When AI Can Build Features, Who Decides What’s Worth Building? | Tammuz Dubnov

AI coding agents can build impressive demos, but real products are much harder. In this episode of An Hour of Innovation podcast, Vit Lyoshin speaks with Tammuz Dubnov, CTO and co-founder of AutonomyAI, about how AI coding agents are changing product delivery, why vibe coding often breaks inside real production codebases, and what product teams need to understand before handing more work to agents. You’ll learn: * Why building a small AI-generated app is different from changing a legacy production product * How AI-generated PRs can look functional but fail engineering review * Why the harness around an AI coding agent matters as much as the model * Whether vibe coding will remain a skill or disappear into better platforms * How AutonomyAI helps product teams turn intent into tickets, sketches, presentations, and pull requests * Why code is the source of truth for product work * How agents can use analytics, customer signals, and team knowledge to suggest product improvements * Where PMs should have authority and where engineers still need to own technical decisions * How autonomous product delivery can maintain analytics, accessibility, bugs, and product friction * Why PMs remain responsible for deciding what belongs in the product * How faster feature creation changes prioritization, review queues, and product judgment * What PMs and engineers can try now if they want to use AI agents more effectively Tammuz Dubnov is the CTO and co-founder of AutonomyAI, a platform helping product teams turn intent into delivery inside production-grade codebases. His work focuses on AI agents, product development workflows, autonomous product delivery, and helping product teams move from ideas to working software while keeping the right human judgment and engineering safeguards in place. Timestamps 00:00 Introduction 01:16 AI in Production Codebases 03:01 What Impressive AI-Built Features Look Like 05:49 Why Agent Harnesses Matter 08:22 The Future Beyond Vibe Coding 10:29 Autonomy AI: From Intent to Delivery 14:06 A PM Workflow: Idea to Pull Request 17:16 Turning Team Knowledge into Product Signals 22:18 Guardrails for Safe Product Changes 26:42 Faster Iteration and Team Collaboration 30:35 Autonomous Product Delivery 34:32 Human Judgment and PM Skills 39:13 Prioritizing in a Faster Building Cycle 42:41 Where Teams Should Start with Agents 44:22 The Product Team of the Future 46:36 Innovation Q&A Connect with Tammuz * Website: https://autonomyai.io/ * LinkedIn: https://www.linkedin.com/in/tammuzdubnov/ Connect with Vit * Substack: https://anhourofinnovation.substack.com/ * LinkedIn: https://www.linkedin.com/in/vit-lyoshin/ * X: https://x.com/vitlyoshin * Website: https://vitlyoshin.com/ Support the Podcast If you enjoy the podcast, you can support it by exploring the tools below. These are affiliate links, meaning the show earns a small commission at no extra cost to you. Kit: Email marketing that automates your growth. https://partners.kit.com/xqcc7ca2ahlm Google Workspace: A collaborative way of working in the cloud, from anywhere, on any device. https://referworkspace.app.goo.gl/A7wH Riverside: AI-powered platform that lets you record, edit, repurpose, and distribute studio-quality content as easily as if you had a crew behind you. https://riverside.partnerlinks.io/frjgalhip1rz For inquiries about sponsoring An Hour of Innovation, email [email protected]