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How Teams Are Restructuring Engineering Around Agentic Coding

Long-context models changed the unit of work from the function to the feature. Here is how engineering orgs are adapting reviews, testing and ownership.

AO Amara Osei Editor-in-Chief · Jul 12, 2026

The new unit of work

When an assistant can hold an entire service in context, the bottleneck moves from writing code to specifying and verifying it. Teams that reorganised around that shift report the largest gains.

Review becomes the constraint

Generated volume outpaces human review capacity within weeks. The successful pattern is smaller, machine-verified changes with mandatory test coverage attached to each one.

Amara Osei

Editor-in-Chief

Amara has covered applied AI and automation for a decade, previously leading platform coverage at two global tech publications.

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The new unit of work

Review becomes the constraint

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