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Cognidesk

Knowledge retrieval and organization platform exploring Retrieval-Augmented Generation (RAG), vector databases (Qdrant), and microservice AI pipelines.

Description

Knowledge retrieval and organization platform exploring Retrieval-Augmented Generation (RAG), vector databases (Qdrant), and microservice AI pipelines.

The Experiment

Built to unify fragmented notes into a searchable AI-assisted knowledge system.

Core Insights

Explored vector embeddings, chunking strategies, and RAG retrieval pipelines connecting LLMs to custom knowledge repositories.

Tech Stack

Node.jsNext.jsDockerQdrantKafkaOllama
Tools & Concepts Learned
Retrieval-Augmented Generation (RAG)Vector EmbeddingsQdrant Vector DB

Deployment Status

Offline / Development

Microservice AI stack undergoing optimization.

Gallery

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2025Year Built
JAVASCRIPTPrimary Language
MICROCore Pattern