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Graphon has raised a $35 million Series A to develop a system that maps connections across documents, videos and images, Business Insider reports.

Why it matters

The aim is to address a familiar limit of AI agents: they can handle multi-step tasks but struggle to keep track of earlier conversations. Better memory could make agents more useful across longer-running work, though the report excerpt does not detail how Graphon’s system performs. Connecting the dots is a promising pitch. The harder test is whether agents remember the right ones.

Discuss: Should AI agents remember more of a user’s history by default, or should users have to choose what gets retained?

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