AI Assisted Coding: From Designer to Solo Developer - Building Production Apps with AI With Elina Patjas

AI Assisted Coding: From Designer to Solo Developer - Building Production Apps with AI With Elina Patjas

AI Assisted Coding: From Designer to Solo Developer - Building Production Apps with AI

In this special episode, Elina Patjas shares her remarkable journey from designer to solo developer, building LexieLearn—an AI-powered study tool with 1,500+ users and paying customers—entirely through AI-assisted coding. She reveals the practical workflow, anti-patterns to avoid, and why the future of software might not need permanent apps at all.

The Two-Week Transformation: From Idea to App Store

"I did that, and I launched it to App Store, and I was like, okay, so… If I can do THIS! So, what else can I do? And this all happened within 2 weeks."

Elina's transformation happened fast. As a designer frustrated with traditional software development where maybe 10% of your original vision gets executed, she discovered Cursor and everything changed. Within two weeks, she went from her first AI-assisted experiment to launching a complete app in the App Store. The moment that shifted everything was realizing that AI had fundamentally changed the paradigm from "writing code" to "building the product." This wasn't about learning to code—it was about finally being able to execute her vision 100% the way she wanted it, with immediate feedback through testing.

Building LexieLearn: Solving Real Problems for Real Users

"I got this request from a girl who was studying, and she said she would really appreciate to be able to iterate the study set... and I thought: "That's a brilliant idea! And I can execute that!" And the next morning, it was 9.15, I sent her a screen capture."

Lexie emerged from Elina's frustration with ineffective study routines and gamified edtech that didn't actually help kids learn. She built an AI-powered study tool for kids aged 10-15 that turns handwritten notes into adaptive quizzes revealing knowledge gaps—private, ad-free, and subscription-based. What makes Lexie remarkable isn't just the technology, but the speed of iteration. When a user requested a feature, Elina designed and implemented it overnight, sending a screen capture by 9:15 AM the next morning. This kind of responsiveness—from customer feedback to working feature in hours—represents a fundamental shift in how software can be built. Today, Lexie has over 1,500 users with paying customers, proving that AI-assisted development isn't just for prototypes anymore.

The Workflow: It's Not Just "Vibing"

"I spend 30 minutes designing the whole workflow inside my head... all the UX interactions, the data flow, and the overall architectural decisions... so I spent a lot of time writing a really, really good spec. And then I gave that to Claude Code."

Elina has mixed feelings about the term "vibecoding" because it suggests carelessness. Her actual workflow is highly disciplined. She spends significant time designing the complete workflow mentally—all UX interactions, data flow, and architectural decisions—then writes detailed specifications. She often collaborates with Claude to write these specs, treating the AI as a thinking partner. Once the spec is clear, she gives it to Claude Code and enters a dialogue mode: splitting work into smaller tasks, maintaining constant checkpoints, and validating every suggestion. She reads all the code Claude generates (32,000 lines client-side, 8,000 server-side) but doesn't write code herself anymore. This isn't lazy—it's a new kind of discipline focused on design, architecture, and clear communication rather than syntax.

Reading Code vs. Writing Code: A New Skill Set

"AI is able to write really good code, if you just know how to read it... But I do not write any code. I haven't written a single line of code in a long time."

Elina's approach reveals an important insight: the skill shifts from writing code to reading and validating it. She treats Claude Code as a highly skilled companion that she needs to communicate with extremely well. This requires knowing "what good looks like"—her 15 years of experience as a designer gives her the judgment to evaluate what the AI produces. She maintains dialogue throughout development, using checkpoints to verify direction and clarify requirements. The fast feedback loop means when she fails to explain something clearly, she gets immediate feedback and can course-correct instantly. This is fundamentally different from traditional development where miscommunication might not surface until weeks later.

The Anti-Pattern: Letting AI Run Rampant

"You need to be really specific about what you want to do, and how you want to do it, and treat the AI as this highly skilled companion that you need to be able with."

The biggest mistake Elina sees is treating AI like magic—giving vague instructions and expecting it to "just figure it out." This leads to chaos. Instead, developers need to be incredibly specific about requirements and approach, treating AI as a skilled partner who needs clear communication. The advantage is that the iteration loop is so fast that when you fail to explain something properly, you get feedback immediately and can clarify. This makes the learning curve steep but short. The key is understanding that AI amplifies your skills—if you don't know what good architecture looks like, AI won't magically create it for you.

