video1.0<iframe src="https://www.loom.com/embed/20a322e3c2bd4bdebae644e580f67a38" frameborder="0" width="1920" height="1440" webkitallowfullscreen mozallowfullscreen allowfullscreen></iframe>14401920Loomhttps://www.loom.com14401920https://cdn.loom.com/os/loom-media-content/loom/38faa788-4b95-417f-87da-780cba5a7569/78ada76d-4f84-47b1-a33f-e7b95e7d5cbb/sessions-thumbnails-20a322e3c2bd4bdebae644e580f67a38-5825c1a84cb8aebe.gif/binary?authToken=eyJraWQiOiJtaWNyb3MtZ3JvdXAvdGRwLW9zLWFyY2hldHlwZS84ZG5xamZxNGNrNDRsMW5oIiwiYWxnIjoiUlMyNTYifQ.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.TT5ETcXSMPSFVumt6PWw1EGww4aQetKEdjn6lErhiHW6wNRqS1l7N7RCiZ9KJU5dE98A57EAiQf10YWv5am-KeGYpq0HNZyczlfJ33SH6vYuOITk031mbjQ68OU7Ko3DuwCCpd-ZMznvkTchfoenBeHwK8Y5zqEApQWIxRnxY4S37I3ELU4R6xUhNkrCf_47oIRbwraic8Mr5Wq6fBMJHSC4yoe8JzLXERw98kJvX0pCIoscSj9RQhL-Tomq-vBhbpP3ORPxymVuSN0PU-Zy_N7SebFGvUw1eGOq3JKd6NvOmU_MjPLOxl5UuXaED72UyGscHXIVtrShuBS4w0os2A&Expires=1793997441&Signature=WUT8d9xVt2wPxaGhwwOuGAti4c2IwrSsPfn89Qo3LLvk3kRnMzbGbPKxrfINbw3YiRT0gREmFopMtYk6BxN-rSxEZG6rj9oKTHe-Xpr3OxcpqiDVLKRhhCVTbClyF9v%7Eazc8o8niIQI%7EVxNuNfh-YJBsFhOcYPtYhgaOVWOTNVIIrr8nUf6990e4jkYUuhID5aLrOkwkBG1BuITfTKjsNCgxR6gK3pWUm2xJrgrV9lafWcU3SwRedKURP0Qtwt1pI9OX5uSlovuj1jnY1wvp3qXHUWCv5pcfndQTI19ToH-sZd6%7Ew%7EIJgiVcezRfMMApE1IviHeYYsQoqIeH8%7EPHvA__&Key-Pair-Id=KQOSYIR44AIC0280.299This Loom explains SkillGraph, a system that adds visibility into developer skills and knowledge risk on top of Conduct’s enterprise system understanding. The presenter argues companies lack a fresh picture of developer capabilities and uses developers’ GitHub activity to build an evidence graph connecting people, skills, and frameworks. For a demo using Apache, it analyzed activity from the top 30 repositories over the past 18 months and can answer questions like who is responsible for Kafka streams, which modules are at risk if someone leaves, and who knows frameworks such as React. It also watches for shifts by highlighting quietly losing skills and can show evidence behind responsibility calculations, such as reviewing bot response times that affect team velocity.