| # Limitations | |
| - Workflows and actors are deterministic abstractions. | |
| - The benchmark does not measure actor language-model quality, factual accuracy, | |
| natural-language collaboration, real tool reliability, or security. | |
| - Domain coverage is intentionally limited in V2-beta. | |
| - Public test labels permit analysis and tuning and therefore do not support | |
| sealed-test or leaderboard claims. | |
| - Some states intentionally have multiple admissible actions; exact single-label | |
| accuracy is not an appropriate primary metric. | |
| - Hidden progress and Pareto-efficiency labels depend on the released simulator | |
| contract and should be treated as diagnostics rather than public router inputs. | |
| - Provider-side changes can affect decision-model baselines even with fixed | |
| prompts and seeds. | |