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Comparison of Morph: Morph V3 Fast, GLM-5.3
2 modelsmorphMorph: Morph V3 FastRemove ×zai-orgGLM-5.3Remove ×
What’s differentMorph'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}…Reuses the GLM-5.2 base with new post-training; exposes low, high and max reasoning effort, defaulting to max.
DateJul 7, 2025ListedAug 18, 2026Released
Listed rate$0.80 in / $1.20 out/ 1M tokensMorph · via OpenRouter · all routes ↗morph$0.0632 in / $4.40 out/ 1M tokensRelace · via OpenRouter · all routes ↗relace
Provider endpoints2 endpoints →59 endpoints →
AA Intelligence ↗4.3.2Not reported44.78 ↗Effort: max · MaxIndependent result
AA-Briefcase ↗1.1Not reported1,506.86 ↗Effort: max · MaxIndependent result
GDPval-AA ↗2.1Not reported1,650.31 ↗Effort: max · MaxIndependent result
AutomationBench-AA ↗AA Index 4.3.2 collectionNot reported62.2% ↗Effort: max · MaxIndependent result
Terminal-Bench 4.0 · AA ↗Not reported41.92% ↗Effort: max · MaxHarness unreportedIndependent result
SciCode ↗AA Index 4.3.2 collectionNot reported59.03% ↗AA · Under reviewEffort: max · MaxIndependent result
Humanity’s Last Exam ↗AA Index 4.3.2 collectionNot reported42.26% ↗Effort: max · MaxIndependent result
GDP.pdf ↗AA Index 4.3.2 collectionNot reported11.2% ↗Effort: max · MaxIndependent result
CritPt ↗AA Index 4.3.2 collectionNot reported19.14% ↗AA · Under reviewEffort: max · MaxIndependent result
AA-Omniscience ↗AA Index 4.3.2 collectionNot reported14.3 ↗Effort: max · MaxIndependent result
AA-LCR ↗1.1Not reported79.67% ↗Effort: max · MaxIndependent result
LiveBench ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported60.74% ↗Effort: max · single run · equal mean of 7 suitesIndependent result
LiveBench Design ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported77.3% ↗Effort: max · single runIndependent result
LiveBench Research ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported73.2% ↗Effort: max · single runIndependent result
LiveBench Browser Use ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported0% ↗Effort: max · single runIndependent result
LiveBench Coding ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported82.8% ↗Effort: max · single runIndependent result
LiveBench Agentic ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported35.9% ↗Effort: max · single runIndependent result
LiveBench Data Analysis ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported70.2% ↗Effort: max · single runIndependent result
LiveBench Reasoning ↗2.0 · 2026-10-14 (dataset 2026-09-02)Not reported85.8% ↗Effort: max · single runIndependent result
Context window81.9K1M
Max output38K943.7K
Parameters——
Tool callingNot reportedSupported
Structured outputNot reportedSupported
ReasoningNot reportedSupported
Prompt cachingNot reportedSupported
Open weightsNot reportedSupported

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