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Posts tagged "gpu"
4 posts on gpu.
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COST GUIDE
How Much Does LLM Infrastructure Actually Cost in 2026?
Real GPU instance pricing, API token costs, the self-hosted break-even point, and the engineering time most teams forget to budget for when they compare "API vs self-hosted" on sticker price alone.
September 10, 2026 · 8 min
By HarmanJyot Kaur ai-infrastructurellmgpucost-optimizationmlops -
INDUSTRY GUIDE
DevOps for AI Startups: What's Actually Different
The standard startup DevOps playbook doesn't fully cover AI-native companies — GPU cost governance, model-serving autoscaling, prompt-level observability, and compliance conversations that start earlier than founders expect.
September 8, 2026 · 7 min
By HarmanJyot Kaur ai-infrastructuredevopsstartupsmlopsgpu -
FINOPS PLAYBOOK
GPU cost optimization on AWS in 2026: a working playbook
A practitioner's playbook for cutting AWS GPU spend 40-60% — instance selection, Spot strategy, utilization monitoring, and the scheduling patterns that keep H100s from sitting idle.
June 15, 2026 · 8 min
By HarmanJyot Kaur aigpuawscost-optimizationfinops -
PRACTITIONER NOTES
GPU node pools on Kubernetes — five sharp edges to know
The non-obvious failure modes that bite teams running their first GPU workload on EKS, GKE, or AKS.
May 5, 2026 · 5 min
By HarmanJyot Kaur aikubernetesgpueksgke
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