
Holistic design systems for the AI coding era
With the advent of AI coding, our needs evolved in how we work and in the pace at which we ship.In the last year, we’ve moved away from traditional design tools like Figma and come to depend entirely on our code-based design system for designing and prototyping. Designers at Numeric work primarily in code now, in fully interactive prototypes in the browser. We now manage all our prototypes as high-resolution apps that are deployed as part of the design system documentation.
- ▪With the advent of AI coding, our needs evolved in how we work and in the pace at which we ship.In the last year, we’ve moved away from traditional design tools like Figma and come to depend entirely on our code-based design system for desi
- ▪Designers at Numeric work primarily in code now, in fully interactive prototypes in the browser.
- ▪We now manage all our prototypes as high-resolution apps that are deployed as part of the design system documentation.
Hacker News (AI / LLM) files mainly under ai. We currently carry 6,210 of its stories.
Story provenance
Source · retrieval · rights · ranking — open for full record
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Story provenance
Attribution is not the same as permission. This drawer separates discovery metadata, excerpts, WeSearch-generated summaries, reuse status, and whether the publisher receives the visit. Nothing here claims a legal grant the publisher has not made.
Record
| Original publisher | Hacker News (AI / LLM) |
| Canonical URL | https://numeric.substack.com/p/design-systems-at-numeric |
| Publication time | Thu, 24 Sep 2026 00:21:16 +0000 |
| Retrieval time | 2026-09-24T00:30:09.301Z |
| Last seen | 2026-09-24T00:30:09.301Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
| Excerpt method | First ~120 words (~800 chars) of extracted publisher body, fair-use limited. |
| Summary | WeSearch · cerebras-chat (WeSearch summarizer) |
| Summary source text | contentText |
| Citation coverage | Summary is a WeSearch-generated derivative; primary citation is the original publisher URL. |
| Cluster | 2MJpqH7CCREY · 1 stories |
| Cluster logic | Grouped by semantic title/content similarity across sources within a rolling window. Same-publisher template collisions are excluded from coverage comparison. |
| Ranking reason | Story pages are not engagement-ranked. Hub feeds use recency, with optional source-diversified chronological ordering (cap consecutive stories per source). No personalized ranking. |
| Publisher visit | Yes — open original |
| Substitutes article? | No — link-out required for full text |
Rights status (four layers)
WeSearch handling by dimension
| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
| Snippet | May a short excerpt of the publisher's text be shown? | Allowed |
| AI summary | May WeSearch generate its own short summary of the article? | Limited |
| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
| Model training | May the content be used to train AI models? | Not asserted |
| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
Holistic Design Systems for the AI Coding EraReflection on our frontend development workflow in 2026Chris FranceSep 23, 20264ShareAn example Numeric UI Prototype with our component inspector enabledAt Numeric, we’ve completely changed our tools for designing, as well as who is involved in the design process (spoiler: more than just designers). With the advent of AI coding, our needs evolved in how we work and in the pace at which we ship.In the last year, we’ve moved away from traditional design tools like Figma and come to depend entirely on our code-based design system for designing and prototyping.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at Hacker News (AI / LLM).