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Charles Ma, software program engineer at Chronosphere, stated his workforce takes an analogous layered method. “Lots of our engineers use instruments like Cursor and Claude Code. We even encourage their use through a utilization leaderboard,” he stated. “Nevertheless, we deal with them as assistants, not replacements. Our code overview course of nonetheless applies to any manufacturing code, and we don’t have a tendency to attach many if any exterior instruments to [AI].”
What’s a typical vibe coding workflow or life cycle?
There’s no single blueprint for vibe coding. It flexes relying on the purpose, the group, and the extent of construction utilized. However two of the practitioners we spoke to supplied their considerably totally different takes. Typedef’s Pardalis described an agile, artistic four-step course of:
- Exploration: Outline “the vibe: the tone, goal, and constraints.”
- Shaping: Construct and refine “a working prototype.”
- Grounding: Add construction and knowledge integrity.
- Operationalizing: Apply “versioning, analysis, and governance.”
“At Typedef,” he stated, “we consider this because the evolution from prompting to pipelining.”

