• Impact Engineering, Finding Agile's Lost North Star |Tom Gilb and Simon Holzapfel
    Dec 8 2025
    BONUS: Impact Engineering—Finding Agile's Lost North Star With Tom Gilb and Simon Holzapfel The Clarity Problem: Why Organizations Start with "Fuzzy B*S*!"

    "Everybody seems to start from a position of fuzzy b*s*. Nice-sounding words. Management does it, professors do it, politicians do it. And they don't even feel very guilty about it."

    Tom Gilb doesn't mince words when describing how most organizations define their objectives. The fundamental problem isn't a lack of ambition—it's a lack of clarity. When leaders are asked about their critical values like "extremely high security" or "employee happiness," they typically respond with circular definitions that provide no actionable direction. Tom's approach starts by exposing this gap and then demonstrating that any value—no matter how "soft" or intangible it seems—can be quantified. Using AI tools, he's shown clients over 1,400 different ways to measure human happiness alone.

    Why Agile Lost Its North Star

    "Agile's lost its North Star because the economic problems it was trying to solve within the organization are now mismatched with the digital world."

    Simon Holzapfel offers a structural analysis: Agile developed primarily to allay the concerns of pre-digital capital—investors who needed reassurance that their money wouldn't disappear into failed projects. But today's digital economy operates differently. Capital now moves like a service (SaaS model), and innovation is fundamentally stochastic—you can't predict when breakthroughs will happen. Organizations using flow-focused tools when the real problem is value creation are applying yesterday's solutions to today's challenges.

    The First Step: Quantify Your Critical Values

    "If you ask AI to quantify employee happiness a hundred different ways, it will do it in one minute for free. So you can no longer be in denial."

    The path forward starts with brutal honesty about what your organization actually cares about. Tom's approach involves:

    • Identifying the top 10 critical stakeholder values

    • Defining clear scales of measure for each

    • Establishing where you are now (status)

    • Setting where you need to be to survive (tolerable level)

    • Defining what success looks like (target/goal level)

    This isn't about adding bureaucracy—it's about creating shared clarity that enables everyone to row in the same direction.

    About Tom Gilb and Simon Holzapfel

    Tom Gilb, born in the US, lived in London, and then moved to Norway in 1958. An independent teacher, consultant, and writer, he has worked in software engineering, corporate top management, and large-scale systems engineering. As the saying goes, Tom was writing about Agile before Agile was named. In 1976, Tom introduced the term "evolutionary" in his book Software Metrics, advocating for development in small, measurable steps. Today, we talk about Evo, the name Tom uses to describe his approach. Tom has worked with Dr. Deming and holds a certificate personally signed by him.

    You can listen to Tom Gilb's previous episodes here.

    You can link with Tom Gilb on LinkedIn

    Simon Holzapfel is an educator, coach, and learning innovator who helps teams work with greater clarity, speed, and purpose. He specializes in separating strategy from tactics, enabling short-cycle decision-making and higher-value workflows. Simon has spent his career coaching individuals and teams to achieve performance with deeper meaning and joy. Simon is also the author of the Equonomist newsletter on Substack.

    And you can listen to Simon's previous episodes on the podcast here.

    You can link with Simon Holzapfel on LinkedIn.

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    18 mins
  • Empathy and Availability Define Excellent Product Ownership | Scott Smith
    Dec 5 2025
    Scott Smith: Empathy and Availability Define Excellent Product Ownership

    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: Always Present, Always Available, Always Curious

    "They are always present. They always make themselves available for team members that need them." - Scott Smith

    Scott is currently working with a Product Owner who exemplifies what great PO collaboration looks like. This person is always present—not just physically but mentally engaged with the team's work and challenges. They make themselves available for team members who need them, responding actively on the team chat and interacting consistently.

    What makes this PO stand out is their empathy and curiosity. Instead of being defensive when questions arise or challenges emerge, they lean into helping the team understand and solve problems. They show genuine curiosity about what the team is experiencing, asking questions and exploring solutions together rather than dictating answers.

    This PO understands that their role isn't to be the smartest person in the room but to be the most available, most collaborative, and most curious. The result is a team that feels supported and empowered, with clear direction and someone who genuinely helps them answer the hard questions. Scott's experience with this PO demonstrates that presence, availability, empathy, and curiosity are the foundations of great Product Owner work.

    Self-reflection Question: How present and available are you to your team, and do you approach their questions with curiosity or defensiveness?

