Artifact-to-Capability: Diagnosing Breaks in Capability Formation of Self-Evolving Agents in a Controlled Environment
This work defines capability formation from artifacts as five sequentially dependent properties, two of which form a checkpoint for capability formation, and introduces three-scale diagnosis, which judges these properties at the state, game, and lineage levels.