Plan a coherent sequence of actions toward a stated goal in a familiar domain.
Long-horizon plans with backtracking and replanning when conditions change mid-task.
Short task decomposition; tool-use sequences in controlled environments.
Horizons beyond ~30 steps. Replanning when premises change mid-task.
| Technology | Quality | Source | Score vs. baseline | Score |
|---|---|---|---|---|
| Claude Opus 4.7 | independent | vellum.ai/blog/claude-opus-4-7-benchmarks-explained | 57% | |
| GPT-5.4 | independent | paperswithcode.com/sota/autonomous-agents-on-gaia | 56% | |
| DeepSeek V4 Pro | vendor reported | deepseek.com/v4 | 58% |