Irene Pylypenko
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Notes on building AI products.
Thoughts on AI product management and AI systems from my experiences.
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Articles
I Built an Agent That Collects Customer Feedback to Include in Your Roadmap
Sep 2026
Of 714 public reviews about three product companies, 130 reached a channel the company runs. I built Heard to read the rest and turn it into a roadmap call.
Introducing the Forward Deployed Product Manager
Sep 2026
The org chart is flattening, a new engineering title is exploding, and the product role that pairs with it is not popularized just yet, I think it should.
How to hire for AI-native skills
Sep 2026
This year every growing company wants AI-native people. What that actually looks like on a resume is far less obvious, and it is the question I have had to answer. Here is what I screen for.
Running my agents without keeping my laptop open
Aug 2026
I run an eight-agent pipeline that researches, writes, and publishes for me, and every one depends on my laptop being awake. When I started looking into getting them off my laptop, the hard part turned out not to be the compute, but the login.
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AI Products Need a New Operating System ↗
Jul 2026
Why building AI products means changing how teams find problems, test ideas, measure results, and keep improving.
Launching a Website with Claude Code? Don’t Forget These Basics. ↗
Jul 2026
The easy-to-miss basics to get right — from setup to launch — when you ship a website with Claude Code.
Security Considerations When Including AI in Applications and Workflows ↗
Jul 2024
Integrating AI into your applications and workflows can unlock incredible potential. However, with great power comes great responsibility. Ensuring…
Integrating Chatbots with Your Website: Best Practices ↗
Jul 2024
tech enthusiasts and website owners! Ready to add a dash of AI magic to your website? Let’s talk about integrating chatbots. These digital assistants…
Build Your First Chatbot with Google’s Vertex AI: A Friendly Guide ↗
Jun 2024
The other day, I attended Google’s workshop on Vertex AI , how to use it, and how to put a chatbot on your website. It was surprisingly easy! In this…
Exploring Neural Networks with fashion MNIST ↗
Jan 2019
In this post, we’ll introduce the fashion MNIST dataset, show how to train simple 3, 6 and 12-layer neural networks, then compare the results with…