Integrating AI into Developer Teams: Lessons from a Developer Advocate | Stories From The Hackery

from Stories from the Hackery Hosted by Nashville Software School

What happens when you introduce artificial intelligence to a software development team? Does it fix structural flaws, or does it break things faster? In this episode of Stories from the Hackery, Nashville Software School (NSS) founder John Wark sits down with NSS alumna and former instructor Sydney Noh to discuss AI adoption, developer advocacy, and the realities of modern software engineering. Sydney shares her transition from television production to full-stack engineering, her experience teaching five evening cohorts at NSS, and how she helped build internal developer advocacy roles at Built and FortyAU. From leading company-wide AI training to analyzing codebase health, Sydney breaks down why AI acts as an amplifier for team culture—accelerating success on clean codebases while exposing technical debt on fragile ones. SHOW NOTES: 00:00 - Meet Sydney Noh: Full-Stack Engineer, Tech Educator, and Developer Advocate 01:55 - Her Nashville Story: Transitioning from Television Production to Tech 03:14 - Attending NSS (Cohort 33) and Landing a Developer Role Before Graduation 05:48 - Returning to NSS as a Part-Time Evening Instructor 08:18 - Defining the Internal Developer Advocate Role 20:38 - Creating Opportunity: Writing Documentation & Building a New Role at Built 26:33 - Rolling Out AI Training & Anthropic Certifications at FortyAU 33:23 - The 3-Level AI Training Framework: From LLM Basics to Integrated Workflows 39.31 - Fusion Wednesdays: Discovering Why AI Amplifies Existing Engineering Culture 43:12 - Leveraging Interest in AI to Address Technical Debt 48:30 - Predictions for 2027: Moving Beyond Chat, the Power of QA Mindsets, and System Architecture 58:00 - Tech Guilty Pleasure & Personal Passions: Solar Punk, Gardening, and IT Girls Nashville LINKS FortyAU: https://fortyau.com/ DORA Research Report on ROI of AI-assisted Software Development: https://cloud.google.com/resources/content/dora-roi-of-ai-assisted-software-development Claude Code & Anthropic Architecture Programs: https://academy.claude.com/ IT Girls Nashville on Meetup: https://www.meetup.com/it-girls-nashville/ Nashville .NET on Meetup: https://www.meetup.com/nashdotnet/ Connect with Sydney Noh on LinkedIn:https://www.linkedin.com/in/sydneycnoh/

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This episode was published on October 7, 2026.

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