# How Do AI Agents Remember Things Across Tasks? > Source: > Published: 2026-10-22 11:23:30+00:00 11 days left to join AML Cycle 2. The deadline for complete submissions is October 31, 2026, 23:59 UTC+8. We evaluate Agent Memory across: • Textual Memory • Coding Memory • Multimodal Memory Participants bring their own Add / Search systems. AML standardizes downstream Answer / Eval, review, and public reporting. Especially interested in systems that can handle more than recall: stale information, conflicting evidence, noisy repository history, and long-running tasks. Learn more and apply: