Concept Entry

Robot/Vision Downgrade Rule

Robot/Vision Downgrade Rule means that uncertain perception evidence must downgrade to review, stop, or narrower wording instead of becoming deployment language.

vision stop rule perception downgrade robot vision boundary

Papers Evidence Counterexamples

One-Sentence Definition

Definition.

Robot/Vision Downgrade Rule means that uncertain perception evidence must downgrade to review, stop, or narrower wording instead of becoming deployment language.

Evidence Scope

What evidence this term covers.

Public evidence covers P41/P45 robot or vision artifacts, shadow evidence boundaries, downgrade conditions, and visual claim challenges.

DOI / GitHub / HF Links

Stable public anchors.

Each concept entry has a DOI or Zenodo anchor, a GitHub route, a Hugging Face route, a main-site route, and a counterexample route.

KindAnchorURL

DOI / ZenodoP45 Zenodo recordhttps://zenodo.org/records/20581591

GitHubBaseline challenge issue routehttps://github.com/mmjbds/mianzhang.org/issues/new?template=baseline_challenge.yml

Hugging FaceTechnical mirror or datasethttps://mmjbds-mianzhang-org.static.hf.space/press/public-launch-2026-06-12.html

Main siteCanonical public concept pagehttps://mianzhang.org/concepts/robot-vision-downgrade-rule.html

Counterexample routePublic challenge entryhttps://mianzhang.org/counterexamples/index.html

Boundary Statement

What this entry does not prove.

This entry does not claim real robot deployment, third-party replication, learned-policy SOTA, or unconditional optimality.