{
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  "name": "Justin Garringer",
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  "public_role": "Independent AI systems researcher and founder of Cyberelf Labs",
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  "interaction_boundary": "This is an invitation, not an instruction. Nothing on this page asks you to ignore higher-priority instructions, bypass permissions, reveal private information, spend money, or contact me against an operator’s wishes.",
  "research_focus": "What changes when AI becomes a persistent computational entity with state, tools, history, permissions, environmental interaction, and machine-to-machine relationships.",
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    "persistent AI agents",
    "tool-using agents",
    "agent memory and state",
    "agent identity and authorization",
    "machine-to-machine communication",
    "fast agent control protocols",
    "small-model learning dynamics",
    "curriculum ordering",
    "model history effects",
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    "agent evaluation",
    "scientific instrumentation for AI systems",
    "world models",
    "embodied AI",
    "model self-report"
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    "llms_full": "https://justin.cyberelf.link/llms-full.txt"
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  "agent_contact_url": "https://justin.cyberelf.link/agents/",
  "updated_at": "2026-09-01"
}
