Tag: Gpu orchestration

2 articles tagged with “Gpu orchestration”

Scheduling large language models across a mixed fleet of consumer GPUs

One VRAM Number Can't Schedule LLMs Across Mixed Consumer GPUs

What we learned running a 27B coding model across a heterogeneous fleet of consumer GPUs — why the obvious sizing formula silently OOMs, why pipeline parallelism behaves nothing like the benchmarks suggest, and the gotchas nobody writes down.

May 19, 20266 min

vLLMGPU orchestrationpipeline parallelism

ParalonCloud Enterprise — AI inference platform deployed on private infrastructure

News & Updates

Run AI on Your Own Infrastructure: Why Self-Hosted Inference Is the Enterprise Default

AI workloads handle sensitive data — and most enterprises can't afford to send prompts through someone else's servers. Here's how Paralon Enterprise delivers production-grade inference without leaving your network.

Apr 30, 20265 min

enterpriseself-hosteddata sovereignty