Breaking the Gatekeeping: One Person, Ten Jobs

"I think that I can say that I am a walking example of what you can do, if you have the proper background, and you know what good looks like. You can do several things at a time. What used to require 10 people, at least, to build before."

Elina sees herself as living proof that the gatekeeping around software development is breaking down. Someone with the right background and judgment can now do what previously required a team of ten people. She's passionate about others experiencing this same freedom—the ability to execute their vision without compromise, to respond to user feedback overnight, to build production-quality software solo. This isn't about replacing developers; it's about expanding who can build software and what's possible for small teams. For Elina, working with a traditional team would actually slow her down now—she'd spend more time explaining her vision than the team would save through parallel work.

The Future: Intent-Based Software That Emerges and Disappears

"The software gets built in an instance... it's going to this intent-based mode when we actually don't even need apps or software as we know them."

Elina's vision for the future is radical: software that emerges when you need it and disappears when you don't. Instead of permanent apps, you'd have intent-based systems that generate solutions in the moment. This shifts software from a product you download and learn to a service that materializes around your needs. We're not there yet, but Elina sees the trajectory clearly. The speed at which she can now build and modify Lexie—overnight feature implementations, instant bug fixes, continuous evolution—hints at a future where software becomes fluid rather than fixed.

Getting Started: Just Do It

"I think that the best resource is just your own frustration with some existing tools... Just open whatever tool you're using, is it Claude or ChatGPT and start interacting and discussing, getting into this mindset that you're exploring what you can do, and then just start doing."

When asked about resources, Elina's advice is refreshingly direct: don't look for tutorials, just start. Let your frustration with existing tools drive you. Open Claude or ChatGPT and start exploring, treating it as a dialogue partner. Start building something you actually need. The learning happens through doing, not through courses. Her own journey proves this—she went from experimenting with Cursor to shipping Lexie to the App Store in two weeks, not because she found the perfect tutorial, but because she just started building. The tools are good enough now that the biggest barrier isn't technical knowledge—it's having the courage to start and the judgment to evaluate what you're building.

About Elina Patjas

Elina is building Lexie, an AI-powered study tool for kids aged 10–15. Frustrated by ineffective "read for exams" routines and gamified edtech fluff, she designed Lexie to turn handwritten notes into adaptive quizzes that reveal knowledge gaps—private, ad-free, and subscription-based. Lexie is learning, simplified.

You can link with Elina Patjas on LinkedIn.

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Managing The Network of Promises in Lean Construction | Luca Cotta Ramusino

Managing The Network of Promises in Lean Construction | Luca Cotta Ramusino

Agile in Construction: Managing The Network of Promises in Lean Construction, with Luca Cotta Ramusino Read the full Show Notes and search through the world's largest audio library on Agile and Scrum directly on the Scrum Master Toolbox Podcast website: http://bit.ly/SMTP_ShowNotes. Luca defines success in Lean construction through two critical metrics from the Last Planner Method: PPC (Percentage of Plan Complete) and RNC (Reasons for Not Completing). Success means creating reliable promises in what he describes as construction's "network of promises." The Last Planner Method removes layers of management by having those closest to the work do the planning themselves. PPC measures how reliable your promises are—similar to Scrum's definition of "done"—while RNC identifies where problems concentrate, typically in 2-3 areas. Both the work provider and receiver must agree on what "complete" means for these metrics to be meaningful. Featured Retrospective Format for the Week: Reflect and Disinfect Luca developed this daily retrospective practice where people share what was interesting about their work day without formal meetings. Inspired by both Scrum retrospectives and Toyota's focus on reflection and introspection, this 15-minute format answers three questions: what should we continue doing, what should we stop doing, and what should we start doing? The practice emphasizes that teams need moments to stop and think back in order to improve how they work. The informal nature makes it accessible to construction crews who might resist traditional meeting formats. Self-reflection Question: How reliable are the promises your team makes, and what patterns do you see in the reasons they're not kept? [The Scrum Master Toolbox Podcast Recommends] 🔥In the ruthless world of fintech, success isn't just about innovation—it's about coaching!🔥 Angela thought she was just there to coach a team. But now, she's caught in the middle of a corporate espionage drama that could make or break the future of digital banking. Can she help the team regain their mojo and outwit their rivals, or will the competition crush their ambitions? As alliances shift and the pressure builds, one thing becomes clear: this isn't just about the product—it's about the people. 🚨 Will Angela's coaching be enough? Find out in Shift: From Product to People—the gripping story of high-stakes innovation and corporate intrigue. Buy Now on Amazon [The Scrum Master Toolbox Podcast Recommends] About Luca Cotta Ramusino Luca is a passionate Lean advocate with roots in the construction industry, now guiding teams through agile transformation. He thrives on exploring uncharted territory, then helping clients navigate it with confidence. Ask him how Lean and agile methods can unlock your team's potential in today's fast-paced, ever-evolving work environment. You can link with Luca Cotta Ramusino on LinkedIn.

