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This position paper argues that interactive AI evaluation should be treated as a design science paradigm, proposing a two-axis taxonomy and reporting standards for assessing dynamic system behavior through trajectories.
ClawForge is a generator-backed benchmark framework for executable command-line workflows under state conflict, evaluating LLM agents on tasks with pre-existing partial, stale, or conflicting artifacts across 17 scenarios.