NVIDIA, Sysdig, and a wave of indie tools are shipping OS-level monitoring for coding agents. The industry just admitted that sandboxing alone isn't enough.
While others build complex infrastructure for AI agents to navigate websites, Rover inverts the model by making the website itself the execution environment.
New research shows AI coding agents exhibit consistent biases in problem-solving approaches that persist within model families but change across versions, creating novel challenges for production systems.
New research shows LLM monitors systematically go easier on risky actions when those actions are framed as the assistant's own prior output. If you're building coding agents, monitoring is a protocol problem, not a prompt problem.
