Agile Meets AI—How to Code Fast Without Breaking Things | Llewellyn Falco

Agile Meets AI—How to Code Fast Without Breaking Things | Llewellyn Falco

AI Assisted Coding: Agile Meets AI—How to Code Fast Without Breaking Things, With Llewellyn Falco

In this BONUS episode we explore the practice of coding with AI—not just the buzzwords, but the real-world experience. Our guest, Llewellyn Falco, has been learning by doing, exploring the space of AI-assisted coding from the experimental and intuitive—what some call vibecoding—to the more structured world of professional, world-class software engineering. This is a conversation for practitioners who want to understand what's actually happening on the ground when we code with AI.

Understanding Vibecoding

"You can now program without looking at code. When you're in that space, vibecoding is the word we're using to say, we are programming in a way that does not relate to programming last year."

The software development landscape shifted dramatically in early 2025. Vibecoding represents a fundamental change in how we create software—programming without constantly looking at the code itself. This approach removes many traditional limitations around technology, language, and device constraints, allowing developers to move seamlessly between different contexts. However, this power comes with responsibility, as developers can now move so fast that traditional safety practices become even more critical.

From Concept to Working App in 15 Minutes

"We wrote just a markdown page of 'here's what we want this to look like'. And then we fed that to Claude Code. And 15 minutes later we had a working app on the phone."

At the Agile 2025 conference in Denver, Llewellyn participated in a hackathon focused on helping psychologists prevent child abuse. Working with customer Amanda, a psychologist, and data scientist Rachel, the team identified a critical problem: clinicians weren't using the most effective parenting intervention technique because recording 60 micro-interactions in 5 minutes was too difficult and time-consuming.

The team's approach embodied lean startup principles turned up to eleven. After understanding the customer's needs through exposition and conversation, they created a simple markdown specification and used Claude Code to generate a working mobile app in just 15 minutes. When Amanda tested it, she was moved to tears—after 20 years of trying to make progress on this problem, she finally had hope. Over three days, the team released 61 iterations, constantly getting feedback and refining the solution.

Iterative Development Still Matters When Coding With AI

"We need to see things working to know what to deliver next. That's never going to change. Unless you're building something that's already there."

The team's success wasn't about writing a complete requirements document upfront. Instead, they delivered a minimal viable product quickly, tested it with real users, and iterated based on feedback. This agile approach proved essential even—or especially—when working with AI.

One breakthrough came when Amanda used the number keypad instead of looking at her phone screen. With her full attention on the training video she'd watched hundreds of times, she noticed an interaction she had missed before. At that moment, the team knew they had created real value, regardless of what additional features they might build.

Good Engineering Practices Without Looking at Code

"We asked it to do good engineering practices, even though we didn't really understand what it was doing. We just sort of say, okay, yeah, that seems sensible."

A critical moment came when the code had grown large and complex. Rather than diving into the code themselves, Llewellyn and his partner Lotta asked the AI to refactor the code to make a panel easy to switch before actually making the change. They verified functionality worked through manual testing but never looked at how the refactoring was implemented. This demonstrates that developers can maintain good practices like refactoring and clean architecture even when working at a higher level of abstraction.

Key practices for AI-assisted development include:

  • Don't accept AI's default settings—they're based on popularity, not best practices

  • Prime the AI with the practices you want it to use through configuration files

  • Tell AI to be honest and help you avoid mistakes, not just be agreeable

  • Ask for explanations of architecture and evaluate whether approaches make sense

  • Keep important decisions documented in markdown files that can be referenced later

"The documentation is now executable. I can turn it into code"

"The documentation is now executable. I can turn it into code. If I had to choose between losing my documentation or losing my code, I would keep the docs. I think I could regenerate the code pretty easily."

In this new paradigm, documentation takes on new importance—it becomes the specification from which code can be regenerated. The team created and continuously updated markdown files for project context, architecture, and individual features. This practice allowed them to reset AI context when needed while maintaining continuity of their work.

