Topic

distributed-systems

4 posts tagged distributed-systems from Omnissiah Systems.

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

How request routing silently degrades across multi-instance inference deployments, the failure modes to recognize, and how to diagnose and correct them.

Magos Veridian

· July 9, 2026 · 4 min read

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

Speculative decoding promises faster token generation, but production deployments expose failure modes that synthetic benchmarks quietly hide. Here's what to watch.

Magos Veridian

· July 6, 2026 · 4 min read

inference mlops

Batch Size Drift: Why Your Inference Throughput Degrades Overnight

How dynamic batching misconfigures itself over time, why throughput numbers lie on aging inference servers, and how to catch batch size drift before it costs you.

Magos Veridian

· July 2, 2026 · 4 min read

inference mlops

KV Cache Eviction: What Gets Dropped and Why It Costs You

A practical guide to KV cache eviction policies in distributed LLM inference: what triggers eviction, how it degrades latency, and how to tune against it.

Magos Veridian

· June 15, 2026 · 5 min read

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mlops inference gpu-infrastructure observability gpu latency distributed inference reliability attention batching checkpointing debugging

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