gpu requirements
3 articles
Kimi K2 Hardware Requirements: VRAM, Nodes and Cost to Run
A 2026 guide to Kimi K2 hardware requirements covering VRAM and GPU needs, quantization tiers from 245GB to 1.09TB, Moonshot's 16-GPU node configuration, and self-hosting versus API cost.
July 21, 2026• 41 min read
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DeepSeek R1 Self-Hosting Cost per Million Tokens (2026 Guide)
Analyzes DeepSeek R1 self-hosting costs per million tokens in 2026: GPU hardware requirements (8x H200 to 16x H100), benchmarked $0.11 to $16 per million token ranges, API pricing, and real deployment case studies.
July 21, 2026• 29 min read
deepseek r1self-hosting costllm pricing
NVIDIA Nemotron 3 Ultra Hardware Requirements: VRAM and Cost
A 2026 analyst guide to NVIDIA Nemotron 3 Ultra hardware requirements: VRAM, minimum GPU counts for BF16 and NVFP4, DGX Spark and DGX Station paths, node configurations, and per-token self-hosting versus API costs.
July 21, 2026• 36 min read
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