← The Store

Semantic Search Index

Voyage embeddings + hybrid grounding for the concierge.

PipelinesLiveNode.jsVoyage AISupabase
0queries

What it is

The semantic layer behind the site’s Ask/concierge: a content-embedding pipeline (Voyage) that indexes blog, research and projects, rebuilt on every content merge, then queried as hybrid keyword-plus-vector grounding so answers cite real pages. A freshness check guards against staleness.

Take it with you

A portable spec of this system — copy or download it, code paths and all.

Where it lives

  • scripts/site/embed-content.mjs
  • scripts/agents/uat/search-index-freshness.mjs

See it in action

Ask the site →

FAQ

What keeps the index fresh?

It rebuilds from freshly-seeded content on every merge to main, and a freshness check flags when the index falls behind the corpus it should mirror.

Part of these stacks

Related systems

Enrichment OrchestratorFive-agent pipeline that writes SEO metadata for every asset.CRSS Exam-Prep PipelineCorpus checks, snapshots, edit digests and SME queues for an exam bank.Content SeedersThe bridge that pushes committed content into the live database.

Explore the full catalog →

Want a system like this built for you?Work with me →