#memory
4 posts tagged with "memory".
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Agents Are Learning the Memory Policy You Used to Hand-Code
• 5 min readA June 2026 wave moves the store/evict/retrieve decision from heuristics to a trained policy, and pushes consolidation into an offline sleep phase.
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Injection Stopped Being a Single-Turn Problem
• 5 min readOnce agents got long-term memory, a one-time prompt injection could survive across sessions. Mid-2026 research shows both the attack and the defense moving up the stack.
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The Context Window Grew a Memory Manager
• 5 min readA June 2026 wave of papers shows pruning beats full context on accuracy and cost — and that eviction is becoming a deterministic, cache-aware system, not a summarize call.
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Agent Memory Architectures: Short-Term, Long-Term, and Episodic
• 9 min readThree kinds of memory, four-tier consolidation pipelines, hybrid retrieval that beat pure vector search, and the unsolved staleness problem. The 2026 state of the art for agents that learn over time.