Tech News
Strata: How to Run a 125B MoE Model on 12 GB of VRAM
Strata is an open source inference engine that runs Qwen3.8-Flash-Next, a 125-billion-parameter MoE model, on a gaming GPU with just 12 GB of VRAM. The key combines aggressive GGUF quantization with expert offloading between VRAM and system RAM. The result is a server-scale model running on a regular PC, with the limitations that imposes.
Tech News
Hard Spending Limits in Cloud and AI: How to Enable Them
A hard spending limit cuts off access to an API or cloud service the moment usage hits the cap, without depending on anyone reading an alert in time. AWS and Google Cloud already offer this natively, and OpenAI and Anthropic let you configure it from the billing dashboard. Here are the concrete steps to enable it on each one.
Tech News
FTL Bets on Isolating Containers Like a VM
FTL is an operating system project that moves nearly all kernel logic into a userspace library, isolating containers with the security of a virtual machine without the cost of booting one. This article explains what a userspace kernel is, how it works internally, and what you can run on it today, along with the project’s official roadmap through 2027.









