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LLM suggests deprecated APIs: fixing stale knowledge past the cutoff.

The training cutoff is frozen but dependencies move weekly. Retrieve the installed docs and lockfile, let the linter drive a fix loop, and skip retraining.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

The training cutoff is frozen but dependencies move weekly. Retrieve the installed docs and lockfile, let the linter drive a fix loop, and skip retraining.

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