AI benchmarks and leaderboards are different things
Learn the difference between a benchmark, an evaluation run and a leaderboard, and use each to answer the right question.
LLM Stats
APEX-Agents
APEX-Agents is a benchmark evaluating AI agents on long horizon professional tasks that require sustained reasoning, planning, and execution across complex multi-step workflows.
Evaluation context and evidence
- Source
- LLM Stats
- Publisher
- Not recorded
- Benchmark release
- Not recorded
- Collected
- 2026-08-17
- Modality
- text
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Original sources
Reported results 8
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Grok 4.6 | 0.575 | Not recorded | Not recorded | 2026-08-12 · model_announcement | LLM Stats |
| Kimi K3 | 0.376 | Not recorded | Not recorded | 2026-07-16 · model_announcement | LLM Stats |
| Seed 2.1 Pro | 0.338 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Gemini 3.1 Pro | 0.335 | Not recorded | Not recorded | 2026-02-19 · model_announcement | LLM Stats |
| Seed 2.1 Turbo | 0.292 | Not recorded | Not recorded | 2026-06-24 · model_announcement | LLM Stats |
| Kimi K2.6 | 0.279 | Not recorded | Not recorded | 2026-04-20 · model_announcement | LLM Stats |
| MiniMax M3 | 0.277 | Not recorded | Not recorded | 2026-06-01 · model_announcement | LLM Stats |
| Hy3 | 0.256 | Not recorded | Not recorded | 2026-07-06 · model_announcement | LLM Stats |