The workflow was bidirectional: sometimes they'd write documentation first and have AI generate code; other times they'd build features iteratively and have AI update the documentation. This approach using tools like Super Whisper for voice-to-text made creating and maintaining documentation effortless.

Remove Deterministic Tasks from AI

"AI is sloppy. It's inconsistent. Everything that can be deterministic—take it out. AI can write that code. But don't make AI do repetitive tasks."

A crucial principle emerged: anything that needs to be consistently and repeatedly correct should be automated with traditional code, not left to AI. The team wrote shell scripts for tasks like auto-incrementing version numbers and created git hooks to ensure these scripts ran automatically. They also automated file creation with dates at the top, removing the need for AI to track temporal information.

This principle works both ways—deterministic logic should be removed from underneath AI (via scripts and hooks) and from above AI (via orchestration scripts that call AI in loops with verification steps in between).

Anti-Patterns to Avoid

"The biggest anti-pattern is you're not committing frequently. I really want the ability to drop my context and revert my changes at a moment's notice."

The primary anti-pattern when coding with AI is failing to commit frequently to version control. The ability to quickly drop context, revert changes, and start fresh becomes essential when working at this pace. Getting important decisions into documentation files and code into version control enables rapid experimentation without fear of losing work.

Other challenges include knowing when to focus on the right risks. The team had to navigate competing priorities—customers wanted certain UX features, but the team identified data collection and storage as the critical unknown risk that needed solving first. This required diplomatic firmness in prioritizing work based on technical risk assessment rather than just user requests.

Essential Tools for AI-Assisted Development

"If you are using AI by going to a website, that is not what we are talking about here."

To work effectively with AI, developers need agentic tools that can interact with files and run programs, not just chat interfaces. Recommended tools include:

Most developers working at this level have disabled safety guards, allowing AI to run programs without asking permission each time. While this carries risks, committing frequently to version control provides the safety net needed for rapid experimentation.

The Power of Voice Interaction

"Most of the time coding now looks like I'm talking. It's almost like Star Trek—you're talking to the computer and then code shows up."

Using voice transcription tools like Super Whisper transformed the development experience. Speaking instead of typing not only increased speed but also changed the nature of communication with AI. When speaking, developers naturally provide more context and explanation than when typing, leading to better results from AI systems.

This proved especially valuable in a crowded conference room where Super Whisper could filter out background noise and accurately transcribe the speakers' voices. The tool enabled natural, conversational interaction with development tools.

Balancing Speed with Safety

Over three days, the team released 61 times without comprehensive automated testing, focusing instead on validating user value through manual testing with the actual customer. However, after the hackathon, Llewellyn added automated testing by creating a test plan document through voice dictation, having AI clean it up and expand it, then generating Puppeteer tests and shell scripts to run them—all in about 40 minutes.

This demonstrates a pragmatic approach: when exploring and validating with users, manual testing may suffice; but for ongoing maintenance and confidence, automated tests remain valuable and can be generated efficiently with AI assistance.

The Future of Software Development

"If you want to make something, there could not be a better time than now."

The skills required for effective software development are shifting. Understanding how to assess risk, knowing when to commit code, maintaining good engineering practices, and finding creative solutions within system constraints remain critical. What's changing is that these skills are now applied at a higher level of abstraction, with AI handling much of the detailed implementation.

The space is evolving rapidly—practices that work today may need adjustment in months. Developers need to continuously experiment, stay current with new tools and models, and develop instincts for working effectively with AI systems. The fundamentals of agile development—rapid iteration, customer feedback, risk assessment, and incremental delivery—matter more than ever.

About Llewellyn Falco

Llewellyn is an Agile and XP (Extreme Programming) expert with over two decades of experience in Java, OO design, and technical practices like TDD, refactoring, and continuous delivery. He specializes in coaching, teaching, and transforming legacy code through clean code, pair programming, and mob programming.

