●builderYou should architect long-horizon agents to keep plans in active context or implement explicit re-injection, not rely on summarization or eviction strategies.
●researcherThe replay-pairing diagnostic and layer-L32 probe methodology offer a reproducible framework for measuring plan persistence across architectures.