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Model details

GLM-5.3 (Fireworks AI)

GLM-5.3 is a large language model from Z.ai that surfaced in mid-2026 as part of the broader GLM family, drawing independent analytical attention for how Chinese research labs continue to keep pace with the global frontier. Coverage positions it as a notable release in Z.ai's lineup rather than a derivative or distilled work, with the Interconnects AI newsletter treating it as a substantive step forward worth dedicated technical discussion. A related lightweight variant, GLM-5.3-Flash, was launched under an MIT licence, signaling an emphasis on permissive open-weight distribution that makes the underlying weights accessible for self-hosting and downstream experimentation. The base model itself is framed by independent commentators as part of the same generation of efficient, developer-focused models competing for real production workloads rather than headline benchmarks alone.

Practically, GLM-5.3 fits workflows where a capable open-weight general-purpose language model is needed for tasks such as code generation, instruction following, and conversational reasoning. Its positioning alongside other recent "flash tier" releases points to a design intent that balances quality with the cost and latency demands of real-world deployment, appealing to teams that want near-frontier behaviour without the price of the largest flagships. For practitioners evaluating open-model options, GLM-5.3 represents Z.ai's continued commitment to shipping openly and iterating quickly, offering a credible foundation for assistants, developer tooling, and research prototypes where transparency and self-hosting matter.

LLM Gatewayfireworks/glm-5.3glm

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LLM Gateway
Model key
fireworks/glm-5.3
Release date
Aug 14, 2026
Last updated
Aug 14, 2026
Input modalities
Output modalities
Capabilities

Cost

Input token cost
$1.40
Output token cost
$4.40

Limits

Output tokens
131,072 tokens
Context window
1,048,576 tokens

Transparent token rates

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Rates are shown per one million tokens. Combined means one million input plus one million output tokens.

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Latest news about GLM-5.3 (Fireworks AI)

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Coverage

Z.ai announced the GLM-5.3 model, initially exclusive to Z.ai's coding plan, with API access coming soon and an open-weights release on Hugging Face planned two weeks after the August 14, 2026 announcement. The article reports GLM-5.3 is the same base model as GLM-5.2 but received substantially extended post-training, and Z.ai framed the release with the line "Scaling post-training is all we did for GLM-5.3." No Fireworks AI hosting details are mentioned. GLM-5.3 is described as a roughly 750B-parameter model, about a third the size of Moonshot AI's Kimi K3, yet reportedly matching frontier results on agentic coding benchmarks. Per the analysis, GLM-5.3 surpasses Kimi K3 on many benchmarks and on some tests rivals Claude Fable 5 and GPT-5.6-Sol. Z.ai's strength is characterized as post-training rather than pretraining, distinguishing it from Kimi.

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