The AI-driven shift in vulnerability discovery: What maintainers and bug finders need to know
AI models have recently drastically changed the sophistication, speed and scale of software vulnerability discovery. It is now trivial for non-experts to find real vulnerabilities in software with minimal effort and expertise. It is also now…
How To Measure the ROI of Developer Tools
There’s been a growing emphasis in the cloud native community on investing in tools that improve developer experience. Platform engineering, accompanied with the rise of projects like Backstage, is all about making developers more productive by…
ingress-nginx to Envoy Gateway migration on CNCF internal services cluster
CNCF hosts a Kubernetes cluster to run some services for internal purposes (namely; codimd, GUAC, kcp). The Kubernetes Project announced the ingress-nginx retirement (not to be confused with NGINX or NGINX Ingress Controller), which also affects the above mentioned Cluster. So…
What I Learned at My First KubeCon + CloudNativeCon as a High School Speaker
KubeCon + CloudNativeCon Europe 2026 is one of the biggest open-source conferences in the world, organized by the Cloud Native Computing Foundation (part of the Linux Foundation, which manages major projects like Linux). It brings together…
The Challenge: Fragmented tooling and compliance risk at scale The client’s platform engineering team managed a sprawling cloud-native estate with over 1,000 GitLab projects, hundreds of Kubernetes workloads, Kafka streams, Databricks and Spark jobs, and Aurora…
Challenges The organization faced vendor lock‑in and rising costs from multi‑tool sprawl and uncontrolled telemetry ingestion/retention. Hybrid visibility was limited: legacy platforms and Kubernetes estates were observed separately, dashboards proliferated, and alerting was largely reactive, generating…
Peer-to-Peer acceleration for AI model distribution with Dragonfly
The problem: AI model distribution is broken at scale Large-scale AI model distribution presents challenges in performance, efficiency, and cost. Consider a typical scenario: an ML platform team manages a Kubernetes cluster with 200 GPU nodes….
TechTarget: “KubeCon EU 2026: Infrastructure catches up to AI”
AI is reshaping infrastructure demands. At KubeCon EU 2026, vendors focused on Kubernetes abstraction, GPU management and automation to move AI from pilot to production.
Forrester: “KubeCon Europe 2026: The Not-So-Unseen Engine Behind AI Innovation?”
KubeCon + CloudNativeCon Europe 2026 made one thing clear: Kubernetes is not just adapting to support AI. It is being rebuilt to become the control plane where enterprise AI is deployed, operated, governed, and scaled.
Virtualization Review: “KubeCon 2026 EU Day 1 Recap — The World’s Largest Open-Source Meet Up”
KubeCon 2026 EU officially kicked off at 9 a.m. on Tuesday with a series of keynotes and announcements focusing on how containers and Kubernetes are enabling AI. After spending a day at a pre-event I was…