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Model details

GLM-5.3-Flash

GLM-5.3-Flash is a Mixture-of-Experts language model from Z.ai built on a 320-billion-parameter backbone, of which 18 billion are active per inference, giving it the scale of a frontier system with the per-token compute of a much lighter model. An independent user forum thread on the NVIDIA developer community discusses the model under that exact title, and the release date line up with the same August 26, 2026 window in which Bloomberg and Business Insider reported that Z.ai was behind the previously anonymous "Ox Alpha" appearance on OpenRouter and OpenCode. That stealth phase drew early praise from developers, with Stripe co-founder Patrick Collison publicly calling it "very impressive," and ended when Z.ai stepped forward to claim the model under the GLM-5.3-Flash name.

Independent coverage framed GLM-5.3-Flash as pairing multimodal reasoning with lower-cost coding performance, and Z.ai released it under an open license so it can be run and inspected locally rather than only fetched from a hosted endpoint. The combination of a large expert pool, a modest active footprint per token, open weights, and a public benchmark reputation suggests a model aimed at developers and researchers who want strong coding and reasoning behavior without the cost or lock-in of a closed frontier system. Practically, it fits teams that need flexible deployment, custom fine-tuning, and reproducible local inference for code assistants, agent pipelines, and reasoning-heavy workloads where MoE efficiency matters more than raw dense scale.

Volcengine Ark Coding Planglm-5.3-flashglm-flash

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Volcengine Ark Coding Plan
Model key
glm-5.3-flash
Release date
Aug 26, 2026
Last updated
Aug 26, 2026
Input modalities
Output modalities
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Cost

A provider subscription or plan supersedes token-based pricing for this model.

Limits

Output tokens
131,072 tokens
Context window
1,000,000 tokens

Latest news about GLM-5.3-Flash

Volcengine Ark Coding Plan

CoverageBenchmark

Z.ai's GLM-5.3-Flash shipped on August 26, 2026, with MIT-licensed weights on Hugging Face from launch, according to a detailed FelloAI technical breakdown. It is a 320B-total / 18B-active mixture-of-experts with a 1M-token context window, native multimodal support (text and image), and a hybrid sparse-plus-linear atte The piece also reveals that the identity of "Ox Alpha," an anonymous model that had been quietly serving traffic on OpenRouter for about six days with near-unlimited free access, was confirmed as GLM-5.3-Flash at launch. Notably, Z.ai's promised open-weight release of GLM-5.3's own 744B parameters, originally slated fo

Volcengine Ark Coding Plan

CoverageBenchmark

On August 20, 2026, an anonymous model called "Ox Alpha" appeared on OpenRouter and OpenCode with a 1M-token context window and text, image, and video input but no listed owner. Within six days it became the most-used model on OpenRouter, processing roughly 23 trillion tokens — about 2.3 times the volume of the next mo The article notes that GLM-5.3-Flash weights were released on Hugging Face under an MIT license the same evening as the announcement, and that Zhipu's Hong Kong shares closed more than 12% higher the next day, roughly 10x the January IPO price. It also highlights that the model was served without NVIDIA chips and runs

Volcengine Ark Coding Plan

Coverage

GLM-5.3-Flash, released by Z.ai (formerly Zhipu AI) on August 26, 2026, is a 320-billion-parameter open-weight model with approximately 18 billion active parameters, making it a Mixture-of-Experts design optimized for lower inference cost. The excerpt confirms it is the first natively multimodal model in the GLM-5 seri According to the article, GLM-5.3-Flash positions itself around frontier-level capabilities without frontier-level inference costs, targeting efficient coding and agentic workflows. The combination of sparse activation, multimodal input handling, and a 1M-token context window signals a focus on long-horizon agent tasks

Volcengine Ark Coding Plan

CoverageBenchmark

An Ampere.sh comparison distinguishes GLM-5.3-Flash from the flagship GLM-5.3, profiling Flash as a 320B-total / 18B-active MoE with a 1M-token context window, native multimodal input (text and image), reasoning and tool-use support, and API pricing of $0.15 per million input tokens and $0.50 per million output tokens. The piece positions GLM-5.3-Flash as the better value for high-volume applications and multimodal or visual-coding agent workloads, while GLM-5.3 retains the edge in complex coding, long-horizon engineering, and raw output speed. Both models are from developer Z.ai and were released in August 2026. The article explicit

Volcengine Ark Coding Plan

CoverageAnalysis

Z.ai quietly shipped GLM-5.3-Flash on August 26, 2026, as a 320B-parameter MoE activating only 18B per token, running natively in FP8 with a 1,048,576-token context window, according to a technical deep dive published on local-ai-zone. It is the first natively multimodal model in the GLM-5 series, accepting text, image The article documents that GLM-5.3-Flash beats GLM-5.2 across six coding and agentic benchmarks at roughly one-tenth the price and approaches Claude Opus 4.8 on long-horizon agent tasks, per cited benchmark figures. It also covers the "Ox Alpha" anonymous preview reveal and the delayed open-weight release of the full G

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