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⚡ AI Lessons

Dev.to · Mateen Anjum
1mo ago
Stop Building CI Pipelines For Humans. Your AI Agents Need A Harness.
TL;DR: Your CI pipeline was designed for a human reading red text on GitHub. AI agents need a...

Dev.to · Mateen Anjum
⚡ AI Lesson
1mo ago
Stop Running LLM Workloads on Vanilla Kubernetes
TL;DR: Kubernetes schedules LLM workloads well, but it does not give them the isolation boundary they...

Dev.to · Mateen Anjum
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
We Didn't Migrate Systems. We Migrated Assumptions: Heroku to EKS at Scale
TL;DR: I'm speaking at Open Source Summit North America 2026 in Minneapolis on Monday, May 18, about...

Dev.to · Mateen Anjum
2mo ago
Kubernetes v1.36 Drops April 22: What Platform Engineers Actually Need to Know
TL;DR: Kubernetes v1.36 releases April 22, 2026. The headline features are DRA GPU partitioning,...

Dev.to · Mateen Anjum
☁️ DevOps & Cloud
⚡ AI Lesson
3mo ago
ingress-nginx Is Dead: How I Migrated to Gateway API Before It Became a Liability
ingress-nginx was archived on March 24, 2026 after a string of critical CVEs including a 9.8 CVSS...

Dev.to · Mateen Anjum
🔐 Cybersecurity
⚡ AI Lesson
3mo ago
Your Security Scanner Was the Weapon: Inside the Trivy Supply Chain Attack
TL;DR: Trivy, the most widely used container scanning action in GitHub Actions, was compromised on...

Dev.to · Mateen Anjum
🏭 MLOps & LLMOps
⚡ AI Lesson
4mo ago
GitOps for ML Model Deployment: A Real Pipeline, Not a Toy Demo
TL;DR: I replaced ad-hoc model deployments with a fully declarative GitOps pipeline using KServe and...

Dev.to · Mateen Anjum
4mo ago
Drift Detection in Air-Gapped Workloads: What Nobody Tells You
TL;DR: Standard drift detection breaks in air-gapped environments because every major tool assumes...

Dev.to · Mateen Anjum
7mo ago
How I Designed GPU vs CPU Pipelines for a High-Volume ML Classification System
How I Designed GPU vs CPU Pipelines for a High-Volume ML Classification System TL;DR: I...

Dev.to · Mateen Anjum
🔧 Backend Engineering
7mo ago
I Built a Zero-Downtime Database Migration Pipeline (PostgreSQL to Aurora)
TL;DR: I created a production-ready framework for migrating PostgreSQL databases to Aurora with zero...
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