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Developer Tools

How do I fix my first vulnerable dependency safely?

A calm, step by step way to fix your first vulnerable dependency: confirm the risk, pick a version, test it, review the change, and keep a record.

Oct 19, 20268 min read
Developer Tools

Why is generating AI output slower and costlier than reading input?

Output tokens drive most AI response time. Cutting output length helps latency far more than trimming input. Here is what the docs say and what to change.

Oct 19, 20267 min read
Developer Tools

What are the red flags when evaluating an AI coding tool for security?

Red flags in an AI coding tool evaluation include vague data answers, no admin controls, prompt-only safety, and no logs. Ten signs to watch for.

Oct 19, 20267 min read
Developer Tools

What is a lockfile and does it stop supply chain attacks?

A lockfile records the exact package versions you installed. It blocks surprise updates but does not stop every supply chain attack. Here is how to use it.

Oct 19, 20267 min read
Developer Tools

Where does Claude Code spend show up: Teams plan, Console or cloud?

Claude Code usage is metered differently on Teams and Enterprise plans, the API Console and cloud providers. Where to see spend, cap it and report it.

Oct 19, 20268 min read
Developer Tools

How do you set spend and workspace limits on an AI API account?

Set a monthly spend limit below your tier cap, split work into workspaces with their own limits, and know what error your code sees. Steps and examples.

Oct 19, 20267 min read
Developer Tools

What affects Claude plan usage limits, and how do you stretch them?

Message length, conversation length, attachments, tools, model and effort all affect Claude plan limits. Here is how to plan work so a limit lasts longer.

Oct 19, 20268 min read
Developer Tools

How do you run pnpm sbom in CI? Flags to pin and checks to add

A CI job for pnpm sbom: pin the format and spec version, use prod scope, write to a named file, and add checks so a bad SBOM fails the build.

Oct 19, 20266 min read
Developer Tools

How do you roll out SAST to developers without pushback? A 30 day plan

Start in report only mode, tune the noisiest rules, name champions, then gate new findings. A four week rollout plan that keeps developers on your side.

Oct 19, 20266 min read

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