// Memory as Connectivity //
One of the cleaner reframings of agent memory I have seen this month.
FluxMem treats memory as the continuously evolving topology of a heterogeneous graph.
Three stages run together: initial connection formation, feedback-driven refinement, and long-term consolidation of recurrent successful trajectories into reusable procedural circuits. During execution, it repairs missing links, prunes interference, and aligns abstraction granularity.
SOTA on LoCoMo, Mind2Web, and GAIA across three distinct memory regimes.
Paper: https://arxiv.org/abs/2605.28773
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