    The Bad Product Owner: Never There When the Team Needs Direction

    "The PO was never present. The team had lack of clarity, and vision, and had no direction or someone who would help answer those questions." - Scott Smith

    Scott has also experienced the opposite extreme—a Product Owner who was never present. This absence created a cascade of problems for the team. Without regular access to the PO, the team lacked clarity about priorities, vision, and direction. They had questions that went unanswered and decisions that couldn't be made.

    The result was frustration and a team that couldn't move forward effectively. An absent PO creates a vacuum where uncertainty thrives. Teams end up making assumptions, second-guessing decisions, and feeling disconnected from the purpose of their work.

    The lack of someone who can help answer strategic questions or provide guidance means the team operates in the dark, building things without confidence that they're building the right things. Scott's experience highlights a fundamental truth about Product Ownership: presence isn't optional.

    Teams need a PO who shows up, engages, and stays connected to the work. Without that presence, even the most skilled team will struggle to deliver value because they can't align their efforts with the product vision and customer needs.

    Self-reflection Question: If your team were asked whether you're present and available as a Product Owner or Scrum Master, what would they say?

    [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 Scott Smith

    Scott Smith is a 53-year-old professional based in Perth, Australia. He balances a successful career with a strong focus on health and fitness, currently preparing for bodybuilding competitions in 2026. With a background in leadership and coaching, Scott values growth, discipline, and staying relevant in a rapidly changing world.

    You can link with Scott Smith on LinkedIn.

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    16 mins
  • Using MIRO to Build a Living Archive of Learning | Scott Smith
    Dec 4 2025
    Scott Smith: Using MIRO to Build a Living Archive of Learning

    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.

    "We're in a servant leadership role. So, ask: is the team thriving? That's a huge indication of success." - Scott Smith

    For Scott, success as a Scrum Master isn't measured by velocity charts or burn-down graphs—it's measured by whether the people are thriving. This includes everyone: the development team and the Product Owner.

    As a servant leader, Scott's focus is on creating conditions where teams can flourish, and he has practical ways to gauge that health. Scott does a light touch check on a regular basis and a deeper assessment quarterly. Mid-sprint, he conducts what he calls a "vibe" check—a quick pulse to understand how people are feeling and what they need. During quarterly planning, the team retrospects and celebrates achievements from the past quarter, keeping and tracking actions to ensure continuous improvement isn't just talked about but lived. Scott's approach recognizes that success is both about the work being done and the people doing it. When teams feel supported, heard, and valued, the work naturally flows better. This people-first perspective defines what great servant leadership looks like in practice.

    Self-reflection Question: How often do you check in on whether your team is truly thriving, and what specific indicators tell you they are?

    Featured Retrospective Format for the Week: MIRO as a Living History Museum

    "Use the multiple retros in the MIRO board as a shared history museum for the team." - Scott Smith

    Scott leverages MIRO not just as a tool for running retrospectives but as a living archive of team learning and growth. He uses MIROVERSE templates to bring diversity to retrospective conversations, exploring the vast library of pre-built formats that offer themed and structured approaches to reflection. The magic happens when Scott treats each retrospective board not as a disposable artifact but as part of the team's shared history museum.

    Over time, the accumulation of retrospective boards tells the story of the team's journey—what they struggled with, what they celebrated, what actions they took, and how they evolved. This approach transforms retrospectives from isolated events into a continuous narrative of improvement. Teams can look back at previous retros to see patterns, track whether actions were completed, and recognize how far they've come. MIRO becomes both the canvas for current reflection and the archive of collective learning, making improvement visible and tangible across time.

    [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 Scott Smith

    Scott Smith is a 53-year-old professional based in Perth, Australia. He balances a successful career with a strong focus on health and fitness, currently preparing for bodybuilding competitions in 2026. With a background in leadership and coaching, Scott values growth, discipline, and staying relevant in a rapidly changing world.

    You can link with Scott Smith on LinkedIn.

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    17 mins
  • Building a Coaching Service Where Survey Scores Become Living Improvement | Scott Smith
    Dec 3 2025
    Scott Smith: Building a Coaching Service Where Survey Scores Become Living Improvement

    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.

    "Success is about feedback from coaching clients." - Scott Smith

    Scott is tackling one of the most challenging aspects of organizational transformation: turning annual survey results into continuous improvement. Working with a domain of about 30 people, Scott is exploring how to create a coaching service that doesn't just react to once-a-year data but actively drives ongoing growth. The typical pattern in many organizations is familiar—conduct an annual survey, review the scores, maybe have a few discussions, and then wait another year. Scott is experimenting with a different approach.

