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    <title>Where do we go from here</title>
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    <description>AGI needs more than scaling laws and architectural breakthroughs. It needs substrate: identity, memory, tools, and an environment that grants agency.</description>
    <category>AGI</category>
    <category>AI agents</category>
    <category>substrate</category>
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