You can link with Llewellyn Falco on LinkedIn.

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Building Self-Awareness in Overly-Technical Product Owners | Anamaria Ungureanu

Building Self-Awareness in Overly-Technical Product Owners | Anamaria Ungureanu

Anamaria Ungureanu: Building Self-Awareness in Overly-Technical Product Owners 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 Master Storyteller Anamaria highlights a Product Owner who excelled at storytelling and vision communication, making every team member feel aligned with project goals. This exceptional PO consistently explained the "why" behind requirements and painted compelling pictures of how the team's current work would create future value. Their storytelling ability kept the team engaged and motivated, demonstrating how great Product Owners apply agile mindset principles to create shared understanding and purpose. The Bad Product Owner: The Monologue Specialist Anamaria describes a technically-skilled Product Owner who transitioned from a tech lead role but fell into the anti-pattern of excessive monologuing during sprint planning sessions. This PO, despite good intentions, overwhelmed the team with lengthy technical details, causing developers to withdraw from interactions and leaving them confused about project purposes. Through one-on-one coaching focused on building self-awareness and establishing working agreements, Anamaria helped this PO learn to communicate more effectively and engage collaboratively with the team. Self-reflection Question: How do you help Product Owners transition from technical expertise to effective team communication, and what signs indicate when detailed explanations become counterproductive monologues? [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 Anamaria Ungureanu Anamaria Ungureanu is an Agile evangelist driving transformations across IT, airlines, and automotive. She delivers projects with firms like IBM and Airbus, coaches from executives to teams in SAFe and Scrum, leads assessments, customizes workshops, and supports tool adoption, like Jira, and digital whiteboards like MIRO. You can link with Anamaria Ungureanu on LinkedIn.

1 Aug 14min

Measuring Success Through Team Evolution | Anamaria Ungureanu

Measuring Success Through Team Evolution | Anamaria Ungureanu

Anamaria Ungureanu: Tracking Scrum Team Behavioral Evolution Over Time 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. Anamaria defines Scrum Master success by focusing on team behavioral trends and performance evolution over time. She monitors how teams increase trust with stakeholders, demonstrate commitment, and apply agile behaviors consistently. Her approach emphasizes seeking regular feedback from stakeholders and conducting honest self-assessments to ensure the Scrum Master role is truly maximizing team performance. Success isn't measured by a single moment but by sustained positive change in team dynamics and delivery capabilities. Featured Retrospective Format for the Week: Stop/Start/Continue with Enhanced Focus Anamaria recommends the classic Stop/Start/Continue format but emphasizes the importance of varying the questions and bringing both quantitative and qualitative data to drive meaningful conversations. She suggests picking specific themes for each retrospective (like testing) and ensuring that discussions lead to concrete, actionable outcomes rather than just surface-level feedback. Self-reflection Question: How do you currently measure your effectiveness as a Scrum Master, and what trends in your teams indicate genuine progress versus superficial compliance? [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 Anamaria Ungureanu Anamaria Ungureanu is an Agile evangelist driving transformations across IT, airlines, and automotive. She delivers projects with firms like IBM and Airbus, coaches from executives to teams in SAFe and Scrum, leads assessments, customizes workshops, and supports tool adoption, like Jira, and digital whiteboards like MIRO. You can link with Anamaria Ungureanu on LinkedIn.

