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Tag: misalignment

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NEUROBIT · 08/06/2026 · 5 MIN READ

Solaris & AI: Output vs. Value – A Structural Misalignment

apple-aiSolaris's 'native AI' claim highlights a growing issue: output exceeding value. AI’s exponential growth isn’t translating to measurable economic growth, revealing a structural misalignment.

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⎈ ROOT ACCESS // THE ARCHITECTURE BEHIND HUANDROID SYSTEMA COGNITIVUM

> Multi-Agent AI: How Conflict Reveals Data Truth

Single LLMs hallucinate. Huandroid’s multi-agent architecture, with a Contrarian Agent, challenges insights & eliminates bias. Crucial for strategic...

> Applied Research for Cognitive Sovereignty & Institutionalization

Root Access explores building local-first AI infrastructure, questioning perpetual rental and systemic dependency. Achieving cognitive sovereignty demands a...

> Cognitive Sovereignty: AI for Italy’s Public Sector

Huandroid's AI architecture for the Italian Public Administration: Human-in-Command, Epistemic Security, & Cognitive Sanctuaries. A position paper for...

Tag: misalignment

Solaris & AI: Output vs. Value – A Structural Misalignment

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