Solo Episode
Tiny Teams, Same Dependencies: Can AI Flatten Your Organization?
Consulting firms are telling engineering leaders that coding agents mean you can flatten the org, cut coordination layers, and move to autonomous tiny teams. But in the enterprise trenches, most teams aren't decoupled feature teams, they are system teams with heavy cross-team dependencies. 10x-ing code generation without fixing organizational coupling doesn't eliminate scaling overhead; it just floods downstream queues with unintegrated PRs and dependency waits.
In this solo episode, Yuval Yeret breaks down what scaling frameworks (SAFe, LeSS) actually do in the age of AI, why procedural coordination collapses while structural complexity remains, and how to use coding agents at your system bottlenecks to continuously descale without breaking delivery.
Notable Quotes:
"If your organization requires 4 portfolios, 8 value chains, and 16 pods to align before a single customer epic can ship, 10x-ing code generation just produces more unintegrated PRs and longer dependency queues. That isn't throughput, it's activity theater."
"Scaling frameworks exist for one reason: to manage the coordination overhead forced on you by your current dependencies. As long as those dependencies exist, you need to manage them somewhere."
"Don't just create smaller teams, call them tiny, and assume they will 10x without fixing the architecture and the system around them."
Links & Resources:
- Read the companion article: https://yuvalyeret.com/blog/most-of-your-scaling-apparatus-is-now-optional
- Organizing teams around outcomes: https://yuvalyeret.com/blog/when-and-why-do-we-need-a-product-operating-model
- Kevin Fox's Blue Light (Theory of Constraints): https://theoryofconstraints.blogspot.com/2007/06/toc-stories-2-blue-light-creating.html
Scaling AI: From Activity to Impact, For leaders trying to turn AI activity into real business impact.
Insights (and help/advice) on scaling AI from activity to impact, yuvalyeret.com/insights
Yuval's Linkedin – https://www.linkedin.com/in/yuvalyeret/
Rather read it? I wrote this one up: How to Simplify Your Scaling Model as AI Makes Teams Faster
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