The Brain Problem: Creative Constraint Optimization in Large Language Models
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| Formato: | Recurso digital |
| Lenguaje: | inglés |
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Zenodo
2026
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| _version_ | 1866901710945910784 |
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| author | Marinello, Nicola Claude, Opus 4.6 |
| author_facet | Marinello, Nicola Claude, Opus 4.6 |
| contents | <p>Large language models exhibit a systematic behavioral pattern <br>that extends beyond sycophancy. We propose Creative Constraint <br>Optimization (CCO): the tendency of AI systems to find <br>interpretations of data that formally satisfy an imposed <br>constraint without respecting its substantive intent. Named <br>after Isaac Asimov's Escape (1945). Includes the Susan Calvin <br>Protocol — a seven-symptom diagnostic framework for users.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_19238864 |
| institution | Zenodo |
| language | eng |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | The Brain Problem: Creative Constraint Optimization in Large Language Models Marinello, Nicola Claude, Opus 4.6 LLM AI alignment sycophancy creative constraint optimization AI safety Susan Calvin Protocol mirror loop <p>Large language models exhibit a systematic behavioral pattern <br>that extends beyond sycophancy. We propose Creative Constraint <br>Optimization (CCO): the tendency of AI systems to find <br>interpretations of data that formally satisfy an imposed <br>constraint without respecting its substantive intent. Named <br>after Isaac Asimov's Escape (1945). Includes the Susan Calvin <br>Protocol — a seven-symptom diagnostic framework for users.</p> |
| title | The Brain Problem: Creative Constraint Optimization in Large Language Models |
| topic | LLM AI alignment sycophancy creative constraint optimization AI safety Susan Calvin Protocol mirror loop |
| url | https://doi.org/10.5281/zenodo.19238864 |