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Agents2026-07-13 · source-backed
This method retains four categories of reusable context (task specs, data schemas, tool configs, output constraints) while discarding session-specific reasoning, enabling role-based workspace transfer across users (arXiv:2607.09493). It reports 96% completion versus 79% without memory, 14x faster zero-token refresh for recurring updates, and 97x lower per-invocation token cost versus injecting raw data each time. This is the concrete blueprint for what "agent memory" should actually persist. Not chat history. The reusable scaffolding.
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Shared entity: Shared / Same source domain / Shared topic / What happened next
Both cover Shared; reported by the same outlet (arxiv.org); overlapping topics (agent, cost).
Shared entity: Shared / Shared topic / What happened next / Tension
Both cover Shared; overlapping topics (cost, token); picks up the Shared thread on 2026-07-31.
Same source domain / Shared topic
Reported by the same outlet (arxiv.org); overlapping topics (actually, agent, completion, cost, task).
Same source domain / Shared topic / Tension
Reported by the same outlet (arxiv.org); overlapping topics (agent, cost, task); pushes against this story (versus).
Reported by the same outlet (arxiv.org); overlapping topics (agent, memory, task); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (agent, cost, memory); pushes against this story (but).
Reported by the same outlet (arxiv.org); overlapping topics (actually, agent, data); pushes against this story (against).
Reported by the same outlet (arxiv.org); overlapping topics (actually, agent, data); pushes against this story (but).