BenchmarksAgents' Last Exam (ALL)
Agents' Last Exam (ALL)
Completing all tasks in the version 1.1 agentic exam. The source reports this configuration separately from other tasks and settings.
Test definition
- Author / evaluator
- Reported by Moonshot AI
- Version / family
- Agents' Last Exam (ALL) / Agents' Last Exam
- Evidence available
- 5 results in 1 comparison groups
How the test is scored
Official v1.1, all 122 tasks (including 86 CLI). Online answer retrieval that bypasses task requirements is graded zero. Kimi Code for Kimi; Claude Code for DeepSeek.
Comparison notes
Publisher-reported results, read 24 October 2026. Compare reported values only within the same source row; tool settings, subsets, versions, judges and metrics must not be combined.
A different task split, tool policy, judge or reasoning effort can change the result. Choose one comparison group below.
Results by evaluator
Select a publication and metric to compare the recorded field.
selfKimi K3.1 Pro: complete release evaluation · Agents' Last Exam (ALL)
- 43.2%
- 42.6%
- 37.7%
- 32.8%
- 26.2%
Bars start at zero. 5 reported results in this comparison group; ties share a rank. Source ↗
All observations
Every numeric result, with its source and reported run conditions.
5 results
| Model | Result (%) | Source | Run |
|---|---|---|---|
| Kimi K3.1 Pro | 43.2 | self | DetailsOfficial v1.1, all 122 tasks (including 86 CLI). Online answer retrieval that bypasses task requirements is graded zero. Kimi Code for Kimi; Claude Code for DeepSeek. Read 24 October 2026. All 47 source rows and six comparison columns are retained, with text-only HLE and both ZeroBench metrics split explicitly. Kimi uses max reasoning effort, temperature 1.0 and top-p 0.95 unless a row states otherwise; proprietary comparison columns are labelled max with fallback. Comparison figures include quoted external results and mixed harnesses. Missing cells remain null and do not enter ranks. Lower hallucination rates rank first; every other rank compares larger values within the same row. Terminal-Bench Science’s September DeepSeek score is attributed separately according to footnote 2. These publication claims do not populate independent boards. Highspeed has no independently identified results and inherits none of these scores.
|
| GPT-6 Astra | 32.8 | self | DetailsOfficial v1.1, all 122 tasks (including 86 CLI). Online answer retrieval that bypasses task requirements is graded zero. Kimi Code for Kimi; Claude Code for DeepSeek. Read 24 October 2026. All 47 source rows and six comparison columns are retained, with text-only HLE and both ZeroBench metrics split explicitly. Kimi uses max reasoning effort, temperature 1.0 and top-p 0.95 unless a row states otherwise; proprietary comparison columns are labelled max with fallback. Comparison figures include quoted external results and mixed harnesses. Missing cells remain null and do not enter ranks. Lower hallucination rates rank first; every other rank compares larger values within the same row. Terminal-Bench Science’s September DeepSeek score is attributed separately according to footnote 2. These publication claims do not populate independent boards. Highspeed has no independently identified results and inherits none of these scores.
|
| Claude Opus 5.5 | 42.6 | self | DetailsOfficial v1.1, all 122 tasks (including 86 CLI). Online answer retrieval that bypasses task requirements is graded zero. Kimi Code for Kimi; Claude Code for DeepSeek. Read 24 October 2026. All 47 source rows and six comparison columns are retained, with text-only HLE and both ZeroBench metrics split explicitly. Kimi uses max reasoning effort, temperature 1.0 and top-p 0.95 unless a row states otherwise; proprietary comparison columns are labelled max with fallback. Comparison figures include quoted external results and mixed harnesses. Missing cells remain null and do not enter ranks. Lower hallucination rates rank first; every other rank compares larger values within the same row. Terminal-Bench Science’s September DeepSeek score is attributed separately according to footnote 2. These publication claims do not populate independent boards. Highspeed has no independently identified results and inherits none of these scores.
|
| DeepSeek V4.1 Flash 1017 | 37.7 | self | DetailsOfficial v1.1, all 122 tasks (including 86 CLI). Online answer retrieval that bypasses task requirements is graded zero. Kimi Code for Kimi; Claude Code for DeepSeek. Read 24 October 2026. All 47 source rows and six comparison columns are retained, with text-only HLE and both ZeroBench metrics split explicitly. Kimi uses max reasoning effort, temperature 1.0 and top-p 0.95 unless a row states otherwise; proprietary comparison columns are labelled max with fallback. Comparison figures include quoted external results and mixed harnesses. Missing cells remain null and do not enter ranks. Lower hallucination rates rank first; every other rank compares larger values within the same row. Terminal-Bench Science’s September DeepSeek score is attributed separately according to footnote 2. These publication claims do not populate independent boards. Highspeed has no independently identified results and inherits none of these scores.
|
| GLM 5.3 | 26.2 | self | DetailsOfficial v1.1, all 122 tasks (including 86 CLI). Online answer retrieval that bypasses task requirements is graded zero. Kimi Code for Kimi; Claude Code for DeepSeek. Read 24 October 2026. All 47 source rows and six comparison columns are retained, with text-only HLE and both ZeroBench metrics split explicitly. Kimi uses max reasoning effort, temperature 1.0 and top-p 0.95 unless a row states otherwise; proprietary comparison columns are labelled max with fallback. Comparison figures include quoted external results and mixed harnesses. Missing cells remain null and do not enter ranks. Lower hallucination rates rank first; every other rank compares larger values within the same row. Terminal-Bench Science’s September DeepSeek score is attributed separately according to footnote 2. These publication claims do not populate independent boards. Highspeed has no independently identified results and inherits none of these scores.
|
Reproduction
Public execution instructions have not been verified in this catalogue. This status does not claim that the benchmark is closed or impossible to run.
Execution documentation ↗