Pam Godwin Dark Notes Pdf -

const app = express(); app.use(express.json());

| Component | Recommended Stack | Why | |-----------|-------------------|-----| | | sentence‑transformers/all‑mpnet‑base‑v2 (open‑source) or OpenAI text‑embedding‑ada‑002 | Good trade‑off between quality and token cost. | | Vector DB | Pinecone , Weaviate , Qdrant , or FAISS (if you want pure‑local) | Enables fast similarity search for queries, highlights, and “show me similar passages”. | | Index refresh | On upload → embed all chunks → store in a dedicated namespace ( dark‑notes‑<user‑id> ) | Keeps the index isolated per user. | | Search API | REST endpoint /search (POST query:string, top_k:int ) → returns [text, page, snippet] | Simple contract for front‑end consumption. | pam godwin dark notes pdf