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CAREER DEVELOPMENT·January 28, 2025·5 MIN READ

AI Coding FAQs: Answers from Teams Shipping Weekly

By Mira Shen

Common questions

  • How do we budget for inference? Start with a per-feature ceiling and alert when spend grows 10%.
  • Which licenses are safe? Default to Apache/MIT sources and keep an SBOM for AI-generated dependencies.
  • How do we keep humans in control? Require approval for new tools and data scopes.

Copy-paste answers for execs

Use this template deck that explains risk controls, observability, and customer-facing transparency.

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