Operations | Monitoring | ITSM | DevOps | Cloud

How to Actually Test AI Agents Before Production

Fran Fernandez and Pramin Pradeep, co-founder and CEO of BotGauge AI, delve into how AI is changing software development, quality assurance, and enterprise IT. Pramin explains why faster AI-assisted coding has created new pressure on testing, why companies need visibility into every agent operating in their environment, and how red teaming, tracing, production observability, and human oversight can help organizations deploy agents safely.

On Release Days We Wear Teal for release 4.20.3

In this episode, Leon sugars up and then opens the wrapper on the sweetest new bites in the Cribl candy dish - Cribl Detect, updates to Apps including app certification, a new way to use Terraform to automation Cribl rollouts, notifications for data loss, and a name change - along with our running Crib-bits and New-2-U segments. For more information, check out these links.

7 Best Code Review Platforms for Regulated Dev Teams (2026)

Regulated development teams face a unique code review challenge: every pull request has to satisfy compliance requirements, document an audit trail, and still merge fast enough to keep your sprint on track. The right code review platform closes that gap between governance and velocity. GitKraken gives regulated teams a unified DevEx platform that connects visual pull request workflows, AI-assisted review, and organization-wide security controls in one workspace.

HAProxy Enterprise WAF protects against PHP2Shell (CVE-2026-109618, CVE-2026-109619)

On October 20th, 2026, the PHP Security Team issued an advanced notice and security advisory disclosing two critical vulnerabilities (CVE-2026-109618 and CVE-2026-109619), both rated CVSS v4.0 9.2, affecting PHP installations.

How to Troubleshoot Intermittent Network Issues After They Happen

One of the most frustrating challenges I faced as a network engineer was troubleshooting problems that had already disappeared. A user would call and report that an application was performing terribly. A site would become unusable for several minutes. Voice calls would break up. File transfers would suddenly slow to a crawl. Then, by the time I started investigating, everything would be working normally again.

GCP Out of Capacity? How to Offload Workloads to AWS Without Running a Second Platform

Google says it is compute constrained, and GKE teams now hit ZONE_RESOURCE_POOL_EXHAUSTED on CPU machine families, not only GPUs. Here is what the error means, what Google recommends, what AWS can and cannot offer, and how to offload workloads from GCP to AWS with one platform instead of two. Romaric founded Qovery to make Kubernetes accessible to every engineering team. He writes about platform strategy, developer experience, and the future of cloud infrastructure.

Where to Find GPU Capacity in 2026: Hyperscalers, Neoclouds and Regional Clouds

Google, CoreWeave and Nebius all say they are short of GPUs. Here is where capacity still exists in 2026, which GPU clouds offer managed Kubernetes, how to connect a second cloud to your first one, and how to run GPU services on all of them from one platform. Romaric founded Qovery to make Kubernetes accessible to every engineering team. He writes about platform strategy, developer experience, and the future of cloud infrastructure.

Why Was an OpenAI Engineer Hiding a Recording Device?

An OpenAI engineer was arrested after a hidden recording device was discovered inside an executive conference room. Who was he trying to record, and who was the information intended for? Martin Reynolds and Adam Arellano break down one of the strangest AI security stories of the year, along with three major cybersecurity headlines. Microsoft just released more than 1,400 security fixes in a record-breaking Patch Tuesday. Is AI finding vulnerabilities faster than companies can actually fix them?