$OKLO --- The U.S. Department of Energy has officially approved the Preliminary Document Safety Analysis (PDSA) for $OKLO's Aurora Powerhouse to be built at Idaho National Laboratory (INL). This is the nation's first approved commercial fast reactor safety design framework, clearing one of the most formidable regulatory hurdles for its flagship reactor construction. $OKLO also announced the acquisition of advanced manufacturing firm ARMEC to expand its vertically integrated production capabilities for advanced reactor and nuclear fuel manufacturing, effectively bulletproofing its future supply chain from bottlenecks. The company was also selected by the DOE to enter advanced negotiations for converting surplus government plutonium stockpiles into commercial nuclear fuel — providing its fast reactors with a highly cost-competitive, stable bridge fuel. 1. Perfectly Aligns With AI's 24/7 Zero-Carbon Baseload Power Mandate AI data centers require uninterrupted 24/7 baseload clean power — a need that intermittent renewables like wind and solar cannot fully satisfy. Traditional nuclear plants take a decade to build and cost tens of billions, while Oklo's focus on Small Modular Reactors (SMRs) enables factory-standardized mass production, truck transport, and rapid on-site assembly. With individual output ranging from 15MW to 50MW, these reactors are ideally sized to be colocated directly adjacent to data centers. 2. Unique Business Model: Sell Power, Not Reactors (PPA Model) Unlike traditional nuclear component suppliers like Westinghouse, Oklo operates on a Build-Own-Operate (BOO) model. It retains full ownership of its reactors and signs long-term Power Purchase Agreements (PPAs) directly with major clients including Meta and Switch. Once operational, this model generates decades of extremely stable, high-margin "Nuclear-as-a-Service" revenue. 3. Fast Reactor Technology Nuclear Waste Recycling Narrative Oklo's liquid metal-cooled fast reactor technology delivers ultra-high energy density — and critically, it can run on High-Assay Low-Enriched Uranium (HALEU) fuel recycled and re-enriched from traditional nuclear plant waste. With global uranium mining and enrichment capacity running extremely tight and heavily concentrated in specific geopolitical regions, its diversified fuel sourcing and commercial recycling capabilities are a massive valuation catalyst.

research organisation called Prime Intellect demonstrated that this does not have to be the case. Prime Intellect trained Orion-100B, a 100-billion-parameter AI model, using a distributed network of non-colocated GPUs that individual participants could join for as little as $1.25

On June 2nd, our entire Netherlands infrastructure went offline. MIRHosting — the company through which we were colocated at nLighten datacenter — had power cut to all equipment from all their clients. Zero explanation. No official statement.

Phoenix LiveView 1.2 is released with colocated css and more! Check the announcement for details! phoenixframework.org/blog/ph…

The power-cost detail is the part I’d watch. AI campuses are starting to look less like normal data center expansion and more like colocated industrial projects where the grid plan is part of the product plan.

📡 Not every tight velocity couplet means a tornado is occurring. A true Tornado Debris Signature requires BOTH: 🌪️ A TVS 🗑️ A debris signature If they aren't colocated, be skeptical. 🎥 Watch for FREE: buff.ly/cF6L51n

Why would European researchers be "unshackled"? The frontier capability isn't illegal, but it also doesn't exist. Even GDM in London is currently losing researchers to Anthropic, despite being only a few months behind. By the way, it is not clear to me that American researchers are inherently "compute richer", given that you don't need to be geographically colocated with the compute.

Looking for a home for your latest legal AI paper? We just published the Call for Papers for the Second International Workshop on Data Mining and AI for Law (DMAIL)! DMAIL 2026 is colocated with IEEE BigData 2026 in Phoenix, Arizona 🇺🇸 Dates: Paper deadline: September 30 Author notification: October 25 Camera-ready: November 15 Workshop date: December 17 Organizing committee: Haihua Chen, Nguyen Ha Thanh, Yang Zhang, @yu_fan_768, Haoxuan Zhang Full CfP: dmail-workshop.github.io/DMA… Submission site: easychair.org/conferences/?c…

55gb of l2 order book data. cointegration formulas. ornstein-uhlenbeck calibration. the article is real and the math is correct. the edge it describes belongs to people you cannot beat at it → the math tells you when a 200ms gap opens between polymarket and kalshi → closing that gap requires colocated servers, direct feeds, tuned routers, six-figure capital ready to cross instantly → none of that infrastructure is in the github repo a desk running these models earns the spread because it arrives first a retail trader running these models reads the same imbalance, submits the order, and takes the worse side of the spread what actually transfers to retail: → the dataset is useful research material, not a trade pipeline → knowing what desks look at lets you stop trying to compete on the same surface → the only retail-survivable lane is the markets where desks do not deploy capital the formulas are the floor of a quant desk's operation, not its edge we wrote the retail version of this last week. eight wallet archetypes, twelve metrics, a watchlist for finding traders in markets the desks haven't touched yet → read this article to see what desks do → read ours to see what retail can do → the formulas are not the moat. latency is.

The account info cards of these UK political scam profiles are fascinating. They indicate a variety of distant and far-flung countries, including: Mauritius, Eritrea, Iceland, Mauritania, Senegal, Montenegro, Ukraine, Qatar, UAE, Yemen, Spain, Japan, United States, and Canada. Anywhere but the UK! Notably, X reports that the country or region may not be accurate because the user may be connecting via a VPN or proxy, which cloak the user's IP and geolocation. This means the country you see is most certainly entirely wrong, as X does not have visibility of the real IP and country. The attack campaigns probably actually originate from a small number of location clusters, likely colocated and coordinated. The threat actors are utilising many different connection-terminating countries and IPs, constantly changing their IP address and apparent geolocation, all to evade detection. X likely has a blocklist of abusive and scam-linked IPs, using it extensively to fight the attacks. Bad actors see an easy workaround. An IP not present on a blocklist — a fresh benign IP, one you don't know about — doesn't indicate safety. X should be scrutinising these signals narrowly and holistically, because they provide key indicators of fradulent activity: VPN use, rapid country switching, and the use of exotic and faraway countries — which bear no relevance in the context of UK politics. There's so many signals here for X (and other social media firms) to use in blocking these scams! Let me help you!

A special treat. My BCT and MP AIT was at Ft. McClellan AL in the dead of summer. The Chem School was colocated. They took special pleasure in making it as extreme as they possibly could for the cops. Brotherly love.

Sorry I know it’s not as nice as the deep integration you were trying to do with live native. Nor is it server driven or the UI colocated

7/11 Research & Technical Vision • Parallax tech report (Jon Durbin’s decentralized MoE training architecture): chutes.ai/parallax.pdf This is the most important document for understanding their long-term bet on making serious model training viable across fragmented, non-colocated GPUs.

git repo should be colocated on the host, so sandbox with up to date git repo is possible in 0.01 nano secounds (in our case 400ms). freestyle.sh

uh @grok please check my understanding on this, correct me where I am incorrect and fill in gaps to the extent helpful, but: while cyber command (colocated with NSA at Fort Meade) is DoW, iirc NSA is **not**. siginters talk about different legal authorities for operating, ianal and don't recall precisely what they are but iirc they're important.

Worth noting that the library moved from this building to a colocated site with the leisure centre so the library offer is still alive and well in this community - and that was 20 plus years ago