FFC NL 2025 TALKS
FFC UK 2026
From Code Factory to Value Flow: Team Design and Governance When AI Writes the Code
AI assistants have made writing code and opening pull requests almost free, but the cost hasn't disappeared – it's moved downstream. Review queues grow, engineers carry more context than they can hold, and change failure rates climb. DORA's latest research links AI adoption to higher throughput, but also higher instability. Pile into an AI "code factory" and you'll manufacture liabilities, not value, at machine speed.
This hands-on, 70-minute workshop is for engineering leaders, product managers and architects who want the speed without the chaos. David Anderson, author of The Value Flywheel Effect, applies Team Topologies (team types, interaction modes and cognitive load) to an operating model where agents do the undifferentiated heavy lifting and people keep the judgement. We'll explore where existing operating models break, and what it takes to make sure agents propose but never approve their own work.
You'll map the friction in your organisation, pick the bottleneck that matters most, and redesign it using the AI-DLC Operating Model Canvas, a repeatable method you can run with your own teams afterwards. The session ends with a clear view of what your leadership team needs to change first, and what your platform needs in order to support it.
MEET THE SPEAKERS
David Anderson
Author, The Value Flywheel Effect
David is a technical leader who enjoys writing and speaking about the leading edge of technology. Starting as a Software Engineer in leading telecom companies (including Three, Nokia and Ericsson), David moved to Liberty Mutual in 2007 and continued to drive technology change and cloud adoption. As a practicing Architect with G-P, he continues to empower and enable peers on Serverless First, Well-Architected, Engineering Excellence all to enable digital, AI, improved time to value and high-performing teams. His book, The Value Flywheel Effect - Power the Future and Accelerate Your Organization to the Modern Cloud (https://itrevolution.com/the-value-flywheel-effect/ ), was published by IT Revolution in the fall of 2022 and continues to inspire modernization journeys. He is based in Belfast, writes on The Serverless Edge (http://theserverlessedge.com), is the lead organizer for ServerlessDays Belfast, is a member of the Wardley Mapping community and on Twitter/Threads at @davidand393 and @david-anderson-belfast on LinkedIn.



