Can Agent Memory architectures be strengthened with engineering constraints?

Anannya Roy Chowdhury argues that AI agents often fail not due to reasoning limitations but due to memory architecture flaws, where stale state poisoning can significantly reduce multi-agent win rates. The article provides a guide to designing efficient agent memory architectures with engineering constraints to mitigate these issues.