    He's setting up a coaching service that focuses on real-time feedback from the people being coached, making improvement a living practice rather than an annual event. The strategy starts with a pilot, testing the concept before scaling across the entire domain. Scott's measure of success is pragmatic and human-centered: feedback from coaching clients. Not abstract metrics or theoretical frameworks, but whether the people receiving coaching find value in what's being offered.

    This approach reflects a fundamental principle of Agile coaching—start small, experiment, gather feedback, and iterate based on what actually works for the people involved. Scott is building improvement infrastructure that puts continuous learning at the center, transforming how organizations think about growth from an annual checkbox into an ongoing conversation.

    Self-reflection Question: If you were to implement a coaching service in your organization, how would you measure its success beyond traditional survey scores?

    [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 Scott Smith

    Scott Smith is a 53-year-old professional based in Perth, Australia. He balances a successful career with a strong focus on health and fitness, currently preparing for bodybuilding competitions in 2026. With a background in leadership and coaching, Scott values growth, discipline, and staying relevant in a rapidly changing world.

    You can link with Scott Smith on LinkedIn.

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    14 mins
  • Why Great Scrum Masters Create Space for Breaks | Scott Smith
    Dec 2 2025
    Scott Smith: Why Great Scrum Masters Create Space for Breaks

    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.

    "Think of the people involved. Put yourself in the shoes of the other." - Scott Smith

    Scott found himself in the middle of rising tension as voices escalated between the Product Owner and the development team. The PO was harsh, emotions were running high, and the conflict was intensifying with each exchange. In that moment, Scott knew he had to act.

    He stepped in with a simple but powerful reminder: "We're on the same team." That pause—that momentary break—allowed everyone to step back and reset. Both the PO and the team members later thanked Scott for his intervention, acknowledging they needed that space to cool down and refocus on their shared outcome.

    Scott's approach centers on empathy and perspective-taking. He emphasizes thinking about the people involved and putting yourself in their shoes. When tensions rise, sometimes the most valuable contribution a Scrum Master can make is creating space for a break, reminding everyone of the shared goal, and helping teams focus on the outcome rather than the conflict. It's not about taking sides—it's about serving the team by being the calm presence that brings everyone back to what matters most.

    Self-reflection Question: When you witness conflict between team members or between the team and Product Owner, do you tend to jump in immediately or create space for the parties to find common ground themselves?

    Featured Book of the Week: An Ex-Manager Who Believed

    "It was about having someone who believed in me." - Scott Smith

    Scott's most influential "book" isn't printed on pages—it's a person. After spending 10 years as a Business Analyst, Scott decided to take the Professional Scrum Master I (PSM I) course and look for a Scrum Master position. That transition wasn't just about skills or certification; it was about having an ex-manager who inspired him to chase his goals and truly believed in him. This person gave Scott the confidence to make a significant career pivot, demonstrating that sometimes the most powerful catalyst for growth is someone who sees your potential before you fully recognize it yourself. Scott's story reminds us that great leadership isn't just about managing tasks—it's about inspiring people to reach for goals they might not have pursued alone. The belief and encouragement of a single person can change the trajectory of someone's entire career.

    [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 Scott Smith

    Scott Smith is a 53-year-old professional based in Perth, Australia. He balances a successful career with a strong focus on health and fitness, currently preparing for bodybuilding competitions in 2026. With a background in leadership and coaching, Scott values growth, discipline, and staying relevant in a rapidly changing world.

    You can link with Scott Smith on LinkedIn.

    Show more Show less
    14 mins
  • The Spotlight Failure That Taught a Silent Lesson About Recognition | Scott Smith
    Dec 1 2025
    Scott Smith: The Spotlight Failure That Taught a Silent Lesson About Recognition

    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.

    "Not everybody enjoys the limelight and being called out, even for great work." - Scott Smith

    Scott was facilitating a multi-squad showcase with over 100 participants, and everything seemed to be going perfectly. Each squad had their five-minute slot to share achievements from the sprint, and Scott was coordinating the entire event. When one particular team member delivered what Scott considered fantastic work, he couldn't help but publicly recognize them during the introduction.

    It seemed like the perfect moment to celebrate excellence in front of the entire organization. But then his phone rang. The individual he had praised was unhappy—really unhappy. What Scott learned in that moment transformed his approach to recognition forever. The person was quiet, introverted, and conservative by nature.

