All systems operational

Live status and speed of the Umans Code gateway and its models, refreshed every 30 seconds. For each model we show its output speed and median time to first token.

3 / 3production models operational

98.89%gateway uptime · 90 days

1model in testing

0active issues

Gateway

API endpoint

the front door every model is served through

API gateway Operational

api.code.umans.ai

98.75%

service uptime · 24h

1.99s

median TTFT · all models

90 days agotoday

Production

Models in production

3 listed

tok/s = output tokens per second · TTFT = time to first token · p50 = median over the last 5 minutes. On each gauge the midpoint is that model's target; the marker sits further right when it's beating target (faster TTFT, higher throughput).

Umans GLM 5.2

umans-glm-5.2 · GLM

Operational

48.5tok/s

throughput · p50 · last 5 min

1.95s

TTFT · p50 · last 5 min

99.93%

uptime · 24h

GLM 5.2 is our best model for coding right now, with a 400K context window for large codebases. Vision is available on the Anthropic Messages API (`/v1/messages`) only, through a server-side handoff (GLM 5.2 generates the text, Kimi preprocesses the image); that handoff will be retired soon in favour of more efficient client-side image handling.

90-day speed trends & events →

90 days agoin production since Jun 21, 2026today

Context

406K

Max output

131K

Recommended

131K

Vision

Via handoff

Tools

Yes

Reasoning

Toggle · none/high/max

Weights

FP8 ↗

Umans Kimi K2.7 Code Recommended

umans-kimi-k2.7 · Kimi K2.7-Code · Moonshot

successor to Kimi K2.6

also served as umans-coder

Operational

87.4tok/s

throughput · p50 · last 5 min

2.34s

TTFT · p50 · last 5 min

99.38%

uptime · 24h

Kimi K2.7-Code via Umans Code - Moonshot's strongest coding model and the successor to Kimi K2.6. Built for complex, tool-heavy agentic coding; it reasons more efficiently than K2.6, so agent sessions run faster at the same depth.

90-day speed trends & events →

90 days agoin production since Jun 12, 2026today

Context

262K

Max output

262K

Recommended

33K

Vision

Yes

Tools

Yes

Reasoning

Always on

Weights

Full weights ↗

Umans Flash Fastest

umans-flash · Qwen3.6-35B-A3B · Qwen

also served as umans-qwen3.6-35b-a3b

Operational

293.6tok/s

throughput · p50 · last 5 min

1.89s

TTFT · p50 · last 5 min

99.01%

uptime · 24h

Our fastest model: a light workflow complement, not a standalone coder. Think Haiku next to Opus: not everything needs a frontier model, and Flash's speed (200+ tokens per second) compounds on the roles around umans-coder: gathering context, scout subagents, research, summaries, documentation, and quick edits.

90-day speed trends & events →

90 days agoin production since May 3, 2026today

Context

262K

Max output

262K

Recommended

33K

Vision

Yes

Tools

Yes

Reasoning

Toggle · none/low/medium/high

Weights

FP8 ↗

Testing

In the playground

1 · try before it's promoted

What "playground" meansPlayground models are short, experimental test runs: not permanent, offered at low capacity, and expected to be flaky under load. They're here so you can push them and tell us what you find. Uptime and speed are measured the same way as production, but don't build on them. For real work, use the production model each one is based on.

Umans Kimi K3 Experimental

umans-kimi-k3 · Kimi K3 · Moonshot

prerelease, seat-gated via Labs

In testing

55.9tok/s

throughput · p50 · last 5 min

1.45s

TTFT · p50 · last 5 min

82.22%

in testing

Kimi K3 in prerelease: Moonshot's largest open-weight release, a 2.8T-parameter mixture-of-experts with a 1M-token context window and native vision, built for repository-scale code understanding and multi-step agentic work. It thinks by default at maximum reasoning effort; select none, low, high, or max to trade depth for speed. While we scale capacity, access is seat-gated through the Labs page, and availability is limited: expect occasional errors during the ramp. For production work today we recommend umans-coder or umans-glm-5.2.

90-day speed trends & events →

Stage

Playground

Context

1049K

Max output

131K

Recommended

131K

Vision

Yes

Tools

Yes

Reasoning

Toggle · none/low/high/max

Weights

Full weights ↗

History

Gateway uptime

90-day window · daily worst status

90 days ago98.89% operationaltoday

Changelog

Recent events & model lifecycle

releases, retirements, and playground changes

Jul 162026

Playground closed: Umans DeepSeek V4 Pro DSpark Testing

The DSpark test window closed after two days. What we took from it: DSpark speculative decoding lets us serve more users at once while keeping each session fast enough, the DeepSeek V4 architecture is now mature enough to serve at scale, and the model itself is solid. V4 Pro is not joining the lineup though: it is still a preview build, and the issues testers hit (DSML leaks, language bleed, long-context artifacts) are model-side. DeepSeek confirmed a better version is coming this month, so we would rather roll the learnings into that. Thanks to everyone who tested.

Jul 142026

Playground opened: Umans DeepSeek V4 Pro DSpark Testing

umans-deepseek-v4-pro-dspark entered the playground for a short, seat-gated test window: DeepSeek V4 Pro served from the original weights with DSpark speculative decoding. Experimental and temporary; not for production.

Jul 22026

Playground closed: Umans GLM 5.2 NVFP4 Testing

The short NVFP4 test window ended after four days. Thanks to everyone who pushed it and shared findings.

Jun 292026

Playground opened: Umans GLM 5.2 NVFP4 Testing

umans-glm-5.2-nvfp4 entered the playground for a short, low-capacity test window. Experimental and temporary; not for production.

Jun 242026

Retired: Umans GLM 5.1 Retired

umans-glm-5.1 was retired in favour of GLM 5.2. Requests to the old id now return a clear deprecation error pointing to umans-glm-5.2.

Jun 212026

Released to production: Umans GLM 5.2 Released

umans-glm-5.2 was released as the long-context model, with a 405K context window, after a pre-release period that started Jun 16.

Jun 182026

Retired: Umans Kimi K2.6 Code Retired

umans-kimi-k2.6 was retired and superseded by K2.7. Requests to the old id now return a clear deprecation error pointing to umans-kimi-k2.7.

Jun 122026

Released to production: Umans Kimi K2.7 Code Released

umans-kimi-k2.7 was released as the recommended coding model (also served as umans-coder).

May 132026

Retired: Umans Kimi K2.5 Retired

umans-kimi-k2.5 was retired and superseded by Kimi K2.6.

May 92026

Retired: Umans MiniMax M2.5 Retired

umans-minimax-m2.5 was retired without a direct replacement.

Past models 6 retired

Umans DeepSeek V4 Pro DSpark Retired

umans-deepseek-v4-pro-dspark · DeepSeek

retired Jul 16, 2026

Umans GLM 5.2 NVFP4 Retired

umans-glm-5.2-nvfp4 · GLM

retired Jul 2, 2026
→ umans-glm-5.2

Umans GLM 5.1 Retired

umans-glm-5.1 · GLM

retired Jun 24, 2026
→ umans-glm-5.2

Umans Kimi K2.6 Retired

umans-kimi-k2.6 · Moonshot

retired Jun 18, 2026
→ umans-kimi-k2.7

Umans Kimi K2.5 Retired

umans-kimi-k2.5 · Moonshot

retired May 13, 2026
→ umans-kimi-k2.6

Umans MiniMax M2.5 Retired

umans-minimax-m2.5 · MiniMax

retired May 9, 2026