RAG and Long Context Aren't Enough for Agent Memory. δ-mem Is a Third Option

An 8×8 online state lifted Qwen3-4B from 46.79% to 51.66%, with the backbone untouched. δ-mem...

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Orchestrating Agents: Nobody Decides Who Goes Next

In a Strands swarm, routing is a model's tool call and termination is silence. Real runs against strands-agents 1.63.0 show what 'completed' actually means: nobody asked for help.