RankingAPEX-Agents · source release snapshot; version not specified
APEX-Agents · source release snapshot; version not specified
- Bucket
- Agentic
- Unit
- percent
- Direction
- Higher is better
- Version
- source release snapshot; version not specified
- Display harness
- moonshotai/Kimi-K3
- Board
- https://huggingface.co/moonshotai/Kimi-K3
Compare published benchmark results with category weights →
Models
| Model | Score | Harness | Evidence | Source-recorded date |
|---|---|---|---|---|
| Claude Fable 5Anthropic | 43.3%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. Cited result; see benchmark-specific Evaluation Details. Comparison limit: Kimi K3 Evaluation Details cites Artificial Analysis / APEX-Agents leaderboard; retain as published context, not a new Moonshot comparison. moonshotai/Kimi-K3 · Performance table: APEX-Agents · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| Kimi K3Moonshot | 41%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. Cited result; see benchmark-specific Evaluation Details. Comparison limit: Kimi K3 Evaluation Details cites Artificial Analysis / APEX-Agents leaderboard; retain as published context, not a new Moonshot comparison. moonshotai/Kimi-K3 · Performance table: APEX-Agents · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| GPT-5.6 SolOpenAI | 39.9%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. Cited result; see benchmark-specific Evaluation Details. Comparison limit: Kimi K3 Evaluation Details cites Artificial Analysis / APEX-Agents leaderboard; retain as published context, not a new Moonshot comparison. moonshotai/Kimi-K3 · Performance table: APEX-Agents · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| Claude Opus 4.8Anthropic | 39.4%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. Cited result; see benchmark-specific Evaluation Details. Comparison limit: Kimi K3 Evaluation Details cites Artificial Analysis / APEX-Agents leaderboard; retain as published context, not a new Moonshot comparison. moonshotai/Kimi-K3 · Performance table: APEX-Agents · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| GPT-5.5OpenAI | 38.5%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. Cited result; see benchmark-specific Evaluation Details. Comparison limit: Kimi K3 Evaluation Details cites Artificial Analysis / APEX-Agents leaderboard; retain as published context, not a new Moonshot comparison. moonshotai/Kimi-K3 · Performance table: APEX-Agents · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| GLM-5.2Z.ai | 35.6%Reported settings & sourceTable headers: Kimi K3, GPT-5.6 Sol, Opus 4.8 and GLM-5.2 max; GPT-5.5 xhigh; Fable 5 max with fallbacks. Benchmark-specific footnotes override header settings; cited results are not new Moonshot evaluations. Benchmark-specific tools, harness and budget documented under Evaluation Details. Kimi temp1; single-step top_p.95,agentic top_p1; vision tools=Python,3runs except ZeroBench5runs. Cited result; see benchmark-specific Evaluation Details. Comparison limit: Kimi K3 Evaluation Details cites Artificial Analysis / APEX-Agents leaderboard; retain as published context, not a new Moonshot comparison. moonshotai/Kimi-K3 · Performance table: APEX-Agents · reviewed 2026-09-12 | moonshotai/Kimi-K3 | lab self-report | 2026-09-12 |
| Claude Fable 5Anthropic | 59.2%Reported settings & sourceGrok High; GPT-5.6 Sol Max; Fable 5 Max. Competitor figures from developer cards/public leaderboards as selected by xAI. First-party reported result; comparator results retain the source evaluation setup. Grok 4.6 launch evaluations · Performance table · reviewed 2026-09-06 | Grok 4.6 launch evaluations | lab self-report | 2026-09-06 |
| Claude Opus 4.7Anthropic | 37.2%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| Claude Sonnet 4.6Anthropic | 26.2%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| Gemini 3.1 ProGoogle | 33.4%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| GPT-5.5OpenAI | 41.7%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| GPT-5.6 SolOpenAI | 56.7%Reported settings & sourceGrok High; GPT-5.6 Sol Max; Fable 5 Max. Competitor figures from developer cards/public leaderboards as selected by xAI. First-party reported result; comparator results retain the source evaluation setup. Grok 4.6 launch evaluations · Performance table · reviewed 2026-09-06 | Grok 4.6 launch evaluations | lab self-report | 2026-09-06 |
| Grok 4.6xAI | 57.5%Reported settings & sourceGrok High; GPT-5.6 Sol Max; Fable 5 Max. Competitor figures from developer cards/public leaderboards as selected by xAI. First-party reported result; comparator results retain the source evaluation setup. Grok 4.6 launch evaluations · Performance table · reviewed 2026-09-06 | Grok 4.6 launch evaluations | lab self-report | 2026-09-06 |
| Grok-4.5xAI | 47.1%Reported settings & sourceGrok High; GPT-5.6 Sol Max; Fable 5 Max. Competitor figures from developer cards/public leaderboards as selected by xAI. First-party reported result; comparator results retain the source evaluation setup. Grok 4.6 launch evaluations · Performance table · reviewed 2026-09-06 | Grok 4.6 launch evaluations | lab self-report | 2026-09-06 |
| MiniMax-M2.7MiniMax | 5.6%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |
| MiniMax-M3MiniMax | 27.7%Reported settings & sourceMiniMax launch figure methodology. SWE internal ClaudeCode 4 runs; Terminal 8CPU16GB2h128k Terminus2; Paper/PostTrain Ralph-loop12h; GDPval internal rubric grader; BrowseComp discard64k; OSWorld361tasks. Comparator provider/leaderboard scores where footnoted. First-party reported result; comparator results retain the source evaluation setup. MiniMax M3 model card benchmark figure · figures/benchmark.jpeg · reviewed 2026-09-06 | MiniMax M3 model card benchmark figure | lab self-report | 2026-09-06 |