Topic Articles¶
Synthesized, long-form articles that weave the knowledge base's individual entries into coherent narratives. Each article covers one topic end-to-end, cites its source entries, and flags areas where coverage is thin or missing.
These articles are derived from the knowledge entries in External Knowledge and the Samsen Frameworks — they do not replace them. The entries remain the atomic, evidence-graded units of knowledge; the articles provide the connective tissue.
Articles¶
| Topic | Entries | Status |
|---|---|---|
| Claude Code & Agentic Coding | 93 | Published |
| AI-Assisted Design | 62 | Planned |
| Design Systems | 43 | Planned |
| Design Leadership | 20 | Planned |
| MCP | 18 | Planned |
| Vibe Coding | 13 | Planned |
| Figma Workflows | 11 | Planned |
| Design Tokens | 9 | Planned |
| Design Engineering | 7 | Planned |
| Toolchain | 2 | Planned |
How to read these¶
- Inline citations link to individual knowledge entries, like
[-> entry-title](../external/claude-code/entry-id.md). Follow these for source URLs, confidence ratings, and full detail. - Gap markers flag topics where the knowledge base lacks coverage:
Gap: Example
This is what a gap marker looks like. It describes what information is missing and what kind of source would fill it.
- Confidence language reflects the underlying evidence. Claims backed by high-confidence entries (peer-reviewed, official docs, established practitioners) are stated directly. Claims from low-confidence or contested sources are framed with hedging language ("according to," "one practitioner reports").