RAG Knowledge System for AI by Leo DreRAG Knowledge System for AI by Leo Dre

RAG Knowledge System for AI

Leo Dre

Leo Dre

RAG Knowledge System for AI Chat & Voice Agents
My Role:
AI Solutions Architect · RAG Engineer · Automation Engineer
Description:
Designed and implemented a RAG knowledge system powering both AI chat and voice agents. I structured source content for reliable retrieval, built the Supabase vector database, connected agent API calls, and automated continuous knowledge updates through n8n.
The architecture was designed around relevant context delivery, maintainable knowledge, and consistent answers - turning distributed project information into an accessible intelligence layer for AI agents.
Skills: RAG · Context Engineering · AI Agents · Vector Databases · Knowledge Architecture · Workflow Automation
Tools: Supabase · Claude · n8n · APIs
Industry: AI SaaS · Business Software
Deliverables:
RAG Architecture · Vector Database · Retrieval Logic · Automated Knowledge Sync · Chat & Voice Agent Integration
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Posted Sep 15, 2026

RAG Knowledge System for AI Chat & Voice Agents My Role: AI Solutions Architect · RAG Engineer · Automation Engineer Description: Designed and implemented a ...