    Being called out without prior notice or permission in front of 100+ people wasn't a reward—it was uncomfortable and unwelcome. Scott discovered that even positive recognition requires consent and awareness of individual preferences. Some people thrive in the spotlight, while others prefer their contributions to be acknowledged privately. The relationship continued well afterward, but the lesson stuck: check in with individuals before publicly recognizing them, understanding that great coaching means respecting how people want to be celebrated, not just that they should be celebrated.

    Self-reflection Question: How do you currently recognize team members' achievements, and have you asked each person how they prefer to be acknowledged for their contributions?

    [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 Scott Smith

    Scott Smith is a 53-year-old professional based in Perth, Australia. He balances a successful career with a strong focus on health and fitness, currently preparing for bodybuilding competitions in 2026. With a background in leadership and coaching, Scott values growth, discipline, and staying relevant in a rapidly changing world.

    You can link with Scott Smith on LinkedIn.

    Show more Show less
    12 mins
  • BONUS: When AI Knows Your Emotional Triggers Better Than You Do — Navigating Mindfulness in the AI Age | Mo Edjlali
    Nov 29 2025
    BONUS: When AI Knows Your Emotional Triggers Better Than You Do — Navigating Mindfulness in the AI Age In this thought-provoking conversation, former computer engineer and mindfulness leader Mo Edjlali explores how AI is reshaping human meaning, attention, and decision-making. We examine the critical question: what happens when AI knows your emotional triggers better than you know yourself? Mo shares insights on remaining sovereign over our attention, avoiding dependency in both mindfulness and technology, and preparing for a world where AI may outperform us in nearly every domain. From Technology Pioneer to Mindfulness Leader "I've been very heavily influenced by technology, computer engineering, software development. I introduced DevOps to the federal government. But I have never seen anything change the way in which human beings work together like Agile." — Mo Edjlali Mo's journey began in the tech world — graduating in 1998, he was on the front line of the internet explosion. He remembers the days before the internet, watched online multiplayer games emerge in 1994, and worked on some of the most complicated tech projects in federal government. Technology felt almost like magic, advancing at a logarithmic rate faster than anything else. But when Mo discovered mindfulness practices 12-15 years ago, he found something equally transformative: actual exercises to develop emotional intelligence and soft skills that the tech world talked about but never taught. Mindfulness provided logical, practical methods that didn't require "woo-woo" beliefs — just practice that fundamentally changed his relationship with his mind. This dual perspective — tech innovator and mindfulness teacher — gives Mo a unique lens for understanding where we're headed. The Shift from Liberation to Dependency "I was fortunate enough, the teachers I was exposed to, the mentality was very much: you're gonna learn how to meditate on your own, in silence. There is no guru. There is no cult of personality." — Mo Edjlali Mo identifies a dangerous drift in the mindfulness movement: from teaching independence to creating dependency. His early training, particularly a Vipassana retreat led by S.N. Goenka, modeled true liberation — you show up for 10 days, pay nothing, receive food and lodging, learn to meditate, then donate what you can at the end. Critically, you leave being able to meditate on your own without worshiping a teacher or subscribing to guided meditations. But today's commercialized mindfulness often creates the opposite: powerful figures leading fiefdoms, consumers taught to listen to guided meditations rather than meditate independently. This dependency model mirrors exactly what's happening with AI — systems designed to make us rely on them rather than empower our own capabilities. Recognizing this parallel is essential for navigating both fields wisely. AI as a New Human Age, Not Just Another Tool "With AI, this is different. This isn't like mobile computing, this isn't like the internet. We're entering a new age. We had the Bronze Age, the Iron Age, the Industrial Age. When you enter a new age, it's almost like knocking the chess board over, flipping the pieces upside down. We're playing a new game." — Mo Edjlali Mo frames AI not as another technology upgrade but as the beginning of an entirely new human age. In a new age, everything shifts: currency, economies, government, technology, even religions. The documentary about the Bronze Age collapse taught him that when ages turn over, the old rules no longer apply. This perspective explains why AI feels fundamentally different from previous innovations. ChatGPT 2.0 was interesting; ChatGPT 3 blew Mo's mind and made him realize we're witnessing something unprecedented. While he's optimistic about the potential for sustainable abundance and extraordinary breakthroughs, he's also aware we're entering both the most exciting and most frightening time to be alive. Everything we learned in high school might be proven wrong as AI rewrites human knowledge, translates animal languages, extends longevity, and achieves things we can't even imagine. The Mental Health Tsunami and Loss of Purpose "If we do enter the age of abundance, where AI could do anything that human beings could do and do it better, suddenly the system we have set up — where our purpose is often tied to our income and our job — suddenly, we don't need to work. So what is our purpose?" — Mo Edjlali Mo offers a provocative vision of the future: a world where people might pay for jobs rather than get paid to work. It sounds crazy until you realize it's already happening — people pay $100,000-$200,000 for college just to get a job, politicians spend millions to get elected. If AI handles most work and we enter an age of abundance, jobs won't be about survival or income — they'll be about meaning, identity, and social connection. This creates three major crises Mo ...
