Beyond Completion: Probing Cumulative State Tracking to Predict LLM Agent Performance

Working Memory Fidelity-Active Manipulation is introduced, a calibrated no-scratchpad probe of cumulative arithmetic state tracking, and three construct-isolation ablations support the interpretation that cumulative state tracking under load, rather than single-step arithmetic or entity tracking alone, is the primary difficulty source.