"It works well for "throwaway code and prototypes, code that's not in the critical path," he said. "I do this all the time, but it's definitely not the thing you want to do all the time," Cherny said, referring to vibe coding. "You want maintainable code sometimes. You want to be very thoughtful about every line sometimes," he added. Claude Code launched earlier this year as part of Anthropic's efforts to integrate AI more deeply into code development workflows."
"He starts by asking an AI model to generate a plan, then iterates on the implementation in small steps. "I might ask it to improve the code or clean it up or so on," he said. For parts of the system where he has strong technical opinions, Cherny said he still writes the code by hand. Cherny said the models are still "not great at coding.""
Vibe coding performs well for throwaway code, prototypes, and code not in the critical path but is inadequate for critical or maintainable systems. Developers pair with AI models for important tasks by asking the model to generate a plan, iterating in small steps, and requesting improvements or cleanups. Strongly opinionated or sensitive parts of a system are still written by hand. Claude Code aims to integrate AI more deeply into development workflows and has attracted non-technical users who build with natural-language prompts. Current models remain imperfect and require substantial improvement.
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