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A recent video argues engineers will spend less time hand-writing code and more time orchestrating AI to read codebases, generate tests, and propose changes. The emphasis moves to creating strong specs, test oracles, and rich observability so AI can safely automate larger parts of the workflow.
The video argues that by 2026 engineers will spend less time reading/writing code and more time specifying behavior, generating tests, and using AI to analyze diffs and runtime traces (“forensic engineering”). For backend/data teams, the actionable move is to integrate AI into PR review, test scaffo...