AI can autonomously execute long, tool-using workflows in digital environments

Can it coordinate multiple tools in the right order?

Orchestrates tools in sequence

BFCL V4 directly measures whether models use tools and functions correctly across realistic scenarios. That supports a fairly optimistic view that structured tool orchestration is already meaningfully developed.

Can it operate digital environments to get a task done?

Operates digital environments

Terminal-Bench Hard, SWE-bench Verified, and GDPval-AA all provide evidence that models can operate software environments and carry out digital tasks. The fit is strong, though still mostly benchmarked rather than open-world.

Can it recover from errors and continue instead of getting stuck?

Recovers from execution errors

Terminal-Bench Hard directly pressures agents to recover from failed actions and continue a workflow. That is encouraging evidence here, although it is still a partial proxy for open-ended recovery behavior.

Can it keep track of what has been done, what failed, and what comes next?

Tracks task state reliably