19 Juni 18min

The Parade of Trades—Teaching Flow in Construction | Luca Cotta Ramusino

The Parade of Trades—Teaching Flow in Construction | Luca Cotta Ramusino

Agile in Construction: The Parade of Trades—Teaching Flow in Construction, With Luca Cotta Ramusino Read the full Show Notes and search through the world's largest audio library on Agile and Scrum directly on the Scrum Master Toolbox Podcast website: http://bit.ly/SMTP_ShowNotes. Luca learned the hard way that you can't just parachute consultants into construction sites and expect Lean methods to stick. His change strategy focuses on getting buy-in from crews by showing them "what's in it for them." He starts with exercises that provide insight into how Lean ideas apply to their specific jobs, like the "Parade of Trades" simulation that demonstrates how one crew moving at twice the speed still gets stuck behind slower crews ahead. This reveals that predictability of progress matters more than speed of progress. Once teams become familiar with these concepts, Luca transitions from directive teaching to facilitating meetings and conversations, moving into the background to help teams become more sustainable in their Lean practices. In this segment, Luca refers to the movie Karate Kid from 1984, and to Theory of Constraints. Self-reflection Question: How do you ensure that change initiatives show clear value to the people who must actually implement them? [The Scrum Master Toolbox Podcast Recommends] 🔥In the ruthless world of fintech, success isn't just about innovation—it's about coaching!🔥 Angela thought she was just there to coach a team. But now, she's caught in the middle of a corporate espionage drama that could make or break the future of digital banking. Can she help the team regain their mojo and outwit their rivals, or will the competition crush their ambitions? As alliances shift and the pressure builds, one thing becomes clear: this isn't just about the product—it's about the people. 🚨 Will Angela's coaching be enough? Find out in Shift: From Product to People—the gripping story of high-stakes innovation and corporate intrigue. Buy Now on Amazon [The Scrum Master Toolbox Podcast Recommends] About Luca Cotta Ramusino Luca is a passionate Lean advocate with roots in the construction industry, now guiding teams through agile transformation. He thrives on exploring uncharted territory, then helping clients navigate it with confidence. Ask him how Lean and agile methods can unlock your team's potential in today's fast-paced, ever-evolving work environment. You can link with Luca Cotta Ramusino on LinkedIn.

18 Juni 13min

The Culture Shock of Applying Agile and Lean to Construction | Luca Cotta Ramusino

The Culture Shock of Applying Agile and Lean to Construction | Luca Cotta Ramusino

