Notes from the engineering desk.
Opinionated, evidence-led writing on the systems we build — AI engineering, cloud and FinOps, modernization, and architecture.

Azure GPUs: Powering AI & ML Workloads with ND-Family
Discover how Azure ND-Series GPUs power AI, ML, and HPC workloads with advanced performance, use cases, and cost-effective solutions in our latest blog.
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Understanding AWS EC2 P Family Instances for High-Performance Workloads
Explore AWS P Family instances (P2, P3, P4, P5) for high-performance computing, AI/ML, and GPU workloads. Learn features, use cases, and cost considerations.
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AWS P-Family vs G-Family: A Detailed Comparison for High-Performance Tasks
Explore the differences between AWS P-family and G-family GPU instances, comparing key factors and ideal use cases for high-performance workloads.
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AWS EC2 G3 Instances: Powering Your Graphics-Intensive Workloads
Learn how EC2 G3 instances power graphics-intensive workloads like gaming, rendering, and AR/VR. Discover key features, pricing, and setup tips.
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AWS G5 vs G6: Which GPU is Best for Your AI & ML Workloads?
Looking for the best GPU instance? Compare AWS G5 vs G6 in terms of performance, scalability, and real-world applications to make an informed decision.
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AWS G6 GPU Instances: Performance, Use Cases & Cost Optimization
Explore AWS G6 GPU instances for AI, deep learning, HPC, and graphics rendering. Learn about performance, cost optimization, and ideal use cases.
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AWS G4 vs G5 Family: A Detailed Comparison of AWS GPU Instances
Need to select between AWS G4 and G5 GPU instances? This detailed blog covers several factors for both families, helping you make the right choice for your AI/ML workloads.
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How AWS G5 Instances are Changing AI and Machine Learning in the Cloud?
Unlock AWS EC2 G5 instances for GPU-optimized workloads like ML, gaming, and HPC. Explore features, pricing, use cases, and cost management tips.
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AWS G4 Instances: Powering the Future of AI and Machine Learning in 2024
Understand how G4 instances excel in cloud gaming, AI inference, etc. Discover best practices for cost optimization, and integration with AWS services in this blog.
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