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Developer Tools

Can you sample security logs to cut costs without losing evidence?

Never sample audit and security events; sample high volume noise instead. What OpenTelemetry says about sampling, and a keep, sample, drop table.

Oct 18, 20264 min read
Developer Tools

Can you rotate update signing keys without stranding users?

Rotating an update signing key can strand installed copies if done wrong. Sparkle's one key per update rule and TUF's key compromise goal show how to plan.

Oct 18, 20263 min read
Developer Tools

Can third-party scanner results appear in GitHub code scanning?

Yes, if the tool outputs SARIF. Here is what SARIF is, two ways to get results into GitHub, and what to check after the first upload so alerts stay useful.

Oct 18, 20263 min read
Developer Tools

Can developers skip a pre-commit secret hook, and how do you enforce it?

Pre-commit hooks can be bypassed and are not copied on clone. See what that means for secret scanning and which server side checks close the gap.

Oct 18, 20264 min read
Developer Tools

Can content exclusion keep secret files away from an AI assistant?

GitHub Copilot content exclusion blocks suggestions and context from chosen files, but it has gaps: agent modes in some editors, symlinks and IDE metadata.

Oct 18, 20263 min read
Developer Tools

Can an issue or pull request title run code in your workflow?

Yes: placing github.event values directly in a run step is script injection. See how a pull request title runs a command and how an env variable stops it.

Oct 18, 20264 min read
Developer Tools

Can a skipped security job still pass a required check?

Yes. A job skipped by a conditional reports Success, and dependent jobs may skip after a failure. How to design CI so the gate cannot pass by accident.

Oct 18, 20263 min read
Developer Tools

A starter set of C and C++ hardening flags from the OpenSSF guide

The OpenSSF compiler options guide lists a core set of flags that make memory bugs harder to exploit. What each does, in a copy ready starter block.

Oct 18, 20264 min read
Developer Tools

What do Bundler frozen and deployment settings do in CI?

Frozen blocks any automatic change to Gemfile.lock. Deployment mode sets frozen plus a vendor/bundle install path. How to use them to stop lockfile drift.

Oct 18, 20263 min read

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