code scanning

AI Code Visibility Gap Widens as Production Use Hits 44.7%

AI Code Visibility Gap Widens as Production Use Hits 44.7%

Flux’s AI Code Generation Reality Check finds nearly half of organizations are running AI-generated code in production, while 35% can’t ship it confidently due to inadequate visibility. ECI Research examines the governance and tooling gaps this creates, and what engineering leaders should do next.

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Lightrun Runtime PR Verifier: Catch Production Bugs Before Merge

Lightrun Runtime PR Verifier: Catch Production Bugs Before Merge

Lightrun has launched the first PR review tool that simulates proposed code changes against a live production environment before merge. The Runtime Aware PR Verifier assigns each pull request a risk score based on real traffic, execution paths, and dependency interactions. As AI coding agents accelerate PR volume, this closes the validation gap that static analysis and test suites cannot reach.

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