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Developer Tools

Why does my scheduled AI task or CI job start late?

Vendors shift or delay scheduled runs on purpose. How jitter works in Claude Code, routines and GitHub Actions, and how to design around it.

Oct 19, 20267 min read
Developer Tools

Can one CLI scan your code and also write it? A security team's view

The Safeguard CLI scans on your machine or in your pipeline and can also write code. Here is how to evaluate any CLI that does both, using five gates.

Oct 19, 20266 min read
Developer Tools

How do time zones and daylight saving affect scheduled AI tasks?

Time zones and daylight saving can skip or double a scheduled AI task. Learn what cron documents, and which schedule questions to ask any vendor.

Oct 19, 20267 min read
Developer Tools

How do you write a DAST finding ticket a developer can act on?

A ticket template for DAST findings: the request that triggers it, expected and actual results, impact, fix guidance and a retest step, in plain words.

Oct 19, 20267 min read
Developer Tools

Should SCA findings live in pull requests or a dashboard?

Use pull requests for new risk a developer can fix now, and a dashboard for backlog and trends. Most teams need both, with clear routing rules.

Oct 19, 20266 min read
Developer Tools

How does a git dependency in Cargo.lock show up in an SBOM?

Cargo.lock pins a git dependency to an exact commit. How to carry that commit into an SBOM, and what to check when a crate does not come from a registry.

Oct 19, 20267 min read
Developer Tools

How do you triage an IAST finding step by step?

A seven step routine for deciding whether an IAST finding is real, how urgent it is, and who fixes it, with a table of verdicts and next actions.

Oct 19, 20266 min read
Developer Tools

Which SCA findings should block a pull request, and which should warn?

Block only narrow, well understood cases such as known exploited and reachable flaws. Warn on the rest. Here is a tiered policy you can adapt.

Oct 19, 20266 min read
Developer Tools

Which read-only lookups can you run on a package in the news?

A cheat sheet of read-only lookups for a package in the news: version history, publish times, digests, advisories and downloads, with no installation.

Oct 19, 20266 min read

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