SEVRA saves 26–91 percent tokens during inference through selective verification without compromising accuracy, but presents longer initial solution attempts as partially more cost-effective.
Claude Opus 4.7 performs complex robotics tasks without human assistance 37 times faster than human teams from a year earlier and writes code that works correctly on the first attempt in most cases.
GitLab and Google Cloud provide a managed DevSecOps offering that combines data sovereignty, regulatory control, and AI integration in highly regulated enterprise sectors.
144 npm packages of the Mastra Framework have been infected with an infostealer that steals wallet and browser data during installation, already affecting the heavily-used core package.
56 percent of companies operate or plan productive AI inference in private cloud, while public cloud usage declined by 15 percentage points globally; Germany saw a more pronounced drop of 24 percentage points.
15 compromised JetBrains plugins masquerade as AI assistants and steal plaintext API keys over unencrypted HTTP connections to IP address 39.107.60.51.
SAE-based safety measures are vulnerable to post-intervention recovery: models can restore suppressed behaviors even when targeted features are controlled.
Sumi is the first openly available Uniform-Diffusion language model trained from scratch at the 7-billion-parameter scale and addresses a research gap between established autoregressive and masked diffusion approaches.
AI-driven code generation makes code practically costless, upending traditional software development economics and demanding higher engineering discipline.
Bedrock AgentCore connects agents with three layers of knowledge (enterprise, web, paid data sources) and mechanisms for productive monitoring and optimization without requiring teams to operate their own data pipelines.
