RankingAPEX-Agents
APEX-Agents
- Bucket
- Agentic
- Unit
- percent
- Direction
- Higher is better
- Version
- —
- Display harness
- Kimi K2.6 official model card
- Board
- https://huggingface.co/moonshotai/Kimi-K2.6
The available records have no admitted matched comparison in the capability core. Raw results remain available below.
Compare published benchmark results with category weights →
Models
| Model | Score | Harness | Evidence | Source-recorded date |
|---|---|---|---|---|
| GPT-5.4OpenAI | 33.3%Reported settings & sourceKimi K2.6 card, APEX-Agents. Thinking mode; temperature 1.0, top-p 1.0, context 262144. Comparator settings: GPT-5.4 xhigh, Opus4.6 max, Gemini3.1Pro high. See benchmark-specific footnotes. Only own K2.6 and starred re-evaluations can form new comparisons. Source SHA256 95db3be1d0473e482c7aa901f237ad7af8bb7929625a777b27428081bb8ea9f7. Cited from another official report; does not establish a new same-protocol evaluation. Comparison limit: Cited comparator requires original evaluation provenance; not a new matched run. Kimi K2.6 official model card · Evaluation Results table, APEX-Agents, column 3 · reviewed 2026-09-12 | Kimi K2.6 official model card | lab self-report | 2026-09-12 |
| Claude Opus 4.6Anthropic | 33%Reported settings & sourceKimi K2.6 card, APEX-Agents. Thinking mode; temperature 1.0, top-p 1.0, context 262144. Comparator settings: GPT-5.4 xhigh, Opus4.6 max, Gemini3.1Pro high. See benchmark-specific footnotes. Only own K2.6 and starred re-evaluations can form new comparisons. Source SHA256 95db3be1d0473e482c7aa901f237ad7af8bb7929625a777b27428081bb8ea9f7. Cited from another official report; does not establish a new same-protocol evaluation. Comparison limit: Cited comparator requires original evaluation provenance; not a new matched run. Kimi K2.6 official model card · Evaluation Results table, APEX-Agents, column 4 · reviewed 2026-09-12 | Kimi K2.6 official model card | lab self-report | 2026-09-12 |
| Gemini 3.1 ProGoogle | 32%Reported settings & sourceKimi K2.6 card, APEX-Agents. Thinking mode; temperature 1.0, top-p 1.0, context 262144. Comparator settings: GPT-5.4 xhigh, Opus4.6 max, Gemini3.1Pro high. See benchmark-specific footnotes. Only own K2.6 and starred re-evaluations can form new comparisons. Source SHA256 95db3be1d0473e482c7aa901f237ad7af8bb7929625a777b27428081bb8ea9f7. Cited from another official report; does not establish a new same-protocol evaluation. Comparison limit: Cited comparator requires original evaluation provenance; not a new matched run. Kimi K2.6 official model card · Evaluation Results table, APEX-Agents, column 5 · reviewed 2026-09-12 | Kimi K2.6 official model card | lab self-report | 2026-09-12 |
| Kimi-K2.6Moonshot | 27.9%Reported settings & sourceKimi K2.6 card, APEX-Agents. Thinking mode; temperature 1.0, top-p 1.0, context 262144. Comparator settings: GPT-5.4 xhigh, Opus4.6 max, Gemini3.1Pro high. See benchmark-specific footnotes. Only own K2.6 and starred re-evaluations can form new comparisons. Source SHA256 95db3be1d0473e482c7aa901f237ad7af8bb7929625a777b27428081bb8ea9f7. Own measurement or explicitly starred same-condition re-evaluation. Assess benchmark-specific protocol before admission. Kimi K2.6 official model card · Evaluation Results table, APEX-Agents, column 2 · reviewed 2026-09-12 | Kimi K2.6 official model card | lab self-report | 2026-09-12 |