twinfolio

Add new knowledge to the twin. Use when the user says "/add-to-corpus", "teach my twin about X", "add this to my corpus", "index this file/url", or hands you a document, link, or block of text they want the AI portfolio to know. Places the material into content/ and re-indexes it for the configured retrieval backend (local vectors by default, or Gemini File Search).

Ship a Twinfolio site live on Vercel. Use when the user says "/deploy", "put this online", "deploy to Vercel", "go live", or "set up my production env". Owns the whole path — create a GitHub repo from the local clone, push, import to Vercel, set env vars, then point at /admin → Connect GitHub for live edits. Referencing docs/deploy.md.

Flagship agentic onboarding for a fresh Twinfolio clone. Use when the user says "/setup-twin", "set up my twin", "onboard me", "get this running", or has just cloned the repo and wants to turn the example owner (Dr. Lena Hoffmann) into their own AI portfolio. Walks them through a starting point, identity, keys, and first boot — and works end-to-end even with NO keys (demo mode).

Wire Twinfolio's retrieval to a VECTOR DATABASE the user owns, instead of the default local-vectors file or Gemini File Search. Use when the user says "/add-vector-db", "use Supabase/pgvector", "Pinecone", "Qdrant", "Weaviate", "MongoDB Atlas Vector Search", "Convex vector", "store my embeddings in a database", or "host the vectors in my own DB". Scaffolds a RagBackend adapter + an ingest step against the existing seam, in THEIR fork, with THEIR provider.

Redesign the look of the Twinfolio site. Use when the user says "/retheme", "change the theme", "make it feel more X" (warm, brutalist, editorial, calm, high-contrast, etc.), "new colors", or "match my brand". Edits the oklch design tokens in app/theme.css — the same engine the /admin Theme Studio writes — while keeping text readable (WCAG AA).