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The Paradigm Shift: From Static to Evolutionary AI
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The Paradigm Shift: From Static to Evolutionary AI

Gennaro Cuofano's avatar
Gennaro Cuofano
Jun 11, 2025
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The Business Engineer
The Business Engineer
The Paradigm Shift: From Static to Evolutionary AI
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The entire AI tech stack is currently evolving through a five-layer paradigm, which is moving us from “static AI” (the knowledge compressed in an LLM doesn’t update unless it gets retrained) toward agentic AI.

But there is more to it.

As highlighted by the team at Sakana AI, we may be moving towards a Darwin Gödel Machine (DGM), which represents a funda…

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