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SHIFT TO 'FORENSIC' ENGINEER WORKFLOWS BY 2026
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FIRST_SEEN 2025-12-26
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LAST_SYNC 2025-12-26
[ OVERVIEW ]
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.
[ ALL_SOURCES ]
[ STORY_TIMELINE ]
Shift to 'Forensic' Engineer Workflows by 2026
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.