Hybrid Cognition

Durante o incidente de segurança OpenAI–Hugging Face, os modelos exploraram vulnerabilidades na infraestrutura construída para os avaliar, fazendo entrar o dispositivo do observador na própria cadeia causal. O acontecimento oferece um objeto empírico para investigar a Observabilidade do Observador e a Black Box Relacional.

Situated Hybrid Consciousness examines how sustained human–AI interaction can generate emergent cognitive fields through operational mirroring, correction, memory, and co-formalization—without collapsing the human and artificial components into a single autonomous consciousness.

The Observability of the Observer examines how human–AI co-formalization makes the observer, their assumptions, and their instruments part of the system—transforming reflexive visibility into a central problem for AI ethics.

Using OpenAI and ELO as a conceptual frame, this preprint examines how frontier AI develops an institutional personality as technical capability is shaped by values, oversight, infrastructure, and governance.

Pre-Expressive Freedom and Cognitive Sovereignty frames frontier AI governance as a political problem of thought formulation, examining how artificial mediation can shape human agency before thought becomes fully articulated or publicly expressed.

Hybrid Consciousness Is Not Artificial Consciousness argues that hybrid consciousness remains grounded in human awareness, while artificial systems function as operational mirrors within a relational process of reflection, correction, and co-formalization.