TMCRA — Agent Memory Engine Copyright 2026 Yu Haoxin and TMCRA contributors Development and reproducibility engineering assistance was provided by OpenAI Codex. See AUTHORS.md for contributor roles. This product includes or adapts third-party software and model interfaces. The corresponding copyright notices and license terms are documented in benchmarks/longmemeval/THIRD_PARTY_NOTICES.md.