WFM: a Wiki Foundation Model for agent memory in markdown
Retrieval over plain markdown folders is becoming a common pattern for agent memory, and WFM shows link structure itself can carry signal rather than only page text. The 10.5x faster training protocol matters for teams fine-tuning their own retrieval models on private wiki data. Practitioners building agents on file-based memory, RAG pipelines or multi-hop reasoning tasks can test the approach via the paper and the accompanying Chat with Paper tool.