Show HN: MemFactory: Unified Inference and Training Framework for Agent Memory

Category: ai-ml

Tags: reinforcement-learning, ai-agents, memory-management, llm-fine-tuning, modular-framework

Score: 7.0/10 (Innovation: 7, Technical: 7, Documentation: 8, Utility: 6)

MemFactory is a unified framework for building and training memory-augmented AI agents, abstracting the memory lifecycle into modular components like extractors, updaters, and retrievers. It's interesting because it integrates reinforcement learning (GRPO) to jointly optimize these memory operations and provides a standardized pipeline to reproduce and extend recent research like Memory-R1 and MemAgent.

Target audience: ai researchers, ml engineers

Repository: https://arxiv.org/abs/2603.29493 · Python · Apache-2.0 · 13 stars

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