| DeepSeek Harness Minimal Mode; max effort; top_p=0.95; temperature=1.0 deepseek-v4-flash-vision-exp-max-harness | DeepSeek V4 Flash Vision Exp | 75.3% | standardDeepSeek Harness Minimal Mode | Public reference · not scored provider-reported | DeepSeek-V4-Flash-Vision-Exp release and provider evaluation ↗Observed 2026-08-21 · checked 2026-08-24 |
|---|
| GLM-5.3 (max) glm-5-3-max | GLM-5.3 | 84.5% | rollingZ.AI GLM-5.3 official comparison table | Public reference · not scored provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| Claude Fable 5 w/ fallback as published by Z.AI claude-fable-5-max | Claude Fable 5 | 83.8% | rollingZ.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| GPT-5.6 Sol as published by Z.AI gpt-5-6-sol-max | GPT-5.6 Sol | 83.6% | rollingZ.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| DeepSeek V4 Pro 0813 as published by Z.AI deepseek-v4-pro-0813-max | DeepSeek V4 Pro 0813 | 83.3% | rollingZ.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| Kimi K3 as published by Z.AI kimi-k3-max | Kimi K3 | 80% | rollingZ.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| Qwen3.8 Max as published by Z.AI qwen-3-8-max-xhigh | Qwen3.8 Max | 78.5% | rollingZ.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| Claude Opus 4.8 as published by Z.AI claude-opus-4-8-max | Claude Opus 4.8 | 78.1% | rollingZ.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| GLM-5.2 as published by Z.AI glm-5-2-max | GLM-5.2 | 77.2% | rollingZ.AI GLM-5.3 official comparison table | Relative comparison · not standard direct provider-reported | GLM-5.3: Frontier Coding with Emergent Cyber Capabilities ↗Observed 2026-08-14 · checked 2026-08-15 |
|---|
| DeepSeek V4 Pro 0813 deepseek-v4-pro-0813-deepseek-0813-release-unspecified | DeepSeek V4 Pro 0813 | 83.3% | rollingDeepSeek V4 Pro 0813 official GA comparison table | Public reference · not scored provider-reported | DeepSeek permanent refresh source ↗Observed 2026-08-13 · checked 2026-08-13 |
|---|
| Fable 5 (with fallback) claude-fable-5-deepseek-0813-release-unspecified | Claude Fable 5 | 83.1% | rollingDeepSeek V4 Pro 0813 official GA comparison table | Public reference · not scored provider-reported | DeepSeek permanent refresh source ↗Observed 2026-08-13 · checked 2026-08-13 |
|---|
| Kimi K3 kimi-k3-deepseek-0813-release-unspecified | Kimi K3 | 80% | rollingDeepSeek V4 Pro 0813 official GA comparison table | Public reference · not scored provider-reported | DeepSeek permanent refresh source ↗Observed 2026-08-13 · checked 2026-08-13 |
|---|
| Claude Opus 4.8 claude-opus-4-8-deepseek-0813-release-unspecified | Claude Opus 4.8 | 78.3% | rollingDeepSeek V4 Pro 0813 official GA comparison table | Public reference · not scored provider-reported | DeepSeek permanent refresh source ↗Observed 2026-08-13 · checked 2026-08-13 |
|---|
| DeepSeek V4 Flash 0731 deepseek-v4-flash-0731-deepseek-0813-release-unspecified | DeepSeek V4 Flash 0731 | 76.7% | rollingDeepSeek V4 Pro 0813 official GA comparison table | Source carrier · no additional scoring weight provider-reported | DeepSeek permanent refresh source ↗Observed 2026-08-13 · checked 2026-08-13 |
|---|
| DeepSeek V4 Pro Preview deepseek-v4-pro-deepseek-0813-release-unspecified | DeepSeek V4 Pro | 52.7% | rollingDeepSeek V4 Pro 0813 official GA comparison table | Public reference · not scored provider-reported | DeepSeek permanent refresh source ↗Observed 2026-08-13 · checked 2026-08-13 |
|---|
| DeepSeek V4 Flash Preview deepseek-v4-flash-deepseek-0813-release-unspecified | DeepSeek V4 Flash | 38.7% | rollingDeepSeek V4 Pro 0813 official GA comparison table | Public reference · not scored provider-reported | DeepSeek permanent refresh source ↗Observed 2026-08-13 · checked 2026-08-13 |
|---|
| Exact BenchLM registry variant Fugu Cyber; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Fugu Cyber | 86.9% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant GPT-5.6 Sol; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Sol | 84.5% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Gemini 3.5 Flash Cyber; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemini 3.5 Flash Cyber | 83.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant GPT-5.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.5 | 81.8% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant GPT-5.6 Terra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Terra | 81.8% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.4 | 79% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant GPT-5.6 Luna; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Luna | 77.9% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant DeepSeek V4 Flash (Max); bulk export does not retain a complete upstream harness configuration. deepseek-v4-flash-max | DeepSeek V4 Flash | 76.7% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Claude Opus 4.7 (Adaptive); bulk export does not retain a complete upstream harness configuration. claude-opus-4-7-max | Claude Opus 4.7 | 73.1% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant GLM-5.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GLM-5.1 | 68.7% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.6 | 66.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Claude Sonnet 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Sonnet 4.6 | 65.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark 1.1 | 59% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.5 | 50.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark | 43.5% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| Exact BenchLM registry variant GLM-5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GLM-5 | 43.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-08-01 ↗Observed 2026-08-01 · checked 2026-08-01 |
