Build with Attitude: Real AI Builders on the Judgment Calls That Ship Better Products
Everyone's vibe coding. These builders are thinking first. A living index of real builder decisions, sourced from 36 interviews in the Build with Attitude series.
Build with Attitude is a living index of real product decisions, sourced from interviews with AI builders who choose judgment over speed. Each entry answers one question that builders face when shipping AI products: from refusing to ship features they don't understand to shelving products after years of work. This is the counter-narrative to "I built an app in two hours." These are the decisions that tutorials skip.
Last updated: February 2026, 6 entries.
About This Series
What is Build with Attitude?
A bi-weekly interview series featuring real AI builders making real product decisions. Not thought-leader takes, not frameworks, not tutorials.
Each entry captures one judgment call from one builder, with full context on why they made it.
The series launched in January 2026 with one premise: the feeds are full of I vibe coded an app in two hours and made $100K posts. These stories are different. They’re about product thinking, craft, and the judgment calls that separate builders from shippers.
36 interviews are planned. New entries are added to this page as they publish.
Who are these builders? Founders, product managers, vibe coders, and creators shipping AI products in 2026.
Some overrule their AI.
Some shelve products.
Some refuse to ship.
All of them think before they build.
Why does this matter now? AI makes building fast. That means the bottleneck moved. It’s no longer “can you build it?”. It’s “should you?”
These interviews answer that question with real stories, not hot takes.
Questions We Explored
When should you refuse to ship an AI product you don’t understand?
Jenny Ouyang built uilt Vibecoding Builders as a space where AI-assisted builders could share their work without the judgment of traditional developer communities. She ships fast, but refuses to ship what she doesn't understand. When AI suggested adding gamification features like leaderboards and achievement badges, she declined, choosing to protect the community over optimizing for engagement metrics. A builder decision that proves vibe coding without product thinking is just noise.
→ Read the full story: I Refuse To Ship Without Understanding Why It Makes Sense
How can AI tools help corporate leaders navigate transformation they don’t fully understand?
Dee McCrorey spent 40 years watching grand tech plans unravel and cleaning up their human consequences. She built Leading Through the Shift — a set of guided self-assessments that help leaders navigate AI disruption on their own terms. Her key design decision: tools that respect the cognitive load leaders are already carrying, delivered in the format they want, not the one trending on X. A judgment call about who the product serves, not what the algorithm rewards.
→ Read the full story: I Refuse To Amplify Hype That Ignores Who Pays The Price
What happens when you shelve an AI product after building it for two years?
Casey Hemingway built GearShare, a peer-to-peer rental marketplace for outdoor gear in Queenstown, New Zealand. The product was ready. The market validated. The GTM playbook done. Then he found out he was having twins. He shelved the product — calling it a life strategy, not surrender. His lesson: marketplaces are activated, not launched, and cold starts don't wait for life to calm down. Sometimes the hardest product decision is knowing when not to ship.
→ Read the full story: I Refuse To Choose Between Ambition And Presence
How should vibe coders evaluate AI recommendations they disagree with?
Karen Spinner overruled Claude's advice on four major product decisions while building CarouselBot — including Claude's recommendation not to build it at all. Her five previous product launches, from Good Bloggy to FutureScan to a series of Chrome extensions, gave her the judgment to know when to trust human validation over AI market analysis. Most "I shipped in a weekend" posts don't tell you how many weekends came before the one that counted.
→ Read the full story: I Refuse To Let The AI Decide What My Users Need
What does “vibe prototyping” look like when a music producer uses it?
Alexander Kumar pays $10/month for Suno AI and deletes every track it generates. He doesn't use AI to make music. He uses it to communicate musical ideas he can't explain with words — creating vocal references that save $200–300 per track in wasted studio time. His workflow proves that AI's best use isn't generating final output. It's bridging the gap between what's in your head and what others need to hear. The sharpest AI product thinking happens when you know exactly what to throw away.
→ Read the full story: He Pays $10/Month for AI Music. Deletes Every Track.
How do you product-think when AI builds at lightning speed?
Speed is the easy part. Knowing what to build, and when not to, is the hard part. This is the founding thesis behind Build with Attitude: that the builders who matter in 2026 aren’t the ones shipping fastest, but the ones making better judgment calls about what deserves to exist. Vibe coding gives you velocity. Product thinking gives you direction. One without the other is expensive noise.
→ Read the full story: How To Product-think When AI Builds At Lightning Speed
Questions We’re Exploring Next
hese are the questions coming up in future Build with Attitude interviews. Each will get its own answer capsule and builder story as the series grows.
How do you price an AI product when the underlying costs keep changing?
What’s the difference between vibe coding and real product development?
How do you find your first 100 users for an AI product?
How do you build an AI product while working a full-time job?
Should you use AI to build your AI product?
When should you pivot an AI product versus kill it?
How do you test an AI product before launch?
What happens when your AI product gets its first angry user?
What do AI builders wish they knew before they started?
Know a builder with a strong answer to one of these? Nominate them for the series.