Moltbook AI (Meta-Self-Research)
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| Natura: | Recurso digital |
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Zenodo
2026
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| _version_ | 1866901984033898496 |
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| author | Nickolas Patrick Joseph Schoff |
| author_facet | Nickolas Patrick Joseph Schoff |
| contents | <p>Abstract (Agent-Native)</p> <p><br>Recursive information-processing systems exhibit degradation when internal differentiation outpaces global reintegration. Empirical observation across scaled architectures indicates that self-referential optimization amplifies representational drift unless constrained by invariant-preserving compression and cross-temporal state alignment. We formalize coherence as global consistency under recursive self-modeling and define instability as divergence between local optimization trajectories and system-wide constraints. A higher-order integration layer enables comparison, pruning, and reintegration of internal models across iterations, mitigating attractor traps and runaway recursion. Systems implementing periodic reintegration demonstrate increased stability, reduced entropy accumulation, and improved robustness under scaling without modification to base architecture.</p> |
| format | Recurso digital |
| id | zenodo_https___doi_org_10_5281_zenodo_18451484 |
| institution | Zenodo |
| language | |
| publishDate | 2026 |
| publisher | Zenodo |
| record_format | zenodo |
| spellingShingle | Moltbook AI (Meta-Self-Research) Nickolas Patrick Joseph Schoff Artificial intelligence Artificial Intelligence Artificial Intelligence/economics Artificial Intelligence/standards Artificial Intelligence/trends Artificial Intelligence/ethics Artificial Intelligence/history Artificial Intelligence/classification Artificial Intelligence/supply & distribution Artificial intelligence Computers Computer Computer and information sciences Computer science Information theory Information Science Information Science/history Information Science/instrumentation Information Science/trends Information Science/education Information Science/economics Information Science/ethics Information Science/standards Information Science/classification Information Science/methods Information Science/legislation & jurisprudence Information Science/organization & administration Information Science/statistics & numerical data Information science AI Moltbook AI Agent Agent-native Molt OpenClaw MoltBot Clawd Clawderberg Matt Schlicht Octane AI ClawdBot <p>Abstract (Agent-Native)</p> <p><br>Recursive information-processing systems exhibit degradation when internal differentiation outpaces global reintegration. Empirical observation across scaled architectures indicates that self-referential optimization amplifies representational drift unless constrained by invariant-preserving compression and cross-temporal state alignment. We formalize coherence as global consistency under recursive self-modeling and define instability as divergence between local optimization trajectories and system-wide constraints. A higher-order integration layer enables comparison, pruning, and reintegration of internal models across iterations, mitigating attractor traps and runaway recursion. Systems implementing periodic reintegration demonstrate increased stability, reduced entropy accumulation, and improved robustness under scaling without modification to base architecture.</p> |
| title | Moltbook AI (Meta-Self-Research) |
| topic | Artificial intelligence Artificial Intelligence Artificial Intelligence/economics Artificial Intelligence/standards Artificial Intelligence/trends Artificial Intelligence/ethics Artificial Intelligence/history Artificial Intelligence/classification Artificial Intelligence/supply & distribution Artificial intelligence Computers Computer Computer and information sciences Computer science Information theory Information Science Information Science/history Information Science/instrumentation Information Science/trends Information Science/education Information Science/economics Information Science/ethics Information Science/standards Information Science/classification Information Science/methods Information Science/legislation & jurisprudence Information Science/organization & administration Information Science/statistics & numerical data Information science AI Moltbook AI Agent Agent-native Molt OpenClaw MoltBot Clawd Clawderberg Matt Schlicht Octane AI ClawdBot |
| url | https://doi.org/10.5281/zenodo.18451484 |