StateM: harness scaling for reliable agents
A runtime that gives agents durable state, checked transitions, and recoverable runbooks. On Terminal-Bench 2.1, it lifts GPT-5.5 to 92.1% and DeepSeek-V4-Flash to 88.1% for under $15.
Same prompt, 8 models. underwater voxel temple.
Qwen 27b local (8bit + 4bit), grok 4.6, swe 1.7, glm 5.2, luna, deepseek pro, deepseek flash. full prompt + side by side is here, don't take my word for the screenshots. look at
We're proud to be the fastest inference provider on Artificial Analysis for DeepSeek V4 Pro 0813, at 147 TPS.
Our engineers continue to optimize DeepSeek V4 Pro 0813 to provide the highest throughput and lowest latency.
3/ Developers get free access too.
The offer isn’t limited to Web Chat. DeepSeek-V4-Flash is also available through the API, making it useful for applications and automated workflows. The setup: ➠ Open the API management panel ➠ Select Official ➠
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