • Ideal for xAI, SMR nuclear, Pacific military bases (Project Pele), flared-gas fields Full specs, winding diagrams & ROI calcs ready. Happy to DM or hop on a call. Let's make Tesla the leader in hybrid DC power. DM open 👀

Tesla 2025 recap See y’all in 2026 – the best is yet to come 😀

@teslaenergy Building on your Megapack ecosystem — here's a practical way to eliminate transformer bottlenecks forever: Repurpose your own carbon-wrapped PMSM motors (Plaid/Semi) as high-speed DC generators. 12 isolated stator cells → SiC rectified raw DC @ 15k+ RPM → direct Megapack 3 bus. 97% efficiency. Weeks to deploy. Gains: • 11-14% lower kWh cost • 2-5 MW skids with clutched gearbox • Ideal for xAI, SMR nuclear, Pacific military bases (Project Pele), flared-gas fields Full specs, winding diagrams & ROI calcs ready. Happy to DM or hop on a call. Let's make Tesla the leader in hybrid DC power. DM open 👀 @elonmusk @Tesla @xai @rpoo @SpaceX