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Coding Agents

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15 November 2026

Teams move bottleneck from code generation to verification

Software engineering teams are shifting their primary focus from code generation to rigorous verification as agent-driven pull requests now account for over 40% of all submissions. With agents producing code faster than humans can review it, companies like Anthropic have…

14 November 2026

LinkedIn automates 40,000 weekly pull requests

LinkedIn processes 40,000 pull requests weekly using an AI-native review system that performs an initial pass before human engineers engage. This system addresses the bottleneck created by coding agents, which reduce writing time from hours to minutes but leave review…

13 November 2026

Teams replace code review with automated intent verification

Verify intent, not lines. Teams no longer review the diff, which shows what changed but never why. At Aviator, engineers now capture intent and acceptance criteria from coding sessions, allowing the same nine-person team to merge four times more pull…

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