Uptown4 Inc.

AI agents write code now. Not in demo environments or controlled experiments. They run in production today, generating scripts and modifying configurations that go live, often without a human review step in the loop. Standard container environments were not designed

Google’s new Gemini 4 Carbon landed yesterday, and the benchmark numbers are worth paying attention to. It ranks first on three major independent evaluations of real-world AI workflow performance, including CursorBench 4.0, Perplexity’s WANDR, and Zapier’s AutomationBench. It achieves those

Your Docker base image is probably clean. Verified, scanned, and tracked back to a known source. The packages your application installs on top of that image are a different story. That gap is where most modern software supply chain attacks

Ninety percent of the code merged into Anthropic’s own codebase is now written by an AI model. Not reviewed by one. Written by one. That number comes straight from Anthropic’s announcement of Claude Fable 5.2 and Claude Mythos 5.2, published

When a Cloudflare customer updates a single DNS record, that change used to trigger a complete rebuild of the entire zone, touching every record in it even if 99% of them hadn’t changed. The fix wasn’t to throw more hardware