{"slug": "paper-4-behavioral-governance-of-artificial-workers", "title": "Paper 4: Behavioral Governance of Artificial Workers", "summary": "ADI Research Series released Paper 4, \"Behavioral Governance of Artificial Workers: Evaluating Completed Work Under Declared Authority and Behavioral Requirements,\" as a public preprint on Zenodo under DOI 10.5281/zenodo.23887999. The paper examines whether a completed AI worker output can be evaluated against declared authority, scope and behavioral requirements before release, with external controls deciding whether a proposed completion meets a stated acceptance contract. The author frames the finding as a bounded evaluation claim for the tested setting, not a claim of universal safety, deterministic language generation or general intelligence equivalence, and invites critique of the methods, acceptance boundary and limitations.", "body_md": "I have released Paper 4 in the ADI Research Series: **Behavioral Governance of Artificial Workers: Evaluating Completed Work Under Declared Authority and Behavioral Requirements**.\n\nThe paper asks a narrower systems question than whether an AI worker can finish a task: can a completed output also be evaluated against declared authority, scope, and behavioral requirements before it is released?\n\nThe model may generate a proposed completion. External controls decide whether that completion meets the stated acceptance contract. This is a bounded evaluation claim for the tested setting—not a claim of universal safety, deterministic language generation, or general intelligence equivalence.\n\nPublic preprint and DOI: [Behavioral Governance of Artificial Workers: Evaluating Completed Work Under Declared Authority and Behavioral Requirements | Zenodo](https://doi.org/10.5281/zenodo.23887999)\n\nI welcome critique of the stated methods, acceptance boundary, and limitations.", "url": "https://wpnews.pro/news/paper-4-behavioral-governance-of-artificial-workers", "canonical_source": "https://discuss.huggingface.co/t/paper-4-behavioral-governance-of-artificial-workers/191347#post_1", "published_at": "2026-11-02 15:40:27+00:00", "updated_at": "2026-11-02 15:53:03.388752+00:00", "lang": "en", "topics": ["ai-safety", "ai-agents", "ai-research", "ai-policy"], "entities": ["ADI Research Series", "Zenodo"], "also_reported_by": [], "alternates": {"html": "https://wpnews.pro/news/paper-4-behavioral-governance-of-artificial-workers", "markdown": "https://wpnews.pro/news/paper-4-behavioral-governance-of-artificial-workers.md", "text": "https://wpnews.pro/news/paper-4-behavioral-governance-of-artificial-workers.txt", "jsonld": "https://wpnews.pro/news/paper-4-behavioral-governance-of-artificial-workers.jsonld"}}