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Xinity's answer:
Regulated European enterprises where data sovereignty and compliance are non-negotiable: finance, healthcare, legal, public sector, etc. These are organizations currently unable to adopt cloud AI because doing so would breach sovereignty requirements.
Xinity's answer:
Existing solutions force a binary choice: cloud APIs that violate data sovereignty requirements, or raw open-source tools that require dedicated MLOps teams to operate. Xinity eliminates this tradeoff. Its Scalable On-Premise LLM Management Automation System lets enterprises deploy production-grade generative AI on their own hardware, with OpenAI-compatible APIs, automated orchestration, and deployment in days rather than months. Existing applications can be redirected to on-premise inference with a single line of code. It is sovereign by architecture, not by contract.
Xinity's answer:
Xinity was founded in 2025 in Vienna by Alexander Zehetmaier (CEO) and Jonas Vander (CTO), who have built AI systems together for over a decade and studied AI at Radboud University in the Netherlands. They saw European companies forced into an impossible choice between powerful cloud AI that violated data sovereignty and open-source tools that were too complex to run without dedicated teams. Xinity was built to eliminate that tradeoff. On April 1, 2026, the company open-sourced its core Runtime under Apache License 2.0, making sovereign AI infrastructure freely available to developers across Europe. The mission: a compute-independent Europe.
Xinity's answer:
Most competitors sell contractual sovereignty. EU-region hyperscaler offerings and European sovereign cloud operators still process your data on infrastructure they operate, so sovereignty rests on a jurisdiction clause, not physics. That clause does not override CLOUD Act reach, and your data still leaves your perimeter. Xinity is sovereign by architecture: the model runs on hardware inside your perimeter, so no data leaves and no third party can access it. Against raw open-source tooling, which needs a dedicated MLOps team, Xinity adds production-grade orchestration, one-line migration, and a fully auditable Apache 2.0 codebase.
Xinity's answer:
Xinity is built on Bun and TypeScript. The core packages are an OpenAI-compatible API gateway, a model runtime daemon that runs on the GPU hardware, an operator CLI, a model registry (infoserver), and a SvelteKit admin dashboard. vLLM serves as the inference backend, with the data layer on Drizzle ORM, environment validation via Zod, and logging via Pino. It deploys through Docker Compose, with NixOS support. The proprietary R&D layer is Distributed Split Inference using a Mixture-of-Experts architecture, where expert sub-networks run across separate compute nodes and embedding encoding prevents any single node from reconstructing the output. The engine (gateway, daemon, CLI, infoserver, DB layer) is Apache 2.0; the dashboard is source-available under Elastic License 2.0.
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Moloch wins again https://medium.com/@darth.mark.23/the-moloch-dilemma-how-game-theory-reveals-a-hidden-force-behind-global-issues-8b21194ff16e. - Source: Hacker News / 1 day ago
The tests are in no way scientific. Do a little research and you will find some horrifying truths about what is presented. https://medium.com/@randomuser_11627/the-telepathy-tapes-is-a-scam-606f7e11963e https://jonogden.substack.com/p/lets-talk-about-the-telepathy-tapes https://sciencebasedmedicine.org/the-telepathy-tapes-more-fc-pseudoscience/. - Source: Hacker News / 4 days ago
Console vs PC is a red herring since UE games still stutter on consoles, people just notice that less because most games run at 30 fps anyway. You can read Unreal's own blog posts on this and they'll actually explain that this is mostly down to their material system (and game logic/scripts reaching into it) being designed to create nearly infinite shader variations on the fly in response to arbitrary world/game... - Source: Hacker News / 4 days ago
I'm no expert on haplogroups either, but cursory googling seems to indicate they are far more numerous and nuanced than the late victorian, scientific-racism derived classifications used today - i.e.: black, white, asian etc. But we don't need to be specialists in population genetics to observe that human cultures interbreed. We can't reliably correlate visible biomarkers with genetic origin, especially in... - Source: Hacker News / 4 days ago
I think it's intresting to read about the guy who made yolo, take a look at his website and later, his thoughts about the monster he may have created. https://medium.com/@graham.wallington/the-evolution-of-yolo-joseph-redmons-departure-and-the-ethics-of-computer-vision-66d9b75f0eca https://pjreddie.com/darknet/yolo/. - Source: Hacker News / 5 days ago
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