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    40 mins
  • AI Assisted Coding: Building Reliable Software with Unreliable AI Tools With Lada Kesseler
    Nov 28 2025
    AI Assisted Coding: Building Reliable Software with Unreliable AI Tools In this special episode, Lada Kesseler shares her journey from AI skeptic to pioneer in AI-assisted development. She explores the spectrum from careful, test-driven development to quick AI-driven experimentation, revealing practical patterns, anti-patterns, and the critical role of judgment in modern software engineering. From Skeptic to Pioneer: Lada's AI Coding Journey "I got a new skill for free!" Lada's transformation began when she discovered Anthropic's Claude Projects. Despite being skeptical about AI tools throughout 2023, she found herself learning Angular frontend development with AI—a technology she had no prior experience with. This breakthrough moment revealed something profound: AI could serve as an extension of her existing development skills, enabling her to acquire new capabilities without the traditional learning curve. The journey evolved through WindSurf and Claude Code, each tool expanding her understanding of what's possible when developers collaborate with AI. Understanding Vibecoding vs. AI-Assisted Development "AI assisted coding requires judgment, and it's never been as important to exercise judgment as now." Lada introduces the concept of "vibecoding" as one extreme on a new dimension in software development—the spectrum from careful, test-driven development to quick, AI-driven experimentation. The key insight isn't that one approach is superior, but that developers must exercise judgment about which approach fits their context. She warns against careless AI coding for production systems: "You just talk to a computer, you say, do this, do that. You don't really care about code... For some systems, that's fine. When the problem arises is when you put the stuff to production and you really care about your customers. Please, please don't do that." This wisdom highlights that with great power comes great responsibility—AI accelerates both good and bad practices. The Answer Injection Anti-Pattern When Working With AI "You're limiting yourself without knowing, you're limiting yourself just by how you formulate your questions. And it's so hard to detect." One of Lada's most important discoveries is the "answer injection" anti-pattern—when developers unconsciously constrain AI's responses by how they frame their questions. She experienced this firsthand when she asked an AI about implementing a feature using a specific approach, only to realize later that she had prevented the AI from suggesting better alternatives. The solution? Learning to ask questions more openly and reformulating problems to avoid self-imposed limitations. As she puts it, "Learn to ask the right way. This is one of the powers this year that's been kind of super cool." This skill of question formulation has become as critical as any technical capability. Answer injection is when we—sometimes, unknowingly—ask a leading question that also injects a possible answer. It's an anti-pattern because LLM's have access to far more information than we do. Lada's advice: "just ask for anything you need", the LLM might have a possible answer for you. Never Trust a Single LLM: Multi-Agent Collaboration "Never trust the output of a single LLM. When you ask it to develop a feature, and then you ask the same thing to look at that feature, understand the code, find the issues with it—it suddenly finds improvements." Lada shares her experiments with swarm programming—using multiple AI instances that collaborate and cross-check each other's work. She created specialized agents (architect, developer, tester) and even built systems using AppleScript and Tmux to make different AI instances communicate with each other. This approach revealed a powerful pattern: AI reviewing AI often catches issues that a single instance would miss. The practical takeaway is simple but profound—always have one AI instance review another's work, treating AI output with the same healthy skepticism you'd apply to any code review. Code Quality Matters MORE with AI "This thing is a monkey, and if you put it in a good codebase, like any developer, it's gonna replicate what it sees. So it behaves much better in the better codebase, so refactor!" Lada emphasizes that code quality becomes even more critical when working with AI. Her systems "work silently" and "don't make a lot of noise, because they don't break"—a result of maintaining high standards even when AI makes rapid development tempting. She uses a memorable metaphor: AI is like a monkey that replicates what it sees. Put it in a clean, well-structured codebase, and it produces clean code. Put it in a mess, and it amplifies that mess. This insight transforms refactoring from a nice-to-have into a strategic necessity—good architecture and clean code directly improve AI's ability to contribute effectively. Managing Complexity: The Open Question "If I just let it do things,...
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    39 mins