📰 Dev.to · NTCTech
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Dev.to · NTCTech
10h ago
GitOps Policy Drift: Why Reconciliation Doesn't Stop Day-2 Failure
GitOps policy drift is what happens when a control plane keeps a policy perfectly reconciled long...

Dev.to · NTCTech
🤖 AI Agents & Automation
⚡ AI Lesson
2d ago
Nobody Knows How Many AI Agents They're Running
Ask an infrastructure team how many virtual machines they run and they'll give you a number. Ask...

Dev.to · NTCTech
6d ago
Infrastructure Remembers Configuration. It Forgets Intent.
Your stack has a memory. It remembers configuration. It remembers resource state, change timestamps,...

Dev.to · NTCTech
1w ago
Your DR Test Passed. The Assumptions Didn't.
The test passed. The restore completed inside the window. The workload came online. The team signed...

Dev.to · NTCTech
1w ago
Configuration Drift Is the Symptom. Ownership Is the Problem.
Configuration drift is treated as a visibility problem solved by tooling. It isn't. It's a breakdown...

Dev.to · NTCTech
1w ago
Most Cloud Exit Strategies Start Too Late — Here's the Architecture Reason Why
Every cloud exit strategy has the same structural problem: by the time the exit decision gets made,...

Dev.to · NTCTech
2w ago
Autonomous Operations Fail for the Same Reason Distributed Systems Fail
Cisco shipped AgenticOps last week. Microsoft, AWS, and Google are right behind them. The...

Dev.to · NTCTech
3w ago
Why Most Disaster Recovery Tests Don't Test Recovery
The test passed. The runbook completed. Infrastructure came back online inside the RTO window. None...

Dev.to · NTCTech
3w ago
Private Cloud Is Back — Because Governance Never Left
The private cloud narrative was declared dead by cloud-first doctrine for the better part of a...

Dev.to · NTCTech
⚡ AI Lesson
3w ago
Most Sovereignty Strategies Fail Before Architecture Begins
Sovereignty strategy control plane failures follow a pattern that most organizations never diagnose...

Dev.to · NTCTech
3w ago
AI Placement Decisions Are Architecture, Not Optimization
AI placement latency is not the problem most teams think they are managing. The default framing...

Dev.to · NTCTech
3w ago
Nutanix AHV Operations: What Changes After VMware Migration
The operational friction begins after the migration succeeds. Workloads are running. Clusters are...

Dev.to · NTCTech
3w ago
The AI Control Plane Is Becoming the New Shadow IT
Shadow IT used to mean a SaaS subscription purchased outside the approval process. The fix was a...

Dev.to · NTCTech
3w ago
IaC Drift Is Inevitable — Design for Detection, Not Prevention
Drift is not a tooling failure. It is evidence that multiple control planes still exist. IaC drift...

Dev.to · NTCTech
4w ago
Inference Is Becoming the New Steady-State Cost Center
Training was a bounded investment event. Inference is an unbounded operational residency...

Dev.to · NTCTech
4w ago
The Dashboard Said the Migration Succeeded
Migration dashboards don't measure operational continuity because operational continuity was never...

Dev.to · NTCTech
1mo ago
GPU Utilization Is Becoming the New Cloud Waste Crisis
Enterprises are now paying premium-market prices for infrastructure that spends most of its life...

Dev.to · NTCTech
1mo ago
Idle Cloud Cost Is the New Egress Cost
Idle cloud cost is now the bill surprise egress used to be — except it's structurally worse. Egress...

Dev.to · NTCTech
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
The Infrastructure Team Is the Real Single Point of Failure
Every serious infrastructure investment goes into redundant hardware, distributed systems, and...

Dev.to · NTCTech
1mo ago
The Console Is the Shadow Control Plane
Most organizations believe they have one infrastructure control plane. They have two. The declared...

Dev.to · NTCTech
1mo ago
Egress Audit Framework: How to Find Unbounded Movement Paths
Every unbounded egress path is an architectural permission boundary that was never intentionally...

Dev.to · NTCTech
1mo ago
The Day 2 Operations Debt You Inherited From Terraform
Terraform codebases outlive the teams that wrote them. That is the first thing to understand before...

Dev.to · NTCTech
1mo ago
The VM That Survived the Migration But Lost Its Identity
The migration ran clean. The VM came up on AHV within the expected window. Storage latency was...

Dev.to · NTCTech
1mo ago
The Control Plane Problem in VMware Alternatives
Most VMware migration plans inventory VMs, clusters, storage, and licensing. Very few inventory the...
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