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Developer Tools

What timeout should you set on calls to a vendor API?

Set explicit connect and total timeouts sized to the user action, plus a response size cap and a redirect limit, so a vendor stall is not your outage.

Oct 19, 20264 min read
Developer Tools

What the Python pickle docs say that every ML engineer should read

Python's own pickle page makes five points that matter to model loading: the warning, HMAC signing, JSON as an alternative, find_class and pickletools.

Oct 19, 20264 min read
Developer Tools

What do the Linux stable kernel rules teach about backporting?

The Linux stable tree accepts only small, tested fixes that already exist upstream. Here is what any team can borrow for its own backport policy.

Oct 19, 20264 min read
Developer Tools

What signals should autoscale your scan workers?

Scale scan workers on queue age and backlog per lane, not CPU alone. Add cooldowns, a floor for background work and a ceiling tied to downstream limits.

Oct 19, 20264 min read
Developer Tools

What should you monitor on a scanning platform? SLIs and SLOs

Track queue age, time to first result, scan success rate, database age and coverage. Set SLOs for each so a silent scanning failure shows up as an alert.

Oct 19, 20264 min read
Developer Tools

What should you check on a registry page before installing a package?

A two-minute registry page check before you install: name, owners, repository link, release dates, provenance, install scripts and license. A checklist.

Oct 19, 20263 min read
Developer Tools

What should security tool onboarding docs include for developers?

Good onboarding docs for a security tool fit on one page: install, first scan, how to read a result, how to dismiss, and who to ask. Use this outline.

Oct 19, 20263 min read
Developer Tools

What happens on SIGTERM, and why shutdown matters for security

Graceful shutdown is a reliability feature with security edges: open connections, half done jobs, long grace periods and stale pods. A short checklist.

Oct 19, 20264 min read
Developer Tools

What should an SBOM tool's API let you do? Questions to ask

A useful SBOM API uploads, retrieves, searches and exports without the console. Use this question list to test authentication, limits and automation.

Oct 19, 20264 min read

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