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Dev.to
7/25/2026
Agent Memory as an Architecture Problem: A Lifecycle Approach to Context Management

Agent Memory as an Architecture Problem: A Lifecycle Approach to Context Management

Original: Agent Memory Is Not Merely a Storage & Retrieval Problem, It Is an Architecture Problem.

Short summary

Agent memory is an architecture problem, not a storage problem that bigger context windows will solve. The article proposes a lifecycle approach with four stages — ingestion, scoping, decay, and retrieval — each requiring deliberate design. Most token spend in agent systems comes from carrying forward stale context, not from reasoning itself. The author published a 23-page paper with evaluation data backing the framework.

  • Agent memory requires architectural decisions across ingestion, scoping, decay, and retrieval stages
  • Most token spend comes from carrying stale context, not from reasoning — cost is a lifecycle property
  • Author published a 23-page paper with evaluation harness and study data on agentic context management

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