Reasoning Model 1M Context

GLM 5.3

GLM 5.3 is Z.ai's latest reasoning model — built for complex software engineering and long-horizon agent tasks with a 1M token context window on Hoodgen.

Provider: Z.aiStatus: Live

Technical Specifications

Live data fetched from the OpenRouter model registry — always up to date.

Context Length
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Entire repositories in one session
Max Completion
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Tokens per single response
Prompt Pricing
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Per million input tokens
Completion Pricing
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Per million output tokens
Modality
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Text + Image + Video input
Model ID
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OpenRouter identifier

What is GLM 5.3?

GLM 5.3 is Z.ai's latest large-scale reasoning model, built for complex software engineering and long-horizon agent tasks. It delivers strong performance on code, logic, and multi-step reasoning. With a 1M token context window, GLM 5.3 can process entire repositories and long task histories in a single session.

Features & Capabilities

Deep Reasoning

Complex multi-step reasoning for hard problems.

Software Engineering

Built for complex code generation and review.

1M Context

Process entire repositories in one session.

Long-Horizon Agents

Reliable for long-running agent tasks.

Competitive Price

Frontier capability at reasonable cost.

Latest Release

The newest model in Z.ai's GLM series.

Who Is GLM 5.3 For?

Complex Coding

Generate, review, and refactor large codebases.

Agentic Workflows

Run long-horizon agent tasks reliably.

Deep Reasoning

Tackle hard logic, math, and analysis problems.

Research

Analyze long documents with 1M context.

GLM 5.3 Pricing

₹0
starting from free credits
  • Unlimited chats on free plan credits
  • No credit card required
  • Included in Hoodgen AI free tier (100 credits/mo)
  • Premium models also available on paid plans
See Plans →

What Makes GLM 5.3 Different?

DeepSeek V4 Flash 0731 is a sparse mixture-of-experts model with 284B total parameters but only 13B active per token. This architecture is what makes it special — it delivers near-frontier quality at a fraction of the compute cost, which shows up as very low pricing on OpenRouter.

Three features define DeepSeek V4 Flash 0731's pitch. The first is the 1.3M token context window — enough to hold entire repositories and long task histories in one session. The second is the sparse MoE design that keeps both cost and latency low. The third is DeepSeek's open-weight philosophy, which has made its models widely adopted across the developer community.

DeepSeek V4 Flash 0731 also supports tool calling, structured outputs, and other agent-friendly features, making it a practical choice for production agentic workloads and automated pipelines.

GLM 5.3 Performance

GLM 5.3 delivers strong performance on complex software engineering and long-horizon agent tasks. As Z.ai's latest release, it refines the GLM 5.2 formula with deeper engineering focus, at competitive pricing.

Model
DeepSWE Score
Context
Price
GLM 5.3
Sparse MoE · 13B active
1.3M tokens
~$0.06/M input
DeepSeek V4 Flash
Fast MoE
GLM-5.3
62%
GPT-5.6-sol
52%

What Can You Do With GLM 5.3?

GLM 5.3 handles the hardest engineering and automation work — complex codebases, long-running agents, deep reasoning, and research. Its 1M context fits entire projects in one session, and its reliability makes it a trusted production choice.

Best Use Cases

  • Complex software engineering
  • Long-horizon agent workflows
  • Deep reasoning and analysis
  • Research with 1M context
  • Production automation

GLM 5.3 Privacy & Data Policy

GLM 5.3 is developed by Z.ai (Zhipu AI) and hosted on OpenRouter. Prompts and completions are processed by Z.ai's API. As with any third-party model, avoid sharing sensitive personal data.

Because GLM 5.3 is a third-party hosted model, avoid pasting passwords, personal data, or proprietary source code you would not share with any external provider. Hoodgen AI always keeps free alternative models available so you can switch without interruption.

GLM 5.3 vs Other Models

Feature
GLM 5.3
GPT-5.6 Luna
Claude Haiku 4.5
Type
Fast MoE
General
General
Context
1.3M tokens
1M
1M
Best For
High-volume, coding, long context
Fast, cost-efficient chat
Balanced general chat
Price
~$0.06/M
$1.25/M
$1.25/M
Vision
Text

Frequently Asked Questions

Yes. GLM 5.3 is included in your Hoodgen AI free plan credits and available on paid plans.

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