Running an AI-native engineering org – Claude
The article discusses the transformation of engineering processes at Claude Code as agentic coding becomes the standard. It highlights the shift from traditional software development methods to a more rapid coding environment, where writing and testing code is expedited. However, new challenges arise regarding code verification and maintenance, prompting questions about the effectiveness of current review processes.
- ▪Engineering bandwidth was previously the expensive part of building applications.
- ▪The Claude Code team has shifted to a model where writing code and tests rarely slows down the process.
- ▪New bottlenecks have emerged in verification, code review, and security as coding becomes faster.
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Running an AI-native engineering orgAt Code w/ Claude SF 2026, Director of Engineering for Claude Code and Claude Cowork Fiona Fung walked through how the team’s processes and structure changed once agentic coding became the default way of working. .button_main_icon { transition: color 300ms ease; } .button_main_wrap:hover .button_main_icon { color: var(--_button-style---icon-hover); } .button_main_wrap:focus-within .button_main_icon { color: var(--_button-style---text-hover) !important; } .button_main_wrap:focus-within { color: var(--_button-style---text-hover) !important; } .button_main_icon { transition: color 300ms ease; } .button_main_wrap:hover .button_main_icon { color: var(--_button-style---icon-hover); } .button_main_wrap:focus-within .button_main_icon { color:…
Excerpt limited to ~120 words for fair-use compliance. The full article is at Claude.
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