Flagship Project
VIP Twin
Memory-native AI for persistent personal context.
Profiles, conversations, documents, and structured memory combine into a durable intelligence layer.
Memory Core
VIP Twin
A personal AI layer that remembers profiles, conversations, facts, and documents across sessions.
Product Architecture
A memory system, not a chat wrapper.
Durable profiles, documents, memory facts, and selective retrieval keep context useful over time.

Memory Source of Truth
MySQL stores canonical profiles, conversations, documents, and durable facts.
Vector Retrieval Layer
Qdrant holds embeddings and pointers for fast contextual recall.
AI Orchestration Layer
FastAPI coordinates streaming, routing, grounding, and retrieval policy.
Local-First Inference
Ollama and self-hosted services keep inference private and portable.
Live App
Check out VIP Twin yourself.
Explore the app directly and see the persistent-memory product outside the portfolio.


