umans/status/umans-glm-5.3-flash-lab
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Umans GLM 5.3 Flash (lab) Experimental
umans-glm-5.3-flash-lab · GLM-5.3-Flash · Z.ai
In testing
76.4tok/s
throughput · p50 · last 5 min
3.86s
TTFT · p50 · last 5 min
100.00%
uptime · 24h

GLM-5.3-Flash as a Labs experiment, open for a short test window: temporary, not a permanent id. Served from Z.ai's official FP8 checkpoint: a 320B mixture-of-experts model with 18B active parameters per token, the first natively multimodal release in the GLM-5 series, built for fast coding and agentic tasks on a 1M context window. It always thinks at max effort by default; dial reasoning to low or high (thinking cannot be turned off). Access is seat-gated through the Labs page while an experiment is live. It is offered at limited capacity and low availability, so expect it to be flaky and to go down under load: crash it, give it a moment, and try again. For production work we recommend umans-coder or umans-deepseek-v4-pro-0813.

90 days agotoday
Context
1049K
Max output
131K
Recommended
131K
Vision
Yes
Tools
Yes
Reasoning
Always on
Weights
Trends

Speed over the last 90 days

daily medians · dashed line = target
throughput p50 · output tokens per second, higher is better
peak 94.8 tok/s · Aug 27now 84.6 tok/s
90 days agotoday
TTFT p50 · time to first token, lower is better
now 2.40s
90 days agotoday
Changelog

Events for Umans GLM 5.3 Flash (lab)

incl. gateway-wide announcements
Aug 262026
New Labs experiment: Umans GLM 5.3 Flash Testing
A new lab opened on umans-glm-5.3-flash-lab: GLM-5.3-Flash served from its native weights, a 320B mixture-of-experts model (18B active per token) and the first natively multimodal release in the GLM-5 series, with native image and video understanding and a 1M context window. It always thinks at max effort by default (dial to low or high; thinking cannot be turned off). Free and seat-gated while the experiment runs, served at limited capacity and low availability: it is a lab, so expect it to be flaky and to go down under load. Crash it, give it a moment, and try again. The window closes August 28, 2026.