Published February 16, 2026
| Version v5
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BrainBox: Hebbian Memory Architecture for AI Coding Agents
Authors/Creators
Description
We present BrainBox, a novel memory architecture for AI coding agents that learns behavioral patterns using Hebbian learning and synaptic myelination. Unlike declarative memory systems (Mem0, SuperMemory, OpenMemory, Zep, Letta, LangMem), BrainBox implements procedural memory — learning how agents work rather than what they know.