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/
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