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Latest Articles

Featured

TeamPCP Poisoned the Security Tools in Your CI/CD Pipeline

The March 2026 TeamPCP campaign did not just hit application dependencies. It moved through the security and developer tooling layer itself: Trivy, Checkmarx KICS, and LiteLLM release paths. This post breaks down what appears verified, what remains reported attribution, and the controls that would have cut the chain early.

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Recent Posts

A Trojanized kubectl Binary, One AirDrop, and a Multimillion-Dollar Kubernetes Breach

Google Cloud Threat Horizons H1 2026 details a real campaign where UNC4899 used social engineering and a trojanized kubectl-like binary to pivot from a developer workstation into cloud control paths. This post breaks down the kill chain, the control failures, and the exact audits platform teams should run now.

Copilot vs Claude Code vs Amazon Q for DevOps: What the Benchmarks Actually Show

Most AI assistant comparisons mix marketing claims, model benchmarks, and tool UX in one chart. This guide separates verified data from external estimates, compares architecture fit for DevOps workflows, and gives a reproducible 5-task benchmark harness for your own stack.

Microsoft Invested $13B in OpenAI, Made 10x on Paper, and Still Lost Exclusivity

Microsoft turned a $13B OpenAI bet into a massive paper gain, but the strategic moat moved. OpenAI is now multi-cloud by design, AWS hosts stateful runtime workloads, and Copilot is model-orchestrated. For cloud architects, single-provider AI assumptions are now a liability.

The Vibe Coding Infrastructure Bomb Is Real. Here Are the Receipts.

Vibe coding can ship fast. "Accept All" ships risk faster. This deep dive maps what the latest data actually shows about AI-generated quality drift, security exposure, and delivery instability, then lays out the controls that keep speed without cleanup debt.