Your agent context needs a development lifecycle

The New Stack · 1 month ago · 20

Teams that build coding agents treat skills, agent configs, prompt instructions, and rules files as informal artifacts, but these context pieces effectively control agent output. The article proposes a four-phase Context Development Lifecycle (Generate, Evaluate, Distribute, Observe) with testing and versioned distribution to prevent skills from breaking after model updates or drifting from the codebase. It shifts agent development from “ship and debug via complaints” to an engineered workflow with evaluation infrastructure, monitoring, and feedback loops so context quality is continuously maintained.