Safe Exploration

Design an explainable AI interface that makes decision-making transparent: Create a decision explanation card showing: 1. **Decision Output**: The AI's conclusion or recommendation prominently displayed 2. **Confidence Score**: Visual indicator (progress bar/percentage) showing certainty level 3. **Key Factors**: Top 3-5 factors that influenced the decision with visual weights 4. **Data Sources**: Citations or references to where information came from 5. **Alternative Options**: Other options considered with brief explanations Use visual hierarchy to show the most important factors first. Include an option to "See detailed explanation" for users who want deeper insights.

Design a responsible AI decision interface similar to LinkedIn's AI-powered recommendations or Microsoft's Responsible AI dashboard. Show an AI recommendation card with transparency layers. Include: main decision/recommendation display, expandable 'How this was decided' section showing key factors with visual weights, bias detection indicator (color-coded badge), data source attribution, user control panel with override and feedback buttons, and audit trail timeline. Style: Professional, trustworthy, high-contrast for accessibility. Use blues/greens for trust, clear typography, WCAG AAA compliant. Platform: Web application, responsive design.

Design an error recovery interface inspired by ChatGPT's 'at capacity' error, GitHub Copilot's offline state, or Grammarly's error handling. Show a friendly error state with clear recovery paths. Include: (1) Prominent but non-alarming error message with warm-colored icon (amber/yellow for capacity/service issues), (2) Plain-language explanation of what happened and why, (3) 'Your work is saved' indicator with green checkmark to reduce user anxiety, (4) 2-3 recovery action buttons clearly labeled (e.g., 'Try Again', 'Wait in Queue', 'Use Offline Mode'), (5) Optional: Queue position counter or estimated wait time, (6) Tip or note about premium/priority access if applicable. Style: Calm, transparent, solution-focused. Use amber/yellow for warnings, green for saved state indicators, black/dark buttons for primary actions. Avoid red unless it's a critical system failure. Platform: Modern web application, responsive design.