DIMENSIONS: 1536D Cosine + pg_trgm + Reciprocal Rank Fusion (k=60) in a unified SQL query.
Bridges high-dimensional vector embeddings with strict keyword matching to prevent semantic hallucinations while discovering latent conceptual connections.
DIMENSIONS: Llama 3.3 70B · Gemini 2.0 Flash · Qwen 2.5 72B · DeepSeek V3.
Provider-agnostic inference orchestration allowing researchers to toggle seamlessly between long-context synthesis and cost-effective free-tier frontier models.
DIMENSIONS: 3 Orthogonal Search Vectors · <950ms Recursive Synthesis.
Deconstructs complex research prompts into sub-inquiries, independently explores indexed document vaults, and outputs structured, cited executive briefings.
DIMENSIONS: Modified · Added · Removed Clauses · Legal Liability Mapping.
Performs granular semantic comparisons across Master Service Agreements (MSAs), DPAs, and regulatory texts, highlighting risk exposure shifts automatically.
DIMENSIONS: Project Binders · Markdown Notes · Tag-Based Taxonomy.
Organize findings into durable project binders with instant markdown export, inline citations, and synchronized cross-document tagging.
DIMENSIONS: 92.0% Groundedness · 94.0% Citation Precision · 8.0% Hallucination Index.
Automated test suites evaluate synthesis responses against gold-standard references, guaranteeing mathematical verification before executive distribution.
Information is not flat text; it is an organic, multi-layered deposit of knowledge. KURIPP slices unstructured enterprise documents into mathematically calibrated chunks, indexing them with 1536-dimensional HNSW vector graphs for spatial proximity navigation.
AI assertions without verifiable provenance are liability traps. Every synthesized paragraph is mathematically mapped to exact chunk bounding boxes and document source identifiers, ensuring strict auditable verification.
No secrets, refresh tokens, or user credentials ever touch localStorage or sessionStorage. Short-lived 15-minute access tokens reside solely in browser memory, paired with strict SameSite=Lax HttpOnly refresh cookies.
Full 15-phase implementation completed: PostgreSQL 16 pgvector, MongoDB Atlas, Upstash Redis 7 BullMQ, GraphQL Yoga v5, Dual-Token HttpOnly Auth, OpenRouter multi-model gateway, Vercel Edge rewrites.
Dynamic backend model resolution exposing Llama 3.3 70B, Gemini 2.0 Flash, and Qwen 2.5 without exposing API keys to client browsers.
Async background document processing supporting PDF, Markdown, DOCX, and tabular datasets with coordinate preservation.
Interactive PDF viewer with vector overlay bounding boxes, local in-browser OCR, and synchronous collaborative research rooms.
Inquire regarding sovereign on-premises air-gapped deployments, custom embedding fine-tuning, or open-source governance.