Huolala
Huolala’s Four-Layer AI Memory System Signals a Shift to Continuous Service
Huolala’s four-layer memory architecture shows how AI Agent competition is shifting from one-off answers to persistent, accountable service.
Back to home
Memory Systems
3 articles tagged with this topic
Agent
AI Amnesia Is a Design Flaw — Chinese Engineers Stack Agent Memory in 3 Layers
AI forgetting you is a design flaw, not a tech limit. Engineers call an LLM post-conversation to extract memories in three layers. LoCoMo is the bench
Huolala
Huolala's Memory Engineering: The Engineering Truth Behind LLM Forgetfulness
Huolala's engineering deep-dive on their self-built LLM memory system exposes a truth: however strong the model, get the memory layer wrong and your A