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DevSecOps

DevSecOps on AWS: a reference architecture for CI/CD security gates

Amazon Inspector, CodePipeline manual approvals, and SLSA v1.0 (April 2023) give you the primitives — but nobody ships them wired together as one gated pipeline.

Jul 8, 20266 min read
DevSecOps

The four-phase roadmap for adopting DevSecOps

Google Cloud's 2024 DORA report found AI-tool adoption correlated with worse delivery performance for the second year running — tool sprawl without a plan makes DevSecOps worse, not better.

Jul 8, 20267 min read
DevSecOps

The DevSecOps Adoption Leadership Playbook

Datadog's 2026 State of DevSecOps found 87% of organizations have a known-exploited vulnerability live in production — the fix is incentive design, not another mandate.

Jul 8, 20267 min read
Supply Chain Security

What developer-first supply chain security actually requires

The xz-utils backdoor was caught by a 500ms SSH login delay, not a scanner. Real developer-first security means catching it before the commit ships.

Jul 8, 20267 min read
AI Security

Detecting AI Hallucinations in Generated Code

A USENIX Security 2025 study found 19.7% of packages recommended by 16 LLMs across 576,000 code samples don't exist — and attackers are registering them first.

Jul 8, 20266 min read
Open Source Security

Dependabot vs. Renovate: Tuning Dependency Updates Without Drowning in PRs

Dependabot GA'd grouped security updates in March 2024 and cross-directory consolidation in February 2026 — both direct responses to teams muting bots entirely.

Jul 8, 20267 min read
Application Security

Dependency injection in Python: a guide to testability and security boundaries

FastAPI shipped a built-in DI container in its very first release in December 2018 — but the same swappability that makes DI testable can quietly ship a mock into production.

Jul 8, 20267 min read
Supply Chain Security

Dependency confusion and npm supply-chain hardening

One researcher earned over $130,000 exploiting name collisions between public and private registries at 35 companies — here's how lockfiles and scoping stop it.

Jul 8, 20267 min read
Best Practices

Defense-in-depth for a modern cloud-native application stack

Log4Shell and the XZ backdoor were caught two different ways — one by patching, one by a developer noticing 500ms of extra SSH latency. Neither alone is a strategy.

Jul 8, 20266 min read

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