Habit Machine: AI Product Management artwork

Management · Vladimir Dyachkov PhD

Habit Machine: AI Product Management

by Vladimir Dyachkov PhD

AI changes everything. But human nature stays the same. Learn to build products that respect attention, reduce friction, and earn repetition. AI has turned product management upside down. Static interfaces are dying. Users now expect products that anticipate, adapt, and execute without asking. The old playbook — roadmaps, backlogs, stakeholder alignment — still exists. It's just no longer enough to win. This book is for product leaders who feel the shift. The author spent 20 years building at scale — AI products, apps for 180 million users. And he holds a PhD in behavioral economics.

Latest episodes

Showing 20 · updated from the feed

How to Apply The AI Multiplier: From Signal to Product Action Without Losing Your Compass — Deep Dive Episode 36

Episode 36: The AI Multiplier: From Signal to Product Action | Habit Machine Podcast Product teams are drowning in data but starving for decisions. The AI Multiplier: Fr

Oct 26
54 min

How to Build an Unassailable Moat with Behavior, Data, and Ecosystem Gravity — Deep Dive Episode 35

Episode 35: The New Competitive Moat: Behavior, Data, and Ecosystem Gravity | Habit Machine Podcast The era of feature parity is dead. The New Competitive Moat is built

Oct 19
33 min

How to Build an Evidence-Driven Team: The AI Multiplier Playbook — Deep Dive Episode 34

Episode 34: How to Build an Evidence-Driven Team | Habit Machine Podcast Building an Evidence-Driven Team is the highest-leverage move you can make—and integrating AI as

Oct 12
39 min

Stop Guessing, Start Knowing: How to Build The Evidence Engine for Product Decisions — Deep Dive Episode 33

Episode 33: The Evidence Engine: How Data Shapes Every Product Decision | Habit Machine Podcast Most product decisions are still made on intuition, hierarchy, or the lou

Oct 5
37 min

The Marketing Loop: Why Marketing Is Not a Phase but an Engine That Never Stops —Deep Dive Episode 32

Episode 32: Marketing Is Not a Phase. It’s a Loop. | Habit Machine Podcast Too many teams bolt marketing onto a finished product and wonder why adoption stalls. Marketin

Sep 28
48 min

Why Your Agile Sucks: Turn It Into an Agile Execution Engine with Four Ceremonies — Deep Dive Episode 31

Episode 31: The Agile Execution Engine: Shipping, Learning, and Adapting in Real Time | Habit Machine Podcast Agile isn’t a process overlay—it’s an Agile Execution Engin

Sep 21
43 min

Learn Over Build: Master The Lean Validation Loop Before You Write Another Line of Code — Deep Dive Episode 30

Episode 30: The Lean Validation Loop: From Ideal Concept to Market Signal | Habit Machine Podcast The most expensive mistake in product development is building a solutio

Sep 14
49 min

Design Thinking: The Discipline of Problem-First Creation Saves Products —Deep Dive Episode 29

Episode 29: Design Thinking: The Discipline of Problem-First Creation | Habit Machine Podcast This episode installs Problem-First Creation as the core discipline that pr

Sep 7
31 min

How to Build The Experience Stack That Turns a UI Into a Habit — Episode 27

Episode 27: The Experience Stack: From Interface to Identity | Habit Machine Podcast This episode unpacks The Experience Stack—the five layers that carry a product from

Sep 2
34 min

Stop Building Blind: The Build-Validate-Ship Loop That Turns Ideas Into Products — Deep Dive Episode 28

Episode 28: The Build-Validate-Ship Loop: An Operating System for Product Creation | Habit Machine Podcast Discover The Build-Validate-Ship Loop—the operating system tha

Aug 24
41 min

The Simplicity Dividend: How Simple Products Build Habits While Complex Ones Disappear — Deep Dive Episode 26

Episode 26: Simple Products: Engineering the Modern Magic | Habit Machine Podcast Simple Products aren’t minimalist for the sake of aesthetics—they’re engineered to elim

Aug 18
34 min

The Signal-to-Standard Pipeline: Why Some Products Change Behavior While Others Disappear — Deep Dive Episode 25

Episode 25: Why Some Products Change Behavior While Others Disappear | Habit Machine Podcast The real moat isn’t features. It’s behavioral design. In this episode, we br

Aug 11
34 min

Your Gut Is Lying — The Product Audit That Saved 30% Churn in 30 Days | Habit Machine Podcast

Episode 24: Your Gut Is Lying — The Product Audit That Saved 30% Churn in 30 Days | Habit Machine Podcast Why Anecdotes Are Not Evidence, and the 4‑Layer Diagnostic Fram

Aug 4
5 min

The Friction Tax — Why Every Extra Click Is a Confession of Laziness | Habit Machine Podcast

Episode 23: The Friction Tax — Why Every Extra Click Is a Confession of Laziness | Habit Machine Podcast How Feature Bloat, Captchas, and "Are You Sure?" Dialogs Are Ste

Jul 28
5 min

Growth Is a Trap — The 5 Ways Scaling Destroys Your Product | Habit Machine Podcast

Episode 22: Growth Is a Trap — The 5 Ways Scaling Destroys Your Product | Habit Machine Podcast Why Surviving the Chaotic Middle Is the Only Test That Proves Your Succes

Jul 21
5 min

The Normality Illusion & Institutional Lock-In | Habit Machine Podcast

Episode 21: The Normality Illusion & Institutional Lock-In | Habit Machine Podcast Why Growth Without Pattern Stabilization Is Just Expensive Noise, and How to Engineer

Jul 14
5 min

The Hidden "Friction Tax" That Kills 90% of Habits Before They Start

Episode 21: The Next One | Habit Machine Podcast Why Normality Is Engineered, Not Hoped For, and How to Know When Your Product Has Actually Become a Habit Episode Overv

Jul 7
5 min

How Products Become Invisible Infrastructure That Society Can’t Unthink

Episode 18: The Institutional Layer | Habit Machine Podcast Episode 18: The Institutional Layer | Habit Machine Podcast How Products Become Invisible Infrastructure Tha

Jun 30
5 min

Why Relevance Beats Innovation, and How to Map Your Product Signal to the Actual Human Need

Episode 17: Need-Signal Alignment | Habit Machine Podcast Why Relevance Beats Innovation, and How to Map Your Product Signal to the Actual Human Need Episode Overview

Jun 23
5 min

The Information Signal: How a Product Rewires Behavior

Episode 16: The Signal That Rewires Habits | Habit Machine Podcast Episode 16: The Signal That Rewires Habits | Habit Machine Podcast Why a Launch Is a Behavioral Propo

Jun 16
5 min

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