1
Real user needs principle
Product decisions should be anchored in real user needs rather than internal assumptions or polished generated concepts.
reviewed
Usability guardrails for AI tools
A short path for keeping AI product interfaces grounded in user needs, accessible context testing, search clarity, and enforceable validation.
路径卡片
2
Context-level accessibility testing
Accessible components still need testing in the actual page or workflow context where users encounter them.
3
Search query persistence
Search results are easier to review when the original search term remains visible and editable.
4
Server-mirrored validation
Client-side validation can improve usability, but server-side validation must enforce the actual rule.
5
Live continuous improvement
A live product still needs research, testing, accessibility checks, quality assurance, and performance metrics.