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AlchemyInference

Z.ai

GLM 5.3

GLM 5.3 is an open-weight mixture-of-experts (MoE) language model from Z.ai with 753 billion parameters and a 1M-token context window. It shares GLM-5.2's base model, and Z.ai attributes all of its gains to post-training, which make it much better at complex coding and long-horizon tasks.

Model ID
zai-org/GLM-5.3

GLM 5.3 specifications

GLM 5.3 model specifications from Hugging Face
DeveloperZ.ai
ArchitectureMixture of experts (MoE)
Parameters753 billion
Experts256 routed experts, 8 selected per token, 1 shared
Layers78
Context length1,048,576 tokens (1M)
Native input modalitiesText
LanguagesEnglish and Chinese
Released weightsFP8
ReasoningAdjustable thinking budget: low, high and max (default max)
LicenseGLM-5.3 License

Source: GLM 5.3 model card on Hugging Face

Built for

  • Complex, multi-step coding
  • Long-horizon tasks
  • English and Chinese

On Alchemy Inference

Supported features

  • Streaming
  • Tool calling
  • Structured outputs
  • JSON mode
  • Reasoning
  • Prompt caching

Input

Text

API endpoints

Chat completions, Completions, Responses (OpenAI-compatible)

Frequently asked questions about GLM 5.3

GLM 5.3 is Z.ai's open-weight mixture-of-experts language model with 753 billion parameters and a 1M-token context window. It uses the same base model as GLM-5.2, with post-training that makes it much better at complex coding and long-horizon tasks.

Z.ai says GLM 5.3 uses the same base model as GLM-5.2 and that every gain comes from post-training. Z.ai reports that it is much better at complex coding and long-horizon tasks.

Yes. Z.ai documents a thinking budget with three levels, low, high and max, and the model defaults to max when no level is set.

GLM 5.3's configuration supports 1,048,576 positions, and Z.ai evaluates it with a 1M-token context window. The context and output limits available on Alchemy Inference are shown in your dashboard.

GLM 5.3 is released under the GLM-5.3 License: MIT-style permissions with an additional condition for the very largest Model-as-a-Service providers. Read the full license on Hugging Face before building on the open weights.

With Token Based APIs, call GLM 5.3 through Alchemy's OpenAI-compatible API with the model ID zai-org/GLM-5.3 and pay for the tokens you use. Dedicated Deployments are not offered for this model. Join the waitlist for early access; once you're in, the in-app quickstart walks you through your first request.

Current pricing and limits for GLM 5.3 are listed in your dashboard once you're in.

Alchemy Inference operates with zero data retention (ZDR).

Start building with GLM 5.3.

Join the waitlist for early access and up to $1,000 in free credits.

Join the waitlist