A new benchmarking study from arXiv:2605.27467v1 finds that Liquid Neural Networks (LNNs) significantly outperform traditional LSTMs in parameter efficiency and robustness across four sequential data …
An engineer used AWS's new DevOps Agent to troubleshoot a failed DMS task, and the tool identified the root cause—API issues between DMS and Secrets Manager—hours before AWS officially notified the is…
Engineers who let AI generate Terraform code face production risks because the model lacks context for critical infrastructure decisions like IAM scoping and retention policies, according to a develop…
AWS released its managed Model Context Protocol (MCP) server as generally available, providing AI coding agents with controlled access to all AWS APIs, documentation, and operational workflows through…
The article explains that the most common security issue in AWS environments is improperly configured Identity and Access Management (IAM), often set up years ago by former employees using outdated tu…
The article describes Stave, a cloud-security tool that replaces the traditional collector-based onboarding model with a "contract" approach. Instead of shipping a collector that must be configured fo…
DevOps engineer's experience inheriting a 47,000-line Terraform codebase with a single state file, no modules, and poorly named variables. The author explains how they refactored the infrastructure by…