Five approaches to agent memory and context — why bigger windows don't solve it

FulcraDynamics · reddit · 2026-11-04

Fulcra Dynamics breaks down five approaches to agent memory and context: conversation history (token cost, dilution), summarized memory (detail loss, error accumulation), retrieval-based memory (quality issues), structured memory (record conflicts), and shared context across agents (concurrent writes, permissions). Bigger context windows don't decide what to remember or whether memory is still accurate; most systems should combine approaches.

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