RAG vs MCP is the wrong debate — here's the right framing for production AI systems
The question I keep seeing in every AI engineering forum right now: "Should we use RAG or MCP?" It's the wrong question. And the fact that it's being …
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The question I keep seeing in every AI engineering forum right now: "Should we use RAG or MCP?" It's the wrong question. And the fact that it's being …
TL;DR When you're migrating many services through the same steps, parallelize by step, not by service. Sweep one type of change across all services, t…
At 04:09 UTC on July 19, 2024, a single CrowdStrike Falcon sensor update hit production. Within minutes, roughly 8.5 million Windows machines across a…
Here is a question that often pops up in senior web developer and backend interviews: "If you were a server, how would you detect that you're having i…
The Day Prometheus Fell Over Prometheus memory usage spiked from 8GB to 32GB overnight. OOM-killed. Monitoring was down for 20 minutes while we scramb…
Modern systems rarely fail because of one small bug. They fail when there’s no plan for when things inevitably go wrong. In 2026, with global teams, m…
Introduction: The Practical Graph This post will show a practical, hands-on example that implements a serverless topology using the tc (Topology Compo…
This is the first part of a multipart series introducing tc Cloud Functors The Monolith in the Desert Problem Sometimes I feel like the Forrest Gump o…
When document teams talk about reliability, extraction quality usually gets the spotlight first. That makes sense, but another issue becomes visible v…
У вас есть Grafana. Она показывает графики с Prometheus. Prometheus скрейпит метрики с ваших сервисов. Если сервис упал — вы видите красный на дашборд…
Как найти причину латенси в пайплайне обработки HTTP запроса за 5 минут: разбираем шаг за шагом Я достаточно ленивый и рациональный человек. В конце п…
On March 31, 2026, AWS made DevOps Agent and Security Agent generally available — the first two of the autonomous AI agents announced at re:Invent 202…
Modern observability—think Grafana, Datadog, New Relic, and similar stacks—gives you deep insight: traces, service maps, golden signals, and often rea…
Hey, I'm Samson — and I built Nova AI Ops because I was tired of being paged at 3 AM. For years, I watched SRE teams (including my own) drown in the s…
You've seen it everywhere. On hosting pages, SaaS pricing tables, cloud provider dashboards: "99.9% uptime guaranteed" Sounds impressive. Almost perfe…
Failures are a normal and expected part of distributed systems. If your application processes data asynchronously—for example, by consuming messages f…
Next.js ISR works great on a single pod. But the moment you scale to multiple replicas — whether on Kubernetes , ECS , Cloud Foundry , or any orchestr…
Every Kubernetes backup tool says "Backup Completed." Velero, Kasten, TrilioVault, Portworx — they all do backup brilliantly. Green dashboards, succes…