Why we built KURIPP: To replace black-box, hallucination-prone chatbots with an imposing, architectural research studio grounded in mathematical provenance.
Organizations produce millions of pages of agreements, clinical studies, engineering specifications, and strategic whitepapers. Yet, contemporary enterprise search remains broken—fragmented across siloed drives, vulnerable to token theft, or reliant on chat assistants that fabricate plausible falsehoods.
KURIPP was conceived as an antidote to ephemeral software. Drawing inspiration from brutalist architecture and geological rock strata, every document is treated as an immutable layer in a permanent knowledge deposit.
// ZERO COMPROMISE ON ATTRIBUTION · STRICT MULTI-TENANT ISOLATION · OPEN SOURCE HERITAGE
Engineered as a clean monorepo architecture leveraging Turborepo, pnpm workspaces, and cloud serverless primitives.
Direct client-to-storage presigned streaming. Large binaries (PDF, XLSX, DOCX) bypass the API gateway directly to S3-compatible object storage with SHA-256 integrity checksums.
Prisma ORM schema governing relational entities paired with native pgvector HNSW indices. Executes 1536D cosine similarity queries in sub-20ms latency budgets.
Asynchronous task workers handle chunk parsing, vector embedding generation, and cross-encoder re-ranking without blocking interactive GraphQL user sessions.
Unified typed schema executing on Node Express, serving live Server-Sent Events (SSE) streaming, Socket.IO channels, and enforcing strict dual-token authentication.
Most modern web applications store sensitive JWT tokens in `localStorage` or `sessionStorage`—leaving them exposed to any cross-site script (XSS) payload or rogue browser extension.
KURIPP guarantees zero browser storage security: 15-minute access tokens exist strictly in volatile client memory. 7-day refresh tokens reside inside cryptographically hashed, `SameSite=Lax`, `HttpOnly` secure cookies bound exclusively to `/graphql`.
Designed and engineered with relentless standards for typographic beauty, database integrity, and verifiable artificial intelligence.