Vibe coding use cases
Building apps, sites and tools by talking to a coding agent.
2 use cases
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52
Let a coding agent write most new features and fix defects 10x faster
Cisco rolled out OpenAI Codex across engineering and reports it wrote over 95% of the new features in its AI Defense product. Defect-fix throughput rose 10-15x, and the company says it saves more than 1,500 engineering hours a month.
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43
Have a coding agent write tests for code you already have
Point a coding agent at one module, have it list what the code should do, then write tests for each behavior and run them.