Verified Graphs Beat AI Agent Swarms (in Science)

Are your multi-agent topologies bounded by a compositional serialization tax? In this video, we dissect three new papers that expose the critical failure modes of inter-agent reasoning, proving that natural language is a catastrophically lossy channel for passing tree-structured hierarchies between LLMs. We’ll dive into the representation engineering mechanics of why activation steering fails during Latent CoT, analyzing how the abrupt latent-to-language transition gap destroys bidirectional s