Coding agent benchmarks: what actually won?
A coding agent's tools and testing policy help determine its benchmark result. Understand what was compared before choosing a setup for your team.
Guides, news and explanations about AI and reliable systems.
A coding agent's tools and testing policy help determine its benchmark result. Understand what was compared before choosing a setup for your team.
A host that launches codex exec must own the process, thread lease, JSONL trace, cancellation and artifact checks. Resume is a lifecycle decision, not a shell shortcut.
A persistent assistant can gather context and prepare a dependency patch across conversations. The workspace and installed version determine what its test result means.
A published Codex Cloud environment gives new tasks prepared files and tools. Existing tasks retain their own working state, including tools installed before an update.
How Herdr keeps coding sessions available while you detach, and what changes when its server restarts.