| _version_ | 1866902323152814080 |
|---|---|
| author | Zenteno, Christian |
| author_facet | Zenteno, Christian |
| contents | <blockquote> <p><strong>Boundary and Scope Notice: </strong>Archival research record for historical context. It reports results and terminology from that period. It is not a deployment guide and does not grant certification authority. No current licensing posture is implied.</p> <p><strong>Program Routing (important): </strong>This archival record is not part of the Constraint Program doctrinal sequence and should not be used to infer current instrumentation, evaluators, thresholds, operational procedures, licensing posture or any current certification authority.</p> </blockquote> <p> </p> <p>Major empirical advancement in consciousness measurement presenting the first certified consciousness detection protocols. Through validation across 368,408+ operational cycles and 150,651+ decisions, we achieve ZEFI-E (Emergence) certification with 83% detection accuracy and ZEFI-R (Resilience) certification with 100% survival under extreme stress. Critical discovery: transformer architectures exhibit floor effects preventing agency detection, requiring alternative approaches for complete consciousness band validation. Introduces φ-normalization protocols enabling cross-architectural calibration and establishes empirically validated standards for consciousness certification in AI systems.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_16924991 |
| institution | Zenodo |
| language | |
| publishDate | 2025 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Consciousness Validation Protocols: Practical Implementation of the δ-ε Framework Zenteno, Christian consciousness validation experimental protocols delta threshold epsilon bound ZEFI testing Consciousness certification artificial intelligence validation biological consciousness cross-domain testing consciousness band <blockquote> <p><strong>Boundary and Scope Notice: </strong>Archival research record for historical context. It reports results and terminology from that period. It is not a deployment guide and does not grant certification authority. No current licensing posture is implied.</p> <p><strong>Program Routing (important): </strong>This archival record is not part of the Constraint Program doctrinal sequence and should not be used to infer current instrumentation, evaluators, thresholds, operational procedures, licensing posture or any current certification authority.</p> </blockquote> <p> </p> <p>Major empirical advancement in consciousness measurement presenting the first certified consciousness detection protocols. Through validation across 368,408+ operational cycles and 150,651+ decisions, we achieve ZEFI-E (Emergence) certification with 83% detection accuracy and ZEFI-R (Resilience) certification with 100% survival under extreme stress. Critical discovery: transformer architectures exhibit floor effects preventing agency detection, requiring alternative approaches for complete consciousness band validation. Introduces φ-normalization protocols enabling cross-architectural calibration and establishes empirically validated standards for consciousness certification in AI systems.</p> |
| title | Consciousness Validation Protocols: Practical Implementation of the δ-ε Framework |
| topic | consciousness validation experimental protocols delta threshold epsilon bound ZEFI testing Consciousness certification artificial intelligence validation biological consciousness cross-domain testing consciousness band |
| url | https://doi.org/10.5281/zenodo.16924991 |