DeepInfra raises $107M Series B to scale the inference cloud — read the announcement
DeepSeek’s new V4.1-Flash uses just 8 billion active parameters during input processing, out of a 552-billion-parameter backbone, and still beats the much larger DeepSeek-V4-Pro across every agentic benchmark DeepSeek published. Released in September 2026, it is built around a Causal Encoder-Decoder design that makes the gap between total and active parameters possible. For developers running […]
Published on 2026.09.28 by DeepInfraGLM-5.3-Flash API Is Now on DeepInfraZ.ai’s GLM-5.3-Flash activates just 18 billion of its 320 billion parameters at inference time, and on Z.ai’s reported results it outscores Claude Opus 4.8 on DeepSWE v1.1 (63.4 vs. 58.0), a demanding software engineering benchmark. It’s the first natively multimodal model in the GLM-5 series, combining text, image, and video input with a one-million-token context […]
Published on 2026.09.28 by Stefan FidanovSmall Open-Weight Models: The Hidden Cost AdvantageQwen3.8-27B landed at #9 on Arena.ai’s Code Arena WebDev board with 1,595 points, and as of September 2026 it’s the only model under 30 billion parameters in the top 10. Gemma 4-31B, released the same year and larger by three billion parameters, sits at #80. Three ranks above the 27B sits Qwen3.8-2.4T-A95B, a sibling with […]
Published on 2026.09.28 by DeepInfraAgents Need a Runtime Boundary, Not Just GuardrailsAs agents move beyond model calls to tools, APIs, and execution environments, the runtime becomes part of the architecture. How DeepInfra Sandboxes and Hosted Agents keep the boundary outside the agent, where NVIDIA OpenShell fits, and why we plan around NVIDIA Vera.
Published on 2026.09.25 by NiklasAI Model Calibration: The Benchmark Nobody OptimizesDeepSeek V4 Pro scores 42 on the Artificial Analysis Intelligence Index. On the AA-Omniscience benchmark, which asks models hard factual questions and measures whether they answer or admit uncertainty, it has a 95% hallucination rate. That means when V4 Pro does not have the answer, it guesses anyway roughly 95 times out of 100. GPT-5.6 […]
Published on 2026.09.25 by DeepInfraToken Verbosity Is the New Pricing WarWith each new model release, we see new benchmark claims and new arguments justifying the value of its tokens. However, when teams compare models for real-world workloads, the sticker price alone hides large per-task differences in the amount of work a model requires to solve a task. Cheaper tokens do not necessarily translate to lower […]
Published on 2026.09.24 by DeepInfraGLM-5.3-Flash Pricing, Providers & CostGLM-5.3-Flash is a model from Z.ai in the GLM-5 family, released on August 26, 2026. It’s a natively multimodal model accepting text and image input (some listings, including OpenRouter, also note video), with text output. Both Artificial Analysis and DeepInfra describe it as a 320B-parameter mixture-of-experts model with 18B active parameters per inference; DeepInfra’s listing […]
© 2026 DeepInfra. All rights reserved.