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| 3 models | zai-orgGLM-5.3Remove × | thinkingmachinesThinking Machines: InklingRemove × | anthropicAnthropic: Claude Sonnet 5.5Remove × |
|---|---|---|---|
| What’s different | Reuses the GLM-5.2 base with new post-training; exposes low, high and max reasoning effort, defaulting to max. | Inkling is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 41B active parameters out of 975B total. It is designed for general-purpose reasoning, coding, agentic and… | Tuned for quick iteration on scoped fixes and documents; Anthropic favors Opus 5.5 for open-ended work needing sustained judgment. |
| Date | Aug 18, 2026Released | Jul 15, 2026Released | Sep 28, 2026Released |
API prices USD · provider configuration shown below | |||
| Listed rate | $0.079 in / $1.40 out/ 1M tokensWafer · via OpenRouter · all routes ↗wafer/us · quantization=fp4 | $0.95 in / $4.05 out/ 1M tokensdeepinfra · via Hugging Face · all routes ↗ | $2.00 in / $10.00 out/ 1M tokensAmazon Bedrock · via OpenRouter · all routes ↗amazon-bedrock |
| Provider endpoints | 60 endpoints → | 6 endpoints → | 11 endpoints → |
Benchmarks Each result retains its evaluation configuration | |||
| AA Intelligence ↗4.3.2 | 44.78 ↗Effort: max · MaxIndependent result | 24.98 ↗Effort: xhigh · XhighIndependent result | 56 ↗Effort: max · Max, Default FallbackIndependent result |
| AA-Briefcase ↗1.1 | 1,506.86 ↗Effort: max · MaxIndependent result | 832.43 ↗Effort: xhigh · XhighIndependent result | 1,817.26 ↗Effort: max · Max, Default FallbackIndependent result |
| GDPval-AA ↗2.1 | 1,650.31 ↗Effort: max · MaxIndependent result | 1,076.19 ↗Effort: xhigh · XhighIndependent result | 1,837.82 ↗Effort: max · Max, Default FallbackIndependent result |
| AutomationBench-AA ↗AA Index 4.3.2 collection | 62.2% ↗Effort: max · MaxIndependent result | 4.98% ↗Effort: xhigh · XhighIndependent result | 71.77% ↗Effort: max · Max, Default FallbackIndependent result |
| Terminal-Bench 4.0 · AA ↗ | 41.92% ↗Effort: max · MaxHarness unreportedIndependent result | 1.01% ↗Effort: xhigh · XhighHarness unreportedIndependent result | 63.64% ↗Effort: max · Max, Default FallbackHarness unreportedIndependent result |
| SciCode ↗AA Index 4.3.2 collection | 59.03% ↗AA · Under reviewEffort: max · MaxIndependent result | 46.99% ↗AA · Under reviewEffort: xhigh · XhighIndependent result | 61% ↗AA · Under reviewEffort: max · Max, Default FallbackIndependent result |
| Humanity’s Last Exam ↗AA Index 4.3.2 collection | 42.26% ↗Effort: max · MaxIndependent result | 31.88% ↗Effort: xhigh · XhighIndependent result | 54.96% ↗Effort: max · Max, Default FallbackIndependent result |
| GDP.pdf ↗AA Index 4.3.2 collection | 11.2% ↗Effort: max · MaxIndependent result | 12.8% ↗Effort: xhigh · XhighIndependent result | 25.8% ↗Effort: max · Max, Default FallbackIndependent result |
| CritPt ↗AA Index 4.3.2 collection | 19.14% ↗AA · Under reviewEffort: max · MaxIndependent result | 5.43% ↗AA · Under reviewEffort: xhigh · XhighIndependent result | 31.43% ↗AA · Under reviewEffort: max · Max, Default FallbackIndependent result |
| AA-Omniscience ↗AA Index 4.3.2 collection | 14.3 ↗Effort: max · MaxIndependent result | 2 ↗Effort: xhigh · XhighIndependent result | 32.3 ↗Effort: max · Max, Default FallbackIndependent result |
| AA-LCR ↗1.1 | 79.67% ↗Effort: max · MaxIndependent result | 77.33% ↗Effort: xhigh · XhighIndependent result | 82.67% ↗Effort: max · Max, Default FallbackIndependent result |
| LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 60.74% ↗Effort: max · single run · equal mean of 7 suitesIndependent result | Not reported | 82.46% ↗Effort: max · single run · equal mean of 7 suitesIndependent result |
| LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 77.3% ↗Effort: max · single runIndependent result | Not reported | 85% ↗Effort: max · single runIndependent result |
| LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 73.2% ↗Effort: max · single runIndependent result | Not reported | 83.6% ↗Effort: max · single runIndependent result |
| LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 0% ↗Effort: max · single runIndependent result | Not reported | 84% ↗Effort: max · single runIndependent result |
| LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 82.8% ↗Effort: max · single runIndependent result | Not reported | 94.7% ↗Effort: max · single runIndependent result |
| LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 35.9% ↗Effort: max · single runIndependent result | Not reported | 78.8% ↗Effort: max · single runIndependent result |
| LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 70.2% ↗Effort: max · single runIndependent result | Not reported | 59.5% ↗Effort: max · single runIndependent result |
| LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02) | 85.8% ↗Effort: max · single runIndependent result | Not reported | 91.6% ↗Effort: max · single runIndependent result |
Specifications | |||
| Context window | 1M | 1M | 1M |
| Max output | 943.7K | 471.9K | 128K |
| Parameters | — | — | — |
| Tool calling | Supported | Supported | Supported |
| Structured output | Supported | Supported | Supported |
| Image input | Not reported | Supported | Supported |
| Audio input | Not reported | Supported | Not reported |
| Reasoning | Supported | Supported | Supported |
| Prompt caching | Supported | Supported | Supported |
| Open weights | Supported | Supported | Not reported |