July 30, 2026· ~6 min readBeyond Memory: A Templated Substrate for Collaborative Knowledge Work with LLM Agents > **Teaser:** A July 2026 paper from Microsoft Research proposes a templated substrate for heterogeneous LLM agents to collaborate on knowledge work
July 21, 2026· ~3 min readC2RAG: Robust Multi-Hop GraphRAG Over Imperfect Knowledge Graphs # C2RAG: Robust Multi-Hop GraphRAG Over Imperfect Knowledge Graphs Knowledge graphs in production are never perfect. They contain spurious edges, mi
July 15, 2026· ~4 min readWhen to Use Graphs in RAG: Findings from the ICLR 2026 GraphRAG-Bench Study # When to Use Graphs in RAG Despite GraphRAG's conceptual promise, recent studies have shown that it frequently underperforms vanilla vector RAG on