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 | 386 |
| High confidence | 30 (8%) |
| Medium confidence | 198 (51%) |
| Low confidence | 157 (41%) |
| Contested confidence | 1 (0%) |
| Unassessed confidence | 0 (0%) |
Freshness¶
| Status | Count |
|---|---|
| Fresh | 386 (100%) |
| Aging | 0 (0%) |
| Stale | 0 (0%) |
| Expired | 0 (0%) |
Topics¶
- AI-Assisted Design (72 entries)
- Claude Code & Agentic Coding (135 entries)
- Design Engineering (13 entries)
- Design Leadership (24 entries)
- Design Systems (66 entries)
- Design Tokens (10 entries)
- Figma Workflows (15 entries)
- MCP (24 entries)
- Toolchain (6 entries)
- Vibe Coding (21 entries)
Recently Updated¶
- AI tools risk replacing team collaboration with 'massive parallel play' (2026-04-07)
- A few minutes of sketching before LLM prototyping prevents wasted iteration (2026-04-07)
- Agents built on Unix primitives gain model-portable, file-based state (2026-04-07)
- AI-generated security reports have shifted from spam to credible flood for OSS maintainers (2026-04-07)
- Frontier LLM agents are reshaping the economics of vulnerability research (2026-04-07)
- README-driven development pairs cleanly with Claude Code's TDD loop (2026-04-07)
- LLM provider APIs are diverging around server-side tool execution (2026-04-07)
- OpenAI Codex team builds with minimal specs, 8-week horizons, and designers shipping code (2026-04-07)
- AI is strong at implementation and weak at architectural judgment with no objectively right answer (2026-04-07)
- Storybook MCP constrains AI generation to design-system components and runs quality gates (2026-04-07)