Agile in Construction: The Culture Shock of Applying Agile and Lean to Construction, With Luca Cotta Ramusino Read the full Show Notes and search through the world's largest audio library on Agile and Scrum directly on the Scrum Master Toolbox Podcast website: http://bit.ly/SMTP_ShowNotes. Luca experienced a culture shock when first applying Lean thinking to construction, struggling to see how methods designed for cars and assembly lines could work in one-off construction projects. However, he discovered that collaboration in construction isn't about boss relationships—it's about people coming together to deliver value from the customer's perspective. The key insight: when multiple contractors compete for their share of income, the real goal becomes finding ways to complete "the work" efficiently. Competition exists, but the ultimate focus must remain on delivering what the customer truly needs, not just what individual trades want to accomplish. In this segment, we refer to the concept of an Andon Cord, and Swarming from Lean. Featured Book of the Week: The Machine That Changed the World & The Toyota Way These two books provided Luca with his "aha!" moment in understanding Lean construction. The Toyota Way, available in both English and Italian (with additional Italian company case studies), initially created a culture shock as Luca struggled to apply automotive methods to construction's one-off projects. However, these books revealed how Lean thinking could transform construction through visual management to surface problems quickly and swarming practices to fix issues faster. The books taught him that Lean principles transcend industries when properly adapted to different contexts. The Machine That Changed The World, by Womack, Jones, and Roos. Self-reflection Question: What industry practices have you dismissed too quickly without considering how they might adapt to your unique context? [The Scrum Master Toolbox Podcast Recommends] 🔥In the ruthless world of fintech, success isn't just about innovation—it's about coaching!🔥 Angela thought she was just there to coach a team. But now, she's caught in the middle of a corporate espionage drama that could make or break the future of digital banking. Can she help the team regain their mojo and outwit their rivals, or will the competition crush their ambitions? As alliances shift and the pressure builds, one thing becomes clear: this isn't just about the product—it's about the people. 🚨 Will Angela's coaching be enough? Find out in Shift: From Product to People—the gripping story of high-stakes innovation and corporate intrigue. Buy Now on Amazon [The Scrum Master Toolbox Podcast Recommends] About Luca Cotta Ramusino Luca is a passionate Lean advocate with roots in the construction industry, now guiding teams through agile transformation. He thrives on exploring uncharted territory, then helping clients navigate it with confidence. Ask him how Lean and agile methods can unlock your team's potential in today's fast-paced, ever-evolving work environment. You can link with Luca Cotta Ramusino on LinkedIn.

17 Juni 18min

Tackling the Specialist-silo Problem in Agile Construction | Luca Cotta Ramusino

Tackling the Specialist-silo Problem in Agile Construction | Luca Cotta Ramusino

Agile in Construction: Tackling the Specialist-silo Problem in Construction With Luca Cotta Ramusino Read the full Show Notes and search through the world's largest audio library on Agile and Scrum directly on the Scrum Master Toolbox Podcast website: http://bit.ly/SMTP_ShowNotes. Luca shares a critical insight from his 20+ years in construction: crews often obsess about the wrong problem. While everyone knows a drywall crew can hang drywall, the real challenge isn't about individual abilities—it's about having work ready to perform. Construction sites are messy, crowded environments where multiple trades work simultaneously, not in splendid isolation. Luca emphasizes that completing work depends not just on your crew's skills, but on having the area prepared and ready for your specific trade. He explains how he gains buy-in from tradespeople by showing them "what's in it for them" and helping them understand the difference between how they think they're working versus what's actually happening on site. Self-reflection Question: How often do you focus on your team's capabilities while overlooking whether the work is actually ready for them to execute? [The Scrum Master Toolbox Podcast Recommends] 🔥In the ruthless world of fintech, success isn't just about innovation—it's about coaching!🔥 Angela thought she was just there to coach a team. But now, she's caught in the middle of a corporate espionage drama that could make or break the future of digital banking. Can she help the team regain their mojo and outwit their rivals, or will the competition crush their ambitions? As alliances shift and the pressure builds, one thing becomes clear: this isn't just about the product—it's about the people. 🚨 Will Angela's coaching be enough? Find out in Shift: From Product to People—the gripping story of high-stakes innovation and corporate intrigue. Buy Now on Amazon [The Scrum Master Toolbox Podcast Recommends] About Luca Cotta Ramusino Luca is a passionate Lean advocate with roots in the construction industry, now guiding teams through agile transformation. He thrives on exploring uncharted territory, then helping clients navigate it with confidence. Ask him how Lean and agile methods can unlock your team's potential in today's fast-paced, ever-evolving work environment. You can link with Luca Cotta Ramusino on LinkedIn.

