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Real-time LLM Inference on Standard Datacenter GPUs (3,000 tokens/s per request)
llmsgpu-inferencekog-aideveloper-tools
Tool

Real-time LLM Inference on Standard GPUs: 3k tokens/s per request

Kog AI has launched a tech preview of the Kog Inference Engine (KIE), achieving 3,000 output tokens per second on 8Ɨ AMD MI300X GPUs and 2,100 on 8Ɨ NVIDIA H200 GPUs using FP16 without speculative decoding. The preview currently supports a 2B model, with plans to add support for large third-party MoE models at similar speeds.

blog.kog.ai

šŸ”„šŸ”„šŸ”„šŸ”„šŸ”„

18 min

5/29/2026

Launch HN: IonRouter (YC W26) – High-throughput, low-cost inference

Zero-latency API auth and billing for distributed GPU inference.

ionrouter.io

šŸ”„šŸ”„šŸ”„šŸ”„šŸ”„

1 min

3/12/2026

Real-time LLM Inference on Standard GPUs: 3k tokens/s per request

Kog AI has launched a tech preview of the Kog Inference Engine (KIE), achieving 3,000 output tokens per second on 8Ɨ AMD MI300X GPUs and 2,100 on 8Ɨ NVIDIA H200 GPUs using FP16 without speculative decoding. The preview currently supports a 2B model, with plans to add support for large third-party MoE models at similar speeds.

blog.kog.ai

šŸ”„šŸ”„šŸ”„šŸ”„šŸ”„

18 min

5/29/2026

Launch HN: IonRouter (YC W26) – High-throughput, low-cost inference

Zero-latency API auth and billing for distributed GPU inference.

ionrouter.io

šŸ”„šŸ”„šŸ”„šŸ”„šŸ”„

1 min

3/12/2026

Real-time LLM Inference on Standard GPUs: 3k tokens/s per request

Kog AI has launched a tech preview of the Kog Inference Engine (KIE), achieving 3,000 output tokens per second on 8Ɨ AMD MI300X GPUs and 2,100 on 8Ɨ NVIDIA H200 GPUs using FP16 without speculative decoding. The preview currently supports a 2B model, with plans to add support for large third-party MoE models at similar speeds.

blog.kog.ai

šŸ”„šŸ”„šŸ”„šŸ”„šŸ”„

18 min

5/29/2026

Launch HN: IonRouter (YC W26) – High-throughput, low-cost inference

Zero-latency API auth and billing for distributed GPU inference.

ionrouter.io

šŸ”„šŸ”„šŸ”„šŸ”„šŸ”„

1 min

3/12/2026

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