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| 3 models | morphMorph: Morph V3 FastRemove × | zai-orgGLM-5.3-FlashRemove × | openaiOpenAI: GPT-6.1 SolRemove × |
|---|---|---|---|
| What’s different | Morph's fastest apply model for code edits. ~10,500 tokens/sec with 96% accuracy for rapid code transformations. The model requires the prompt to be in the following format: {instruction} {initial_code}… | GLM-5.3-Flash is a native multimodal model from Z.ai. It is suited for efficient coding and long-horizon agent tasks. Its hybrid sparse and linear attention architecture maintains accurate long-context… | Requires Responses API for tools; offers Ultrafast inference with US or EU data residency. |
| Date | Jul 7, 2025Listed | Aug 26, 2026Released | Sep 29, 2026Released |
API prices USD · provider configuration shown below | |||
| Listed rate | $0.80 in / $1.20 out/ 1M tokensMorph · via OpenRouter · all routes ↗morph/fp8 · quantization=fp8 | $0.06 in / $1.80 out/ 1M tokensReka · via OpenRouter · all routes ↗reka | $2.00 in / $10.00 out/ 1M tokensExperiential · all routes ↗Standard list rate |
| Provider endpoints | 2 endpoints → | 46 endpoints → | 10 endpoints → |
Benchmarks Each result retains its evaluation configuration | |||
| AA Intelligence ↗4.3.2 | Not reported | 41.81 ↗Effort: maxIndependent result | 51.83 ↗Effort: max · MaxIndependent result |
| AA-Briefcase ↗1.1 | Not reported | 1,452.63 ↗Effort: maxIndependent result | 1,557 ↗Effort: max · MaxIndependent result |
| GDPval-AA ↗2.1 | Not reported | 1,642.18 ↗Effort: maxIndependent result | 1,593.85 ↗Effort: max · MaxIndependent result |
| AutomationBench-AA ↗AA Index 4.3.2 collection | Not reported | 60.37% ↗Effort: maxIndependent result | 64.87% ↗Effort: max · MaxIndependent result |
| Terminal-Bench 4.0 · AA ↗ | Not reported | 32.83% ↗Effort: maxHarness unreportedIndependent result | 56.06% ↗Effort: max · MaxHarness unreportedIndependent result |
| SciCode ↗AA Index 4.3.2 collection | Not reported | 51.62% ↗AA · Under reviewEffort: maxIndependent result | 54.17% ↗AA · Under reviewEffort: max · MaxIndependent result |
| Humanity’s Last Exam ↗AA Index 4.3.2 collection | Not reported | 39.85% ↗Effort: maxIndependent result | 52.92% ↗Effort: max · MaxIndependent result |
| GDP.pdf ↗AA Index 4.3.2 collection | Not reported | 15.4% ↗Effort: maxIndependent result | 31% ↗Effort: max · MaxIndependent result |
| CritPt ↗AA Index 4.3.2 collection | Not reported | 15.43% ↗AA · Under reviewEffort: maxIndependent result | 31.71% ↗AA · Under reviewEffort: max · MaxIndependent result |
| AA-Omniscience ↗AA Index 4.3.2 collection | Not reported | 7.47 ↗Effort: maxIndependent result | 41.53 ↗Effort: max · MaxIndependent result |
| AA-LCR ↗1.1 | Not reported | 80% ↗Effort: maxIndependent result | 83% ↗Effort: max · MaxIndependent result |
| LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 70.61% ↗Effort: max · single run · equal mean of 7 suitesIndependent result | 85.41% ↗Effort: max · single run · equal mean of 7 suitesIndependent result |
| LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 77.2% ↗Effort: max · single runIndependent result | 82.1% ↗Effort: max · single runIndependent result |
| LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 70.1% ↗Effort: max · single runIndependent result | 83.5% ↗Effort: max · single runIndependent result |
| LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 84% ↗Effort: max · single runIndependent result | 88% ↗Effort: max · single runIndependent result |
| LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 80.6% ↗Effort: max · single runIndependent result | 96% ↗Effort: max · single runIndependent result |
| LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 28.4% ↗Effort: max · single runIndependent result | 73% ↗Effort: max · single runIndependent result |
| LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 76.4% ↗Effort: max · single runIndependent result | 82.7% ↗Effort: max · single runIndependent result |
| LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02) | Not reported | 77.6% ↗Effort: max · single runIndependent result | 92.6% ↗Effort: max · single runIndependent result |
Specifications | |||
| Context window | 262.1K | 1M | 1.1M |
| Max output | 131.1K | 943.7K | 128K |
| Parameters | — | — | — |
| Tool calling | Not reported | Supported | Supported |
| Structured output | Supported | Supported | Supported |
| Image input | Not reported | Supported | Supported |
| Video input | Not reported | Supported | Not reported |
| Reasoning | Not reported | Supported | Supported |
| Prompt caching | Not reported | Supported | Supported |
| Open weights | Not reported | Supported | Not reported |