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

Amazon's Custom ML Accelerators: AWS Trainium and Inferentia
Explore Amazon Trainium and Inferentia: AWS's custom chips for scalable, cost-efficient machine learning training and inference in the cloud.
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7 Key Benefits of Adopting a Multi-Cloud Strategy for Your Business
Explore the 7 key benefits of multi-cloud strategies and how they enhance security, scalability, and cost efficiency for businesses.
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Google TPU Ironwood: Revolutionizing AI Inference at Scale
Discover Google’s TPU Ironwood, a next-gen AI accelerator optimized for high-performance inference, offering efficiency and scalability for real-time AI tasks.
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AI-Powered Cloud Security: Smarter Protection for Modern Threats
AI-powered cloud security safeguards your data with real-time threat detection, adaptive intelligence, and automated defense mechanisms for proactive protection.
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Optimizing Machine Learning with Cloud-Native Tools for MLOps
Explore how cloud-native tools for MLOps streamline machine learning workflows, from data management to deployment, boosting efficiency and scalability across industries.
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TPU vs GPU: What's the Difference in 2025?
Explore the differences between TPUs and GPUs in 2025, including Google’s new Ironwood chip, for AI training, inference, and real-world performance.
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Mastering AWS Transit Gateway: Architecture, Use Cases & Best Practices
Explore AWS Transit Gateway architecture, use cases, security, integration, and best practices for optimizing network performance and scalability in the cloud.
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Azure Arc: Simplifying Hybrid and Multi-Cloud Management
Manage any cloud or on-prem environment with Azure Arc. A complete blog for IT pros and decision-makers.
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Everything You Need to Know About AWS Elastic Beanstalk
Make smarter AWS deployment decisions with this in-depth Elastic Beanstalk blog.
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