Latest Notes

Key Takeaways GitHub Copilot has increased code volume and pull request frequency, which has shifted

Key Takeaways Faster AI-assisted coding shifts the main bottleneck from writing code to maintaining and

Key Takeaways AI code generation tools such as GitHub Copilot increase throughput, but they also

Key Takeaways Manual CI/CD in GitHub quietly consumes developer time, delays releases, and increases infrastructure

Key Takeaways Developer teams lose significant time and money when they stop feature work to

Key takeaways Manual CI failure resolution creates significant hidden costs by consuming developer time, increasing

Key Takeaways GitHub Copilot and similar tools have increased code output, which in 2026 shifts

Key Takeaways Manual GitHub tasks such as CI debugging and code review rework consume a

Key Takeaways Continuous integration failures and code review delays create a major bottleneck for modern