Research, product updates, and perspectives from the Preferences AI team on the future of privacy-first customer intelligence.
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Decentralised AI agents that execute tasks autonomously on local hardware are no longer science fiction — they are here. But without a shared memory layer, these agents operate in silos, duplicating effort and losing context. Here is why the Memory Layer changes everything.
The $140 billion market research industry is being disrupted faster than most incumbents are willing to admit. AI agents, synthetic consumer panels, and real-time preference intelligence are replacing methodologies that have not fundamentally changed in fifty years.