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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.
A short video demonstrates standing up a minimal AI service in about 24 minutes by scoping a single use case and wiring an LLM-backed workflow end-to-end. For teams, the practical takeaway is to time-box a thin slice, use off‑the‑shelf components, and ship a measurable demo with basic instrumentatio...