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Omnissiah Systems

Field notes on operating the machine.

Recent Writing

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Thermal Throttling in GPU Clusters: How Heat Kills Your Throughput Silently

How GPU thermal throttling silently degrades inference throughput in dense clusters, how to detect it, and what to do before it becomes a capacity problem.

· 4 min read

Activation Recomputation: When Saving Memory Costs You More Than You Think

Weight Loading Latency: Where Your Model Startup Time Actually Goes

Routing Decay: How Request Dispatch Goes Wrong in Multi-Instance Inference

Speculative Decoding in Production: What the Benchmarks Don't Tell You

Batch Size Drift: Why Your Inference Throughput Degrades Overnight
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Omnissiah Systems explores AI systems, MLOps, and distributed inference infrastructure, written as the disciplined study of large models as living machinery. New writing published regularly.