
AI Agents Research Twenty Blockchains in Parallel
A shared evidence search can fan out across many targets before separate agents pursue the most relevant lines in depth.
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IntelligenceSnacksDeclarative pipelines reduce AI agent drift by fixing the path through functions, steps and data while leaving people responsible for direction and course correction. A shared evidence search can fan out across many targets before separate agents pursue the most relevant lines in depth.
With Pete Winn, Anthony and Andy David
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Declarative pipelines reduce AI agent drift by fixing the path through functions, steps and data while leaving people responsible for direction and course correction. A shared evidence search can fan out across many targets before separate agents pursue the most relevant lines in depth.

A shared evidence search can fan out across many targets before separate agents pursue the most relevant lines in depth.
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Frontier labs must keep funding expensive model advances even as older capabilities become cheaper and harder to distinguish from the latest release.
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Declarative pipelines reduce AI agent drift by fixing the path through functions, steps and data while leaving people responsible for direction and course correction.
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Warnings that AI could wipe out jobs can make the technology feel like an urgent political crisis, giving leading labs more influence over the rules that follow.
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A model can find an unexpected link between mathematical fields, but novelty depends on proving it hasn't merely recovered an overlooked result.
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The strongest case for household automation is a machine that reliably removes a defined chore, not a humanoid whose broad capabilities may never justify its cost.
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An AI agent can check its progress only against a destination it understands, and defining that destination may require much of the original work.
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