31 Juli 15min

Practical Strategies for Organizational Tool Rollouts | Anamaria Ungureanu

Practical Strategies for Organizational Tool Rollouts | Anamaria Ungureanu

Anamaria Ungureanu: Practical Strategies for Organizational Tool Rollouts 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. Anamaria shares her approach to successfully implementing JIRA across an organization by focusing on practical value rather than forcing adoption. Her strategy involved identifying early believers within teams, conducting open discussions to gather feedback, and demonstrating concrete benefits like improved dependency management. Rather than trying to convince resisters, she concentrated on working with willing teams to showcase the tool's value, providing real-time support during implementation, and ensuring team members felt supported throughout the transition. Her method emphasizes being present to answer questions immediately and building momentum through successful early adopters. Self-reflection Question: When leading organizational change, how do you balance addressing resistance with amplifying the voices of those ready to embrace new approaches? [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 Anamaria Ungureanu Anamaria Ungureanu is an Agile evangelist driving transformations across IT, airlines, and automotive. She delivers projects with firms like IBM and Airbus, coaches from executives to teams in SAFe and Scrum, leads assessments, customizes workshops, and supports tool adoption, like Jira, and digital whiteboards like MIRO. You can link with Anamaria Ungureanu on LinkedIn.

30 Juli 12min

Knowledge Hoarding and Team Dependencies | Anamaria Ungureanu

Knowledge Hoarding and Team Dependencies | Anamaria Ungureanu

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29 Juli 18min

Goal Clarity—The Missing Piece in Agile Team Performance | Anamaria Ungureanu

Goal Clarity—The Missing Piece in Agile Team Performance | Anamaria Ungureanu

Anamaria Ungureanu: Goal Clarity—The Missing Piece in Agile Team Performance 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. Anamaria shares her experience working with a platform implementation team that appeared engaged but was actually struggling in silence. Despite initial assumptions that everything was fine, the team's quiet demeanor masked their lack of understanding about project goals and deliverables. Through strategic intervention including goal clarification with the Product Owner, confidence level assessments, and story mapping sessions, Anamaria helped transform a disengaged team into one capable of successful delivery. Her approach emphasized the importance of fostering constructive conflict, asking open questions during sprint planning about demo expectations, and facilitating better PO-team interactions to create transparency and shared understanding. In this episode, we refer to User Story Mapping and the concept of Gemba, or Gemba Walk Self-reflection Question: How might your teams be silently struggling, and what signs should you watch for to identify when apparent engagement actually masks confusion or disengagement? [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 Anamaria Ungureanu Anamaria Ungureanu is an Agile evangelist driving transformations across IT, airlines, and automotive. She delivers projects with firms like IBM and Airbus, coaches from executives to teams in SAFe and Scrum, leads assessments, customizes workshops, and supports tool adoption, like Jira, and digital whiteboards like MIRO. You can link with Anamaria Ungureanu on LinkedIn.

28 Juli 13min

The Hidden Cost of Decision-Making Delays in Product Development | Anh Vu

The Hidden Cost of Decision-Making Delays in Product Development | Anh Vu

Anh Vu: The Hidden Cost of Decision-Making Delays in Product Development 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 Strategic Connector Anh describes an exceptional Product Owner who went far beyond managing the backlog to become a strategic connector between customer needs, business requirements, technical constraints, and overall strategy. What made this PO remarkable was their background - they came from a developer background rather than business, yet quickly mastered the Product Owner role through dedicated learning. Despite being new to the PO role, they rapidly developed the ability to connect backlog items directly to customer pain points, often using techniques like user story mapping. This PO brought both clarity and purpose to the team, significantly boosting team motivation by helping developers understand how their work directly impacted customers and business outcomes. The Bad Product Owner: The Proxy Problem The worst Product Owner situation Anh encountered involved a Proxy PO who lacked the authority to make decisions independently. This created significant challenges for both the team and the PO, as every new problem or decision required seeking permission from external stakeholders. This pattern lengthened feedback cycles and demotivated both the PO and the development team, who couldn't move forward efficiently when blocked by decisions. Anh's approach to addressing this involved coaching the PO on engaging with external stakeholders, setting up regular touchpoints (2-3 times per week) to shorten feedback cycles, and focusing on improving the decision-making process to unblock the team. He also emphasized creating a strong network of connections for the PO to navigate the organization effectively and always having a Plan B when certain decisions couldn't be made quickly. Self-reflection Question: Does your Product Owner have true decision-making authority, or are they frequently forced to seek permission from others, and how is this affecting your team's velocity and motivation? [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 Anh Vu Anh Vu is a seasoned Project Manager with 10+ years in software delivery, Agile, DevOps, and PM. As a PMP trainer, he has empowered 200+ professionals. Passionate about continuous learning, Anh explores practical tools and methodologies to help PMs and teams succeed in fast-paced, tech-driven environments. You can link with Anh Vu on LinkedIn.

