GLM-5.3-FlashOpen Weight

Released

GLM-5.3-Flash is an AI model released by Z.ai on Wednesday, Aug 26 2026, 12 days after GLM-5.3. It is an open-weight model — the trained weights are available to download and run. It is a 320B parameter model with a 1M token context window. Benchmark results (shown below) cover Toolathlon-Verified, CharXiv Reasoning, OfficeQA Pro, MVBench, MMVU, DeepSWE 1.1, and 9 more.

Available from

DeepInfra$0.075$0.251Mfp4
Relace$0.09$0.301M
Morph$0.10$0.351Mfp8
Wafer$0.10$0.351M
StreamLake$0.1124$0.37451Mfp8
GMICloud$0.1125$0.3751Mfp8
Novita$0.132$0.441Mfp8
Makora$0.14$0.471M
BaseTen$0.15$0.501Mfp8
Cloudflare$0.15$0.501.3M
CoreWeave$0.15$0.501Mfp8
Crusoe$0.15$0.501Mfp4
DigitalOcean$0.15$0.501M
Fireworks$0.15$0.501M
Friendli$0.15$0.501M
Io Net$0.15$0.50256Kfp8
Parasail$0.15$0.501Mfp8
Phala$0.15$0.501Mfp8
Reka$0.15$0.50256Kfp8
Sail Research$0.15$0.501Mfp8
SiliconFlow$0.15$0.501Mfp8
Together$0.15$0.501M
Venice$0.15$0.501M
NextBit$0.177$0.591Mfp8
Modal$0.45$1.501Mfp8
USD per 1M tokens

Benchmarks

Coding

DeepSWE 1.1
63.4%
#13 of 26
NL2Repo-Bench
56.3%
#3 of 6

Terminal & CLI

Terminal-Bench 2.1
84.3%
#11 of 30

Agentic & tool use

Toolathlon-Verified
78.4%
#1
Agent's Last Exam
26.3%
pass@1
#4 of 7
AutomationBench
48.8%
#4 of 11

Reasoning & science

Humanity's Last Exam
55.3%
with tools
#14 of 42

Knowledge work

GDPval-AA v2
1773
#3 of 20

Multimodal

CharXiv Reasoning
89.4%
with tools
OfficeQA Pro
62.4%
MVBench
77.8%
MMVU
80.5%
Chartography
78%
with tools
#2 of 2
BabyVision
53.4%
#3 of 4

Community preference

threejseval
1502
#10 of 16

About

GLM-5.3-Flash, released August 26, 2026, had already been running on OpenRouter as an uncredited stealth model called "Ox Alpha" when Z.ai claimed it as a GLM release earlier that day. At 320B total parameters with 18B active it was a fraction of the size of the 743B GLM-5.3 that preceded it by twelve days, and Z.ai benchmarked it against GLM-5.2 rather than that model: it beat GLM-5.2 on all eight tests the older model reported, most heavily on AutomationBench at 48.8% and DeepSWE v1.1 at 63.4%.

Across the fourteen benchmarks in the launch table it topped four outright — 78.4% on Toolathlon Verified, a GDPval-AA v2 rating of 1773, 62.4% on OfficeQA Pro and 78.0% on Chartography — and sat second or third on most of the rest, a few points behind GPT-5.6 Terra on the coding rows, Claude Opus 4.8 on Humanity's Last Exam with tools and CharXiv, and Gemini 3.7 Flash on the video tests. The much larger GLM-5.3 still led it on three of the five benchmarks the two shared.

Two things made the release notable beyond the scores. It was natively multimodal with a 1M-token context window and went out under the MIT License with weights on Hugging Face, a pointed contrast at the time with GLM-5.3, which had launched through the GLM Coding Plan and ZCode with no weights at all and did not get them until two days after Flash shipped. And Z.ai said the model had run entirely on Chinese AI chips through its Ox Alpha preview — a claim about serving infrastructure rather than training, but a pointed one at this size, and a data point about how far domestic silicon had come. Access opened the same day across the API, ZCode, chat.z.ai and AutoClaw.

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GLM-5.3-Flash

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Frequently asked questions

GLM-5.3-Flash was released by Z.ai on Wednesday, Aug 26 2026.

All Z.ai releases

13 tracked