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765 Enterprise AI agents keep failing because they forget what they learned

VentureBeat
VentureBeat · 05/21/2026 14:43 EDT

RAG architectures are good at one thing: surfacing semantically relevant documents. That's also where they stop.A framework called a decision context graph addresses that gap by giving agents structured memory, time-aware reasoning, and explicit decision logic. Rippletide, a startup in the Neo4j ecosystem, has built one. The key capability: agents that are non-regressive, able to freeze validated sequences of actions and compound on them over time.“The key point you want is non-regressivity: How do you make

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