▸ Blog · Page 4
More from the trenches.
Older posts. Same hot takes.
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DevOpsDNS vs service discovery
DNS was built for servers that live for years; microservices live for minutes. Why service discovery beats stale DNS records for high-churn systems.
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DevOpsBandwidth vs throughput: a wider pipe won't fix lag
Bandwidth is capacity, throughput is delivery. Why a wider pipe never fixes a throughput bottleneck, and the latency and protocol levers that do.
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DevOpsContainer vs pod: the building blocks
A container is the package; a Pod is the execution environment. How Kubernetes Pods share networking and storage, and when sidecars earn their keep.
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AIAI vs machine learning: an engineering deep dive
AI is the umbrella, machine learning is the engine. See how the distinction shapes your RAG pipelines, agentic systems, and Laravel or Shopify architecture.
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AITraining vs inference: scaling AI systems
How training and inference differ in compute, cost, and hardware, and how to architect each phase so your AI app stays fast and affordable at scale.
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AIVector search vs graph search for RAG
Compare vector search and graph search for RAG. When to use embeddings via pgvector vs relationship-based knowledge graphs, and why GraphRAG often wins.
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DevOpsTerraform vs Ansible: the real difference in DevOps
Provisioning vs configuration management: the real difference between Terraform and Ansible, declarative vs procedural logic, and the hybrid workflow.
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CareerSRE vs Platform Engineer: who to hire for scale
SRE vs Platform Engineer compared: reliability versus developer experience, what each role owns, and which one your team needs to hire first.
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ArchitectureSynchronous vs asynchronous communication
The technical differences between synchronous and asynchronous architectures in Laravel and Shopify, and how queues, jobs, and webhooks help you scale.
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