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Software delivery has always carried a hard truth: writing code is only part of the job. Teams also read old code, review changes, write tests, chase flaky builds, explain architecture, patch dependencies, and turn vague requirements into working systems. AI is now touching every one of those steps. The shift is not just autocomplete with better marketing. Modern AI tools use large language models, code-specific training data, retrieval systems, static analysis, and automatio