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RAG + Persistent-Memory AI System

RAG + Persistent-Memory AI System

RAG + Persistent-Memory AI System

Jeanine Banks (via Upwork)

A system that needed to reason over 3D model data and remember context across sessions, rather than starting fresh every conversation.

A system that needed to reason over 3D model data and remember context across sessions, rather than starting fresh every conversation.

PROJECT ARCHITECTURE

Operational flow at a glance

Operational flow at a glance

Completed

01 — INPUT

A system that needed to reason over 3D model data and remember context across sessions, rather than starting fresh every conversation.

02 — SYSTEM

3D models ingested into the knowledge base • RAG retrieval pulls relevant context • Agent reasons with persistent memory • Consistent, context-aware output

03 — DELIVERY

3D model ingestion pipeline feeding a RAG knowledge base • Persistent memory layer so the agent retains context across sessions • Full agent integration for end-user interaction

CAPABILITY STACK

RAG • Persistent Memory • AI Agent Development • 3D Data Ingestion

HOW IT WORKS

3D models ingested into the knowledge base • RAG retrieval pulls relevant context • Agent reasons with persistent memory • Consistent, context-aware output

WHAT WE BUILT

3D model ingestion pipeline feeding a RAG knowledge base • Persistent memory layer so the agent retains context across sessions • Full agent integration for end-user interaction

CAPABILITIES

RAG • Persistent Memory • AI Agent Development • 3D Data Ingestion