reasoning benchmark
Agents' Last Exam
Agents' Last Exam is a challenging benchmark for AI agents on hard, long-horizon tasks that test sustained reasoning, planning, and tool use, reported with and without tool access.
Updated Aug 11, 2026
Models5
Model coverage5
MetricScore
EvidenceB
Agents' Last Exam Ranking
Higher score ranks better on this benchmark.
| 01 | OP | 52.7% | 100.0% | 5 | C | |
| 02 | OP | 50.4% | 75.0% | 5 | C | |
| 03 | OP | 50.3% | 50.0% | 5 | C | |
| 04 | BY | 41.4% | 25.0% | 5 | C | |
| 05 | DE | 25.2% | 0.0% | 5 | C |
Agents' Last Exam Score Distribution
A closer view of the leading scores on this benchmark.
Agents' Last Exam Highlights
The leading models and scores on this benchmark.
What is Agents' Last Exam?
What Agents' Last Exam measures and how its scores work.
Agents' Last Exam is a challenging benchmark for AI agents on hard, long-horizon tasks that test sustained reasoning, planning, and tool use, reported with and without tool access.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- Agents' Last Exam
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- agents-last-exam|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about Agents' Last Exam.
Which model scores highest on Agents' Last Exam?
GPT-5.6 Sol is currently ranked first with 52.7%.
What does Agents' Last Exam measure?
Agents' Last Exam is a challenging benchmark for AI agents on hard, long-horizon tasks that test sustained reasoning, planning, and tool use, reported with and without tool access.
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
5 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.