Scaling Real-Time Video on AWS: How We Keep WebRTC Latency Below 150ms with Kubernetes Autoscaling

Edge AI used to mean painful trade-offs between speed, power, and memory. But LLVM, MLIR, and SYCL are changing that—bringing automation, performance, and portability to the forefront of AI model deployment. Learn how this modern compiler stack turns y…


This content originally appeared on HackerNoon and was authored by Oleksii Bondar

Edge AI used to mean painful trade-offs between speed, power, and memory. But LLVM, MLIR, and SYCL are changing that—bringing automation, performance, and portability to the forefront of AI model deployment. Learn how this modern compiler stack turns your compiler into a co-pilot, not a bottleneck.


This content originally appeared on HackerNoon and was authored by Oleksii Bondar


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APA

Oleksii Bondar | Sciencx (2025-07-17T12:31:01+00:00) Scaling Real-Time Video on AWS: How We Keep WebRTC Latency Below 150ms with Kubernetes Autoscaling. Retrieved from https://www.scien.cx/2025/07/17/scaling-real-time-video-on-aws-how-we-keep-webrtc-latency-below-150ms-with-kubernetes-autoscaling/

MLA
" » Scaling Real-Time Video on AWS: How We Keep WebRTC Latency Below 150ms with Kubernetes Autoscaling." Oleksii Bondar | Sciencx - Thursday July 17, 2025, https://www.scien.cx/2025/07/17/scaling-real-time-video-on-aws-how-we-keep-webrtc-latency-below-150ms-with-kubernetes-autoscaling/
HARVARD
Oleksii Bondar | Sciencx Thursday July 17, 2025 » Scaling Real-Time Video on AWS: How We Keep WebRTC Latency Below 150ms with Kubernetes Autoscaling., viewed ,<https://www.scien.cx/2025/07/17/scaling-real-time-video-on-aws-how-we-keep-webrtc-latency-below-150ms-with-kubernetes-autoscaling/>
VANCOUVER
Oleksii Bondar | Sciencx - » Scaling Real-Time Video on AWS: How We Keep WebRTC Latency Below 150ms with Kubernetes Autoscaling. [Internet]. [Accessed ]. Available from: https://www.scien.cx/2025/07/17/scaling-real-time-video-on-aws-how-we-keep-webrtc-latency-below-150ms-with-kubernetes-autoscaling/
CHICAGO
" » Scaling Real-Time Video on AWS: How We Keep WebRTC Latency Below 150ms with Kubernetes Autoscaling." Oleksii Bondar | Sciencx - Accessed . https://www.scien.cx/2025/07/17/scaling-real-time-video-on-aws-how-we-keep-webrtc-latency-below-150ms-with-kubernetes-autoscaling/
IEEE
" » Scaling Real-Time Video on AWS: How We Keep WebRTC Latency Below 150ms with Kubernetes Autoscaling." Oleksii Bondar | Sciencx [Online]. Available: https://www.scien.cx/2025/07/17/scaling-real-time-video-on-aws-how-we-keep-webrtc-latency-below-150ms-with-kubernetes-autoscaling/. [Accessed: ]
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» Scaling Real-Time Video on AWS: How We Keep WebRTC Latency Below 150ms with Kubernetes Autoscaling | Oleksii Bondar | Sciencx | https://www.scien.cx/2025/07/17/scaling-real-time-video-on-aws-how-we-keep-webrtc-latency-below-150ms-with-kubernetes-autoscaling/ |

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