# Paper 4: Behavioral Governance of Artificial Workers

> Source: <https://discuss.huggingface.co/t/paper-4-behavioral-governance-of-artificial-workers/191347#post_1>
> Published: 2026-11-02 15:40:27+00:00

I have released Paper 4 in the ADI Research Series: **Behavioral Governance of Artificial Workers: Evaluating Completed Work Under Declared Authority and Behavioral Requirements**.

The 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?

The 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.

Public 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)

I welcome critique of the stated methods, acceptance boundary, and limitations.
