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)