16 Juni 15min

The Ghost Product Owner vs. The Storytelling Master | Stuart Tipples

The Ghost Product Owner vs. The Storytelling Master | Stuart Tipples

Stuart Tipples: The Ghost Product Owner vs. The Storytelling Master Read the full Show Notes and search through the world's largest audio library on Agile and Scrum directly on the Scrum Master Toolbox Podcast website: http://bit.ly/SMTP_ShowNotes. The Great Product Owner: The Storytelling Master Stuart describes an exceptional Product Owner who worked with an API team on what could have been a dry, unsexy product. This PO excelled by maintaining clear availability through established office hours, showing up consistently for the team, and avoiding micromanagement. The standout quality was their ability to tell compelling stories that created clarity and got the team onboard with the vision. Through storytelling, this PO helped the team communicate the value of their work, transforming a potentially mundane product into something meaningful and engaging for both the team and stakeholders. The Bad Product Owner: The Ghost with the Most Stuart encountered a problematic Product Owner working with a customer-portal team dealing with edge cases, legacy systems, and messy code. This PO earned the nickname "The Ghost with the Most" because they were never available when needed. They would miss sprint planning sessions, delay or skip backlog refinement entirely, and leave team members to fill the gap while juggling their own responsibilities. Stuart learned to address this directly by outlining how the PO's behavior affected the team and delivery, asking "Can I help you?" The PO initially reacted defensively but eventually admitted they weren't happy in the role. Self-reflection Question: How effectively does your Product Owner use storytelling to create clarity and help the team understand the value of their work? [Scrum Master Toolbox Podcast Recommends] 🚀 Global Agile Summit 2025 Join us in Tallinn, Estonia, from May 18th – 20th, 2025, for an event that will inspire, challenge, and equip you with real-world Agile success stories. 🌍 Connect with global Agile leaders. 💡 Learn practical strategies for impact. 🔥 Break free from Agile fatigue and become a Pragmatic Innovator Check Full Program [Scrum Master Toolbox Podcast Recommends] About Stuart Tipples Stuart is an Agilista, a coach, Scrum Master, agile delivery. A husband, Dog Dad, and as Star Wars nerd. Positive disruptor. Passionate about helping teams and individuals build and ship awesome products to their customers. Stuart also blogs at www.yourebelscrum.com You can link with Stuart Tipples on LinkedIn.

13 Juni 17min

Happy Teams Embrace Obstacles—Building Psychological Safety Through Retrospectives | Stuart Tipples

Happy Teams Embrace Obstacles—Building Psychological Safety Through Retrospectives | Stuart Tipples

Stuart Tipples: Defining Scrum Master Success and the 4L's Retrospective Read the full Show Notes and search through the world's largest audio library on Agile and Scrum directly on the Scrum Master Toolbox Podcast website: http://bit.ly/SMTP_ShowNotes. Stuart redefines success for Scrum Masters, moving beyond organized JIRA boards and well-structured stories to focus on team dynamics and behavior. True success means seeing healthy conflict that leads to insight, having transparent priorities, and watching teams call out their own behavior through self-checking mechanisms. Stuart emphasizes that happy teams aren't just content - they're energized by embracing obstacles and challenges. He stresses the importance of reinforcing great behaviors when you see them, creating an environment where teams can thrive independently. Featured Retrospective Format for the Week: 4L's The 4L's retrospective format is Stuart's favorite because it strikes the perfect balance between warmth and honest feedback. The format covers four areas: Liked (appreciation), Learned (growth opportunities), Lacked (identifying gaps), and Longed for (dreaming big). This structure prevents people from freezing up while uncovering golden moments and building psychological safety. As a bonus, the format allows facilitators to bring fun elements and themes, making retrospectives more engaging while maintaining their effectiveness in driving team improvement. Self-reflection Question: Does your team demonstrate healthy conflict that leads to insight, or are disagreements avoided and issues left unresolved? [Scrum Master Toolbox Podcast Recommends] 🚀 Global Agile Summit 2025 Join us in Tallinn, Estonia, from May 18th – 20th, 2025, for an event that will inspire, challenge, and equip you with real-world Agile success stories. 🌍 Connect with global Agile leaders. 💡 Learn practical strategies for impact. 🔥 Break free from Agile fatigue and become a Pragmatic Innovator Check Full Program [Scrum Master Toolbox Podcast Recommends] About Stuart Tipples Stuart is an Agilista, a coach, Scrum Master, agile delivery. A husband, Dog Dad, and as Star Wars nerd. Positive disruptor. Passionate about helping teams and individuals build and ship awesome products to their customers. Stuart also blogs at www.yourebelscrum.com You can link with Stuart Tipples on LinkedIn.

