AgentBench v2 reveals state tracking bottlenecks in multi-turn tasks

Recent evaluations indicate agent performance drops sharply after three consecutive tool calls. This degradation points to context management rather than reasoning capability as the primary failure mode. Implementing explicit state graphs may offer more stability than relying solely on attention mechanisms.