CI/CD & Lifecycle

Learn how continuous deployment for prompt-driven systems treats prompts, tools, and models as deployable artifacts with versioning, canaries, and rollbacks.

Learn agent CI/CD basics with 8 examples. Version prompt packs, score gold sets, handle regressions, and outline deployment strategies.

Learn to version prompts and tool schemas like code. This guide covers creating immutable packs, loading with resolvers, and logging pins for agent runs.

Implement feature flags for agent behavior changes to control rollout of new prompt versions, tools, and model routes. Learn to define flags, resolve them into an AgentPin

Learn to quickly revert problematic agent changes impacting quality, safety, latency, or cost with this rollback cheatsheet for deployed agents.

Learn ten best practices for safely and reversibly shipping agent changes, including operating checks for prompt, model, and tool updates.