V

vector-database

PatchVec — A lightweight, multi-model, pluggable vector search microservice with embedded document ingestion.

Upload → chunk → index (with metadata) → search via REST and CLI, with access fine grained by multi-tenant collections.

QuantForge AI is where intelligence is forged — not trained. A continuous engine that learns, adapts, and creates insight from the chaos of financial data.

--The alphabet is not language but a circuit of cognition.

Scholara: A Virtual Assistant Powered by LLM, RAG, and AI Agent.

Finding the right scholarship can be a timeconsuming and frustrating process. You'll likely spend hours poring over university websites, communicating with current students, and scouring the internet for information. Unfortunately, even after all that effort, there's no guarantee you'll find the perfect scholarship. That's where our AI scholar comes in. Let us handle the legwork for you, and we'll provide personalized assistance to find the most suitable scholarship for you and answer all your questions about the scholarships that interest you. We solved this by using LLM to provide a human-like when answer the students, RAG we build our own vector database to get more suitable scholarships from it based on student information and desire, also to keep our system up-to-date with all the updated information about the scholarships we built AI Web agent this helps the system to be aware about all the updates in the scholarships information, and new scholarships.

A dummy vector database

Docker build of postgresql changing the dimension limit for the cube extension, raising it to 350