The artifact secretary uses an agent sdk (Bedrock, Gemini ADK, or Claude) to interactively explore an environment (e.g., a container) with a user goal such as discovering the software locations, linkage, and build details. The use case is having a “black box” container URI, and generating a manifest that can be given to an agent for scheduling to the best resource.