Robot/Vision Downgrade Rule means that uncertain perception evidence must route to review, stop, or wording that exactly matches the validated perception envelope; it must not become deployment language.
Concept Entry
Robot/Vision Downgrade Rule
Robot/Vision Downgrade Rule means that uncertain perception evidence must route to review, stop, or wording that exactly matches the validated perception envelope; it must not become deployment language.
vision stop rule
perception downgrade
robot vision boundary
One-Sentence Definition
Definition.
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
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://mmjbds-mianzhang-org.static.hf.space/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.