Anthropic and Theorem used Claude to build machine-checked proofs for open-source software, including edge cases missed by random testing. The results show both the promise of automated verification and the steep cost of applying it widely.
Cursor's early-beta hosting platform launched as GitHub faced a reported six-hour outage. Origin is enabled by default for paid subscribers, while data-retention and residency terms remain unpublished.
DigitalOcean cuts infrastructure credits, Gentoo hunts for new sponsors, and Linux projects pivot with forks and fresh tools as the environment absorbs the shock.
Cantina Security and Yeta Labs have launched apex-flash-1, an open-weights AI model that solves two-thirds of held-out vulnerability tasks and cuts per-run costs compared with closed rivals.
Linux 7.3-rc6 arrives as AI-generated patches and bug reports increasingly shape the pace of kernel development.
Protected Quick Tunnels can require visitors to verify an allowed email address without a Cloudflare account or area. Here's how to set one up and test path-based rules before Cloudflare plans to allow URL normalization by default in 2027.
OpenAI's enterprise rate card puts Astra at 250 credits per message and Luna at 2.5. Anthropic instead bills enterprise API use by tokens, leaving teams to compare two different cost systems.
Runpod Flash cuts Docker out of the AI deployment loop, letting engineers deploy GPU-powered apps quickly with a single CLI command.
Automated Docker runs and live user sessions expose why most READMEs fail new developers. The fix demands more than rewriting instructions.
OpenAI Codex and ChatGPT users have made their preference clear: when asked to choose, they want more computing time rather than new features. The latest vote for a full quota reset shows how much users value raw capacity.
Two new Kubernetes vulnerabilities affect Windows kubectl clients and StatefulSet controllers. With version 1.34 set to lose support after October 27, 2026, platform teams must act fast.
Istio 1.31 is moving release artifacts from Google Cloud to Docker Hub. The update also adds agentgateway waypoints to ambient mesh, requiring Kubernetes operators to prepare for the migration.
Qt 6.12 LTS adds built-in QML Hot Reload and a production-ready GPU CanvasPainter API, expanding the toolkit for cross-platform app development.
GPT-6.1 Sol delivers near-Astra performance in coding, research, and business tasks while cutting costs for large AI rollouts.
OpenAI's fix for a GPT-6 image bug has put earlier Sol and Luna test results in doubt. Teams need to retest basic visual workflows; some early failures may no longer be valid.
A new wave of open source security tools is empowering organizations to uncover vulnerabilities and secure their applications without enterprise budgets.
Manual server setups are fading fast. Terraform, Ansible, and SaltStack are changing how DevOps teams work. Here's what sets each one apart.
OpenAI Codex went down just hours after a user data leak came to light, cutting off developers and drawing a wave of online anger.
Keycloak's latest release arrives after a year of major security failures. Here's how to set up SSO in 2026, step by step, with no room for mistakes.
SaaS teams rolling out new checkout features by percentage face four hidden costs that can dwarf the flag service bill. US and EU operators need to account for them before increasing exposure.
A single failed service can freeze your home lab. These five Docker containers send alerts and show you what broke before disaster hits.
