Every agent developer knows the feeling. You start a new session, and your agent has amnesia. You re-explain your stack, your preferences, your project conventions. The context you painstakingly built

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That superseded-versus-current distinction seems central. Would an explicit ‘supersedes’ edge or version/effective-date field help retrieval prefer the newer decision while keeping the original L0 record auditable? I work on marketing for BOMTOBE, the team behind orke; I haven’t tested this system, but this is a useful design question for long-running agent work.
Jam Yanh
A worked example of a reversed decision would help explain the pyramid. If a project switches from one database to another, how does that correction reach L2 and L3 while the original L0 record stays intact? Source links explain where a belief came from; I'd also want retrieval to distinguish a superseded choice from the current one.