It’s no shock that builders are utilizing AI fashions to jot down their code. Nevertheless, a developer from Cloudflare sparked discussions when he used Claude to construct one thing, whereas documenting the complete immediate course of.
Kenton Varda, principal engineer for Cloudflare Employees, revealed that an open-source OAuth library revealed beneath the Cloudflare Employees undertaking was largely authored utilizing Claude, Anthropic’s AI mannequin. Varda highlighted that each line of code was totally security-reviewed and met business requirements, ruling out any suggestion that the undertaking was vibe coded.
“I used to be an AI sceptic. I believed LLMs have been glorified Markov chains…I began this undertaking on a lark…after which…the code truly seemed fairly good,” Varda wrote within the GitHub repository.
“Claude’s output was totally reviewed by Cloudflare engineers with cautious consideration paid to safety and compliance with requirements,” he added.
The undertaking contains full immediate histories within the git commit logs, which is an uncommon however clear transfer.

Max Mitchell, senior software program engineer at tastytrade, talked about that it presents uncommon visibility into human-AI pair programming.
“What’s fascinating isn’t simply the code—it’s that they documented each single immediate of their git commits, creating an archaeological document of human-AI collaboration,” Mitchell wrote on X. “AI handles mechanical implementation whereas people present course, context, and judgment.”
Builders on Hacker Information echoed the sentiment. One remark pointed to a commit the place Varda challenged Claude over a design flaw to enhance safety.
“I don’t assume a non-expert would even know what this implies, not to mention spot the difficulty,” the consumer wrote, underscoring the significance of human oversight in AI-assisted growth.
The library marks a big case research in sensible LLM utilization for vital infrastructure code. Whereas considerations stay about generative AI’s reliability, the OAuth undertaking demonstrates how structured workflows and skilled evaluate can rework LLM utilization.
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