Synapse

Hybrid AI agent memory system enabling personalized AI experiences through long-term memory and contextual intelligence.

Overview

Synapse is a hybrid AI agent memory system for OPAL (Optimizely’s agent orchestration platform), enabling personalized AI experiences through long-term memory and contextual intelligence.

Architecture

  • Async microservices using FastAPI + Python 3.13
  • Real-time webhook ingestion for capturing agent interactions
  • Hybrid memory combining Google Cloud Spanner and Vertex AI Memory Bank
  • Adaptive response formatting based on user context

Tech Stack

Python 3.13 FastAPI Cloud Spanner Vertex AI GKE Pub/Sub

Impact

  • Processing 10K+ agent interactions/day
  • Improved user continuity across conversations
  • Eliminated repetitive context-setting, reducing cognitive overhead