12 Juni 14min

Leading Change Without Hierarchical Power | Stuart Tipples

Leading Change Without Hierarchical Power | Stuart Tipples

Stuart Tipples: Beyond Hierarchy—Influencing Agile Adoption Through Setting the Example and Community Read the full Show Notes and search through the world's largest audio library on Agile and Scrum directly on the Scrum Master Toolbox Podcast website: http://bit.ly/SMTP_ShowNotes. Stuart explores the challenging aspect of leading change as a Scrum Master without hierarchical authority. He shares his experience as a chapter lead where he built a community of practice and recruited new Scrum Masters to become change agents. The breakthrough came when he convinced director-level leaders to run their own quarterly retrospectives, creating a powerful example for teams throughout the organization. Stuart emphasizes that change spreads organically - when you change your team, it becomes contagious. His approach involved showing up daily as a change agent, understanding the difference between sponsors and change agents, and initially facilitating leadership retrospectives to demonstrate proper technique. Self-reflection Question: How can you leverage community building and lead by example to create lasting organizational change without relying on formal authority? [Scrum Master Toolbox Podcast Recommends] 🚀 Global Agile Summit 2025 Join us in Tallinn, Estonia, from May 18th – 20th, 2025, for an event that will inspire, challenge, and equip you with real-world Agile success stories. 🌍 Connect with global Agile leaders. 💡 Learn practical strategies for impact. 🔥 Break free from Agile fatigue and become a Pragmatic Innovator Check Full Program [Scrum Master Toolbox Podcast Recommends] About Stuart Tipples Stuart is an Agilista, a coach, Scrum Master, agile delivery. A husband, Dog Dad, and as Star Wars nerd. Positive disruptor. Passionate about helping teams and individuals build and ship awesome products to their customers. Stuart also blogs at www.yourebelscrum.com You can link with Stuart Tipples on LinkedIn.

11 Juni 15min

Trust-Based Leadership and Team Implosion | Stuart Tipples

Trust-Based Leadership and Team Implosion | Stuart Tipples

Stuart Tipples: Silent Teams, Explosive Outcomes—Learning to Normalize Disagreement Read the full Show Notes and search through the world's largest audio library on Agile and Scrum directly on the Scrum Master Toolbox Podcast website: http://bit.ly/SMTP_ShowNotes. Stuart tells the story of a team he was brought in to coach that appeared functional on the surface but was struggling beneath. Despite being behind on critical work, the team maintained a facade of happiness while abandoning retrospectives and falling into hero culture patterns. The team had developed "toxic positivity" where members stayed silent about real issues, creating an environment without psychological safety. When problems finally surfaced, the team exploded into unpleasant disagreements. Stuart's key learning: teams usually stay silent until it's too late, making it crucial to foster psychological safety by normalizing disagreement and creating space for honest dialogue. Self-reflection Question: Is your team comfortable with healthy disagreement, or are you maintaining a facade of toxic positivity that prevents real issues from being addressed? Featured Book of the Week: Trust Based Leadership by Mike Ettore Trust Based Leadership by Mike Ettore stands out because it's devoid of corporate fluff and delivers a clear message from a former marine turned executive. Stuart recommends it because it focuses on the fundamental truth that if you don't build trust, you're just managing compliance. The book emphasizes leading with consistency, clarity, and courage, and encourages leaders not to wait for permission to make positive changes. It's a practical guide that moves beyond typical corporate leadership advice to address real-world leadership challenges. [Scrum Master Toolbox Podcast Recommends] 🚀 Global Agile Summit 2025 Join us in Tallinn, Estonia, from May 18th – 20th, 2025, for an event that will inspire, challenge, and equip you with real-world Agile success stories. 🌍 Connect with global Agile leaders. 💡 Learn practical strategies for impact. 🔥 Break free from Agile fatigue and become a Pragmatic Innovator Check Full Program [Scrum Master Toolbox Podcast Recommends] About Stuart Tipples Stuart is an Agilista, a coach, Scrum Master, agile delivery. A husband, Dog Dad, and as Star Wars nerd. Positive disruptor. Passionate about helping teams and individuals build and ship awesome products to their customers. Stuart also blogs at www.yourebelscrum.com You can link with Stuart Tipples on LinkedIn.

10 Juni 17min

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