|---|
| DeepSeek Harness Minimal Mode; max effort; top_p=0.95; temperature=1.0 deepseek-v4-flash-0731-max-harness | DeepSeek V4 Flash 0731 | 76.7% | standardDeepSeek Harness Minimal Mode | Public reference · not scored provider-reported | DeepSeek-V4-Flash-0731 official model card and provider evaluation ↗Observed 2026-07-31 · checked 2026-08-24 |
|---|
| Exact BenchLM registry variant Fugu Cyber; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Fugu Cyber | 86.9% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant GPT-5.6 Sol; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Sol | 84.5% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Gemini 3.5 Flash Cyber; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Gemini 3.5 Flash Cyber | 83.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant GPT-5.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.5 | 81.8% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant GPT-5.6 Terra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Terra | 81.8% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.4 | 79% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant GPT-5.6 Luna; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Luna | 77.9% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Claude Opus 4.7 (Adaptive); bulk export does not retain a complete upstream harness configuration. claude-opus-4-7-max | Claude Opus 4.7 | 73.1% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant GLM-5.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GLM-5.1 | 68.7% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.6 | 66.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Claude Sonnet 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Sonnet 4.6 | 65.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark 1.1 | 59% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.5 | 50.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark | 43.5% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant GLM-5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GLM-5 | 43.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 2026-07-27 ↗Observed 2026-07-27 · checked 2026-07-27 |
|---|
| Exact BenchLM registry variant Fugu Cyber; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Fugu Cyber | 86.9% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant GPT-5.6 Sol; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Sol | 84.5% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant GPT-5.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.5 | 81.8% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant GPT-5.6 Terra; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Terra | 81.8% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant GPT-5.4; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.4 | 79% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant GPT-5.6 Luna; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GPT-5.6 Luna | 77.9% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Claude Opus 4.7 (Adaptive); bulk export does not retain a complete upstream harness configuration. claude-opus-4-7-max | Claude Opus 4.7 | 73.1% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant GLM-5.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GLM-5.1 | 68.7% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Claude Opus 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.6 | 66.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Claude Sonnet 4.6; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Sonnet 4.6 | 65.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Muse Spark 1.1; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark 1.1 | 59% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Claude Opus 4.5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Claude Opus 4.5 | 50.6% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant Muse Spark; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | Muse Spark | 43.5% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
| Exact BenchLM registry variant GLM-5; bulk export does not retain a complete upstream harness configuration. source label without registered configuration ID | GLM-5 | 43.2% | 2026Source-native system | Source carrier · no additional scoring weight source-checked | BenchLM public datasets — 21 July 2026 ↗Observed 2026-07-21 · checked 2026-07-21 |
|---|
