Tag: Planning Horizon Decay

In narrow demonstration prototypes and short-horizon benchmarks, autonomous artificial intelligence agents appear remarkably capable. When a problem can be solved in three to five sequential tool calls, modern frontier models routinely achieve accuracy rates exceeding 85% to 90%. However, attempting to transition these same architectures into end-to-end enterprise operations reveals a fundamental barrier to production […]