Deterministic on CPU, no accelerator · core formalised in Lean 4 with zero unproved steps · v.1 safety kernel open source.

Thank you Plug and Play, Alireza Masrour and @HendrikCorneli3 📷 @PlugandPlayTC

AI 2030 ai2030.org Where responsible AI comes alive. AI 2030 is a global initiative committed to mainstreaming Responsible AI by 2030. ai2030.org/events/san-franci… @AI2030Official #PhysicalAI #AIInnovation #TechForGood #AI #ResponsibleAI #Innovation #AI2030

Not a LLM output. We built the machine that makes world models. You mint what you need, when you need it, with a proof attached. No specialist accelerator. #AI #USA

Why buy (LLM) output when you can get a machine that can makes world models for every vertical, division, and product? We built that. Deployments never start from scratch. Point the system at a pharma line, or a biological system, & knowledge compounds instantly across domains.

Deployments never start from scratch. A second project inherits every calibration from the first. Point the engine at a refinery, a pharmaceutical line, or a biological system, and knowledge compounds instantly across domains.

New this week. "TECH-EXTRA: The Model You Downloaded Is a Supply Chain" Explore the object that will decide how most companies actually experience the U.S.-China AI competition. It isn’t a chip. siliconsandstudio.substack.c…

Check out the latest article in my newsletter: The Threshold Arbitrage $725 Billion Bets on Scale While Two Governments Reprice It as a Liability. linkedin.com/pulse/threshold… via @LinkedIn

We just claimed our .agent domain and joined Agent Community! Get yours now and help shape the future of autonomous agents agentcommunity.org/join#AX17… @agentcommunity_

The first and only formally verified world model. Runs on the computer you already own. ARYA needs no megawatts, cooling or new hardware. This is OUR entire infrastructure requirement. #deeptech #GPU #ArtificialIntelligence #AI #CPU #investment

Coming soon.

I wrote this as a diligence tool disguised as a narrative a map of where AI capital has already been mispriced, where it's rotating next, and what portfolio, product, or roadmap. Investors, execs & founders this is the argument tested against reality, not written after the fact.

Thank you to Michaela Ridgway and Financial Times @FT for inviting Dr. Seth Dobrin to speak at this years "The Next Era in Automotive Retail" event in Chicago. Here is the link if you want to check it out. live.ft.com/automotive-retai…

Provable AI. Runs deterministically on CPU, on-prem — no GPU. Zero sorries, zero bypasses, one theorem. Twins are just the first thing we prove. a working digital twin — built from a plain-language description of what you run, in about 30 minutes. aryalabs.io/build

The Paradigm Shift (Why LLMs Stall)Standard generative AI is currently hitting a wall because it relies entirely on mimicking internet text.Statistical imitation: LLMs predict the most likely next word; they do not inherently understand why things happen in the real world.

📘👇 Before we hit print, I’d love to get input from this community! Which cover design stands out to you the most, and why? 👉Drop your vote (1, 2, or 3) and your reasoning in the comments below! #AI #worldmodels #physicalAI