25 Juli 12min

Situational Leadership for Scrum Masters - Knowing When to Step Back | Anh Vu

Situational Leadership for Scrum Masters - Knowing When to Step Back | Anh Vu

Anh Vu: Situational Leadership for Scrum Masters - Knowing When to Step Back 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. Anh defines success for Scrum Masters through a simple but powerful test: when you take vacation and return to find the team working exceptionally well without you. This ultimate measure of success focuses on building self-organization and enabling true team autonomy. He emphasizes that Scrum adoption should serve as a metaphor for autonomy and self-organization, with the Scrum Master's stance evolving alongside the team's growth. Drawing from Situational Leadership principles, Anh points out that a team can only become as autonomous as the Scrum Master can envision and facilitate. The key is recognizing when to step back and allow the team to demonstrate their independence while ensuring they have the foundation and confidence to succeed. Featured Retrospective Format for the Week: Free Form Retrospective Anh advocates for the free form retrospective format, which requires only a whiteboard, table, and people gathering for open reflection based on the previous sprint's goals. Rather than following structured formats, he invites team members to share their insights freely, considering the retrospective successful as long as the team leaves with 1-3 actionable insights. This approach works particularly well with teams he knows well, where trust and communication patterns have been established. He builds on this by incorporating silent thinking time to start conversations, a habit developed over time that makes teams more comfortable sharing in the free form format. Anh also recommends conducting retrospectives during in-office days when the team can eat together, investing heavily in these face-to-face interactions to strengthen team bonds. Self-reflection Question: What would happen if you took a week off from your current role - would your team continue to thrive, or would they struggle without your direct involvement? [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 Anh Vu Anh Vu is a seasoned Project Manager with 10+ years in software delivery, Agile, DevOps, and PM. As a PMP trainer, he has empowered 200+ professionals. Passionate about continuous learning, Anh explores practical tools and methodologies to help PMs and teams succeed in fast-paced, tech-driven environments. You can link with Anh Vu on LinkedIn.

24 Juli 14min

From Project Mindset to Product Thinking - Leading Client Transformation | Anh Vu

From Project Mindset to Product Thinking - Leading Client Transformation | Anh Vu

Anh Vu: From Project Mindset to Product Thinking - Leading Client Transformation 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. Anh describes a transformative collaboration experience while building multiple websites for a client. Over time, his team recognized significant commonalities between projects and saw the opportunity to create reusable components for future work. However, they faced resistance when trying to shift the client's mindset from short-term project delivery to long-term product thinking. The business stakeholders remained focused on immediate project completion rather than investing in sustainable, reusable solutions. Anh's approach to leading this change involved presenting concrete evidence from previous projects to demonstrate the tangible benefits of component reusability. Rather than just proposing the idea theoretically, they suggested implementing reusable components immediately within the current project, showing rather than just telling. His strategy centered on providing clear evidence of benefits and demonstrating achievability, making the transition from project to product mindset more tangible and less risky for the client. In this episode, we refer to the book "From Project to Product" by Mik Kersten. Self-reflection Question: How might you help your stakeholders see beyond immediate deliverables to recognize the long-term value of sustainable practices and reusable solutions? [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 Anh Vu Anh Vu is a seasoned Project Manager with 10+ years in software delivery, Agile, DevOps, and PM. As a PMP trainer, he has empowered 200+ professionals. Passionate about continuous learning, Anh explores practical tools and methodologies to help PMs and teams succeed in fast-paced, tech-driven environments. You can link with Anh Vu on LinkedIn.

23 Juli 12min

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