Samsen Knowledge Base

Knowledge base covering AI-assisted design, design systems, agentic coding, and related topics. Combines Samsen's internal frameworks with community-sourced insights.

Dashboard

Metric	Value
Total entries	353
High confidence	27 (8%)
Medium confidence	175 (50%)
Low confidence	150 (42%)
Contested confidence	1 (0%)
Unassessed confidence	0 (0%)

Freshness

Status	Count
Fresh	353 (100%)
Aging	0 (0%)
Stale	0 (0%)
Expired	0 (0%)

Topics

• AI-Assisted Design (69 entries)
• Claude Code & Agentic Coding (120 entries)
• Design Engineering (10 entries)
• Design Leadership (21 entries)
• Design Systems (64 entries)
• Design Tokens (10 entries)
• Figma Workflows (15 entries)
• MCP (22 entries)
• Toolchain (6 entries)
• Vibe Coding (16 entries)

Recently Updated

• Vibe-designing workflow with Claude Code treats design as description rather than manual manipulation (2026-03-25)
• AI removes barriers to creation: ideas can materialize instantly without traditional technical skill requirements (2026-03-25)
• AI search tools differ significantly in hallucination rates and instruction-following accuracy (2026-03-25)
• Critical AI design systems skills for 2026 include vibe coding workflows, design token knowledge, production code shipping, and Figma plugin development (2026-03-25)
• A2UI provides declarative UI generation without code execution risk (2026-03-25)
• AI design generation excels at safe outputs but struggles with novelty and constraint (2026-03-25)
• Design taste develops through cultivated mastery of craft principles and intentional practice (2026-03-25)
• Claude Code's auto mode uses Sonnet 4.6 classifier to evaluate action safety without explicit approval (2026-03-25)
• Coding agents excel at Git operations, enabling advanced conflict resolution, recovery, and history management (2026-03-25)
• Skills provide pragmatic bridge between rapidly evolving frameworks and AI code generation without waiting for model retraining (2026-03-25)