diff --git a/AGENTS.md b/AGENTS.md
index 75eb6870a5..f2bdb8fbdd 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -324,6 +324,15 @@ create new approval gates. Distinguish proposed, packaged and installed behavior
 
 ## UI Design Standard
 
+**Avoid unnecessary secondary labels and descriptions. Let the layout do the explaining.**
+Use hierarchy, grouping, spacing and clear control names to make the interface
+understandable. Remove slogans, heading restatements and implementation or Agent
+instructions from product UI. Improve unclear layout before adding explanatory
+paragraphs. Preserve accessible control names, necessary input constraints,
+permission and activation consequences, errors, recovery and action outcomes;
+place optional help on demand. Apply this in the whole-page visual review,
+not only to isolated components or by imposing a blanket text-length limit.
+
 Before changing or reproducing any UI (including websites, dashboards, desktop,
 documentation, prototypes, screenshots or framework migrations), read
 [the design system](docs/development/design.md), especially
diff --git a/docs/development/design.md b/docs/development/design.md
index 15bea6904a..f5edb4380e 100644
--- a/docs/development/design.md
+++ b/docs/development/design.md
@@ -148,6 +148,19 @@ size empty summaries to their content rather than filling large decorative cards
 
 ### Explanations On Demand
 
+Make layout explain the interface before adding secondary copy. Hierarchy,
+grouping, spacing and clear control names should reveal what belongs together
+and what can be done. Remove decorative slogans, subtitles that repeat headings,
+instructions that restate visible controls, and implementation or Agent-facing
+directions. When a paragraph compensates for unclear layout, redesign that layout
+first. This applies across the page, not only inside one component. It does not
+remove accessible control names, necessary input constraints, permission or
+activation consequences, errors, recovery or action outcomes. Keep optional help
+at the existing contextual entry; a blanket word limit cannot judge its value.
+This distinction follows the [layout-first copy observation](https://x.com/luinlee/status/2113085361836744764)
+and the [author's explanation](https://x.com/luinlee/status/2113085363606765963);
+those observations motivate the rule, not a measured model-quality guarantee.
+
 The primary view presents the result, its unit and scope, material uncertainty,
 and the next useful action. A truthful interface does not need to repeat its
 methodology in every component. Review the whole viewport for repeated scope,
@@ -666,8 +679,10 @@ parity is required. Framework migration alone must not alter the UI.
 - [ ] Marketing and application controls use the correct shape language.
 - [ ] Desktop and mobile layouts are validated.
 - [ ] Keyboard, focus, contrast, and reduced-motion behavior are preserved.
-- [ ] Repeated explanations are consolidated; help works on hover, focus and tap,
-      while material qualifiers, failures and action consequences remain visible.
+- [ ] Layout and control names explain the task without slogans, repeated labels
+      or instructions about the implementation. Necessary labels, qualifiers,
+      failures and action consequences remain visible; optional help works on
+      hover, focus and tap.
 - [ ] Owner decisions complete in place with a readback; live treatment is
       backed by an observed active fact; protocol identifiers are not primary copy.
 - [ ] English and Chinese content remain usable.