6 articles tagged
SambaNova's Developer tier publishes 12,000 requests a day on DeepSeek-V3.1 and 48,000 on Llama-3.3-70B, then caps the account at 20M tokens a day in a note. Above 1,667 tokens a call, RPD stops mattering.
AWS says there is no additional cost to generate a SageMaker inference recommendation. Its own EAGLE documentation shows optimization jobs running on training instances for up to 120 hours across ten nodes.
Open weights closed the intelligence gap from 13 points to 6, yet enterprise share fell to 11%. New August 2026 data shows identical weights scoring 22% or 37% on tool calling depending only on the endpoint.
A decision guide to NVIDIA Nemotron-Labs Diffusion: one checkpoint, three serving modes, the real B200 and DGX Spark throughput numbers, and when tri-mode serving pays off versus autoregressive.
vLLM, Ollama and LM Studio solve different problems. Red Hat measured vLLM at 793 tokens/s versus Ollama's 41, and local inference costs about $0.18-0.29 per million tokens. Throughput, GPU cost, and when each wins.
vLLM's April 2026 benchmark put FP8 KV-cache 14.9% above BF16 on one H100. Priced out, that is $4.24 down to $3.69 per million output tokens - and your AWS purchase model moves the number four times further.
