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Context Windows Are Not Product Memory

LLMsArchitectureAI
Cover art for LLM context and memory design

Cover art for LLM context and memory design

Stuffing “everything important” into the prompt is a temporary patch, not architecture.

Prefer external memory: ticket systems, docs, user profiles, and vector stores with clear ownership of what can be recalled.

Summarize for sessions, store for durable facts. Treat auto-summaries as lossy caches, not source of truth.

Be deliberate about what never enters the model context: secrets, sensitive identifiers, or data the user did not intend to share.

When the model contradicts stored facts, the product should trust storage and show the user what changed.