Memcloud

Knowledge Graph

System architecture, data flow, and memory entity relationships

v1.0.03072 dim
EXTERNALEDGEAPPLICATIONSERVICESDATA / PROCESSINGHTTPS/ (proxy)/v1/* (proxy)SQL + vectorspub/sub + cacheembeddings API/v1/ (fetch)3072-dim vectorsstoragewrite pathread pathstorequeryπŸ‘€ User / Client🌐 Nginx ProxyπŸ“± Dashboard (Next.js)βš™οΈ Memcloud API (FastAPI)πŸ—„οΈ PostgreSQL 16⚑ Redis 7🧠 OpenAI EmbeddingsπŸ“Š Memory TypesπŸ”„ Extraction PipelineπŸ” Retrieval Engine
Stack Summary
External: User, OpenAI
Edge: Nginx proxy
App: API + Dashboard
Services: Postgres + Redis
Data: Memories + Pipeline

Key Changes

β€’ Embedding: β†’ OpenAI text-embedding-3-large

β€’ Dimensions: 384 β†’ 3072

β€’ Memories: 17,793 (all migrated)

β€’ Scoring: RRF fusion (BM25 + vector)

Live Stats
Memories17,793
Embedding3072 dim
ModelOpenAI
LLMgpt-4.1-mini
API Versionv1.0.0
Memcloud Assistant

Ask me anything about your memories or how to use Memcloud.