Writing on crawl evidence, agentic workflows, semantic mapping, and the changing shape of technical SEO.
4 notes
Jul 23, 2026 · 4 min read
Cosine similarity sits underneath every semantic SEO tool and is widely misread. How retrieval systems really score relevance.
May 1, 2026 · 3 min read
AI drafts recommendations in seconds. The useful work starts when it has structured, inspectable evidence from the site itself.
Apr 18, 2026 · 4 min read
Serious SEO work should stay close to the crawl evidence. Why Silkra runs on your machine instead of a shared cloud queue.
Mar 27, 2026 · 3 min read
Generative engines retrieve meaning, not spreadsheets. SEO teams need tools that show how a site is understood at the topic level.
Query crawls with vector retrieval.
Semantic clusters with issues layered in.
Persistent renders and crawl refresh.
Ask over crawl data and sync via MCP.