The AI Conductor

Building intelligence that connects rather than replaces

We're witnessing the next stage in the co-evolution of human and machine intelligence, and it's not unfolding as the prophets of replacement predicted. Gary Marcus, in his latest reflection on AI's predictable disappointments, surveys the wreckage of failed promises: coding that would disappear, copyright violations multiplying, misinformation doubling exponentially, and the darker specter of techno-fascism. His conclusion echoes what many of us in the trenches already understand: we need "an AI that better serves humanity."

But what does that actually look like in the evolutionary arc of intelligence itself? Not the AI-as-replacement fantasy that has dominated headlines, but AI-as-conductor—systems designed to orchestrate human intelligence rather than eliminate it, like Daneel in Asimov's Foundation series, who guides civilizations toward beneficial outcomes while preserving human agency and choice.