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Developer Tools

How do you make composer audit fail a CI build, and when should it?

composer audit exits 0 when clean and 1 on advisories or policy matches. How to wire it into CI, tune abandoned package handling and avoid noise.

Oct 18, 20263 min read
Developer Tools

Hardening flags: which belong in production and which in development

Some C and C++ flags catch bugs during development, others change how shipped code behaves. A sorting guide based on the OpenSSF hardening notes.

Oct 18, 20263 min read
Developer Tools

How do you compare open source dependency scanners fairly?

Seven questions that expose real differences between open source dependency scanners, using what two OWASP and OSV project pages say about how they work.

Oct 18, 20263 min read
Developer Tools

How to compare dependency scanners in a one week trial

A one week plan to compare dependency scanners on your own code: pick test repos, seed known issues, measure noise, and score what matters to your team.

Oct 18, 20263 min read
Developer Tools

How do you compare an AI code reviewer with static analysis?

Run both on the same repository and the same seeded cases, then sort findings into overlap, AI only and rules only. The overlap tells you what to keep.

Oct 18, 20264 min read
Developer Tools

Should you commit your SBOM to Git or generate it in CI?

Generate SBOMs in CI at release time and store them with the artifact. Commit one to Git only for review or diff use. How to decide and avoid stale files.

Oct 18, 20263 min read
Developer Tools

How do you protect workflow and release files with CODEOWNERS?

Use a CODEOWNERS file to require review of .github/workflows and release config. How the last match rule works and how to enforce it with a ruleset.

Oct 18, 20263 min read
Developer Tools

CODEOWNERS for a monorepo: directory ownership that actually works

How to map monorepo directories to owning teams in CODEOWNERS: path anchors, write access, ownerless paths, protecting the file itself, and size limits.

Oct 18, 20263 min read
Developer Tools

Code signing certificates now max out at 460 days: plan renewals

Certificates issued from 1 March 2026 can be valid for at most 460 days. What it means for renewals, timestamps and release pipelines, with a runbook.

Oct 18, 20263 min read

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