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Best Practices

Reproducible Builds in the Go Ecosystem

Go's toolchain makes reproducible builds unusually tractable. Here is how to reach bit-for-bit builds across machines in 2023, and where the rough edges remain.

Jan 31, 20265 min read
DevSecOps

CI/CD Secret Sprawl: How Pipeline Credentials Become Your Biggest Risk

Your CI/CD pipeline has more credentials than your production environment. Secret sprawl across pipelines creates a massive attack surface that most teams cannot even inventory.

Jan 31, 20265 min read
Tool Reviews

Aqua Security Platform Review: Cloud Native Security Done Right

An in-depth review of the Aqua Security platform covering container security, runtime protection, Kubernetes scanning, and how it fits into a modern DevSecOps workflow.

Jan 31, 20265 min read
AI Security

Human Review Burden: Griffin AI vs Mythos

Auto-remediation only scales if human review stays cheap. Griffin AI's grounded PRs keep reviewer time low; Mythos-class PRs push the cost back to humans.

Jan 31, 20266 min read
AI Security

Griffin AI vs Gemini Long Context for Codebases

Gemini's million-token context window is a genuinely new capability. For security analysis of large codebases, is it enough on its own?

Jan 31, 20267 min read
AI Security

Training Data Opacity As A Trust Limit

You cannot audit what you cannot see. Frontier model training corpora are effectively opaque to their users, and that opacity is not incidental. It shapes what kinds of trust you can extend to the outputs.

Jan 31, 20267 min read
Emerging Technology

WebAssembly Security: New Capabilities, New Supply Chain Questions

WebAssembly is expanding beyond the browser into server-side and edge workloads. The security model and supply chain implications deserve closer scrutiny.

Jan 31, 20265 min read
Container Security

What is Admission Control (Kubernetes)

Admission control is the last checkpoint in Kubernetes before an object is written to etcd — here's how webhooks, PSA, and policy engines enforce it.

Jan 31, 20267 min read
SBOM & Compliance

How to Structure an SBOM Review Process

Build a repeatable SBOM review workflow that catches license risks, stale dependencies, and unexpected components before they ship to customers.

Jan 31, 20265 min read

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