LACF Emotional Paradigm: A Personalized Artificial Nervous System for Human-AI Alignment
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| Sprache: | Englisch |
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2026
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| _version_ | 1866901081324257280 |
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| author | Ochej, Stephane Cornic, Christophe |
| author_facet | Ochej, Stephane Cornic, Christophe |
| contents | We present LACF (Legal Architecture for Cognitive Functions), a complete artificial nervous system for AI agents. Unlike RLHF-based approaches, LACF implements a biologically-inspired architecture with personalized emotional calibration. We demonstrate Heart calibration on 397 emotional vectors extracted from 118 real human-AI conversations, sycophancy cascade measurement and stabilization via daemon re-injection, and scalable personalization (one framework, individually calibrated per human). Includes empirical evidence, 12 claims, emotional calibrator source code, and Heart calibration data. |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19367082 |
| institution | Zenodo |
| language | eng |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | LACF Emotional Paradigm: A Personalized Artificial Nervous System for Human-AI Alignment Ochej, Stephane Cornic, Christophe LACF AI alignment sycophancy RLHF emotional calibration artificial nervous system daemon re-injection AI safety worst-wins consensus personalized AI Heart calibration cognitive immune system AI ethics human-AI interaction We present LACF (Legal Architecture for Cognitive Functions), a complete artificial nervous system for AI agents. Unlike RLHF-based approaches, LACF implements a biologically-inspired architecture with personalized emotional calibration. We demonstrate Heart calibration on 397 emotional vectors extracted from 118 real human-AI conversations, sycophancy cascade measurement and stabilization via daemon re-injection, and scalable personalization (one framework, individually calibrated per human). Includes empirical evidence, 12 claims, emotional calibrator source code, and Heart calibration data. |
| title | LACF Emotional Paradigm: A Personalized Artificial Nervous System for Human-AI Alignment |
| topic | LACF AI alignment sycophancy RLHF emotional calibration artificial nervous system daemon re-injection AI safety worst-wins consensus personalized AI Heart calibration cognitive immune system AI ethics human-AI interaction |
| url | https://doi.org/10.5281/zenodo.19367082 |