Scrum Master Toolbox Podcast: Agile storytelling from the trenches

BONUS: From 3,000 Scripts to 3 Tools - Building AI-Last Software With Conversational AI Pioneer Peter Swimm
In this special BONUS episode, Peter Swimm—conversational AI veteran, creator of BotKit (the open-source chatbot framework that powered Slack and Teams bots), and former Principal Product Manager at Microsoft Copilot Studio—shares what 25+ years in tech taught him about working with AI. From his brutal experiment of running an entire business on voice-based AI for a week, to why he treats AI more like R2-D2 than C-3PO, Peter offers a grounded, practical perspective on where AI fits in software development teams.
From BotKit to Copilot Studio: A Front-Row Seat to the AI Evolution
"We had the number one bot in the Slack app store, because there were only 8 bots, and ours used regex. To show you how far we've come."
 
Peter's journey into conversational AI started with a newspaper ad and a creative writing background. When Slack launched its API, Peter and BotKit co-creator Ben Brown immediately saw that building bots wasn't just a technical challenge—it was a social and creative one, like writing scripts for plays that interface with people in their daily lives. That insight powered BotKit into becoming the backbone of Slack and Teams bots, and eventually led to Microsoft acquiring the company. Peter spent years inside Microsoft shaping Copilot Studio, working on connectors that bridge the gap between APIs and real-world work. But the experience also gave him a healthy dose of perspective: he can show you slide decks from 2016 that promise the same things today's AI pitches promise, always saying "within 5 years." That pattern recognition shapes his practical, no-hype approach.
The 3,000 Scripts Experiment: Why AI-Last Beats AI-First
"At the end of the day, if I've been prompting all day, I should have a computer program that works offline, that works without a subscription. Otherwise, I didn't really make anything."
 
Peter ran a week-long experiment trying to run his entire business using only voice-based conversational AI. The result: 3,000 generated scripts. After static code analysis, he discovered it was really only 5 programs made thousands of times—and those 5 programs were really just 2 or 3 core abilities. He deleted 36 gigabytes of generated code and kept 50 megabytes of what actually worked. This brutal compression led him to an "AI-last" philosophy: build reliable runtime software that works confidently in one click, then use AI only for exploration, connection-making, and creative riffing. The payoff is striking—within 3 weeks of a given application, his team sees a 90% reduction in AI usage in the first week, dropping to 0% within 13 days, because once a computer program does everything you need, you don't need AI anymore.
R2-D2, Not C-3PO: How to Think About AI on Your Team
"I think of our AI use more like R2-D2 than C-3PO. R2-D2 doesn't talk—bonus points. He doesn't interject his fear. He saves your butt. He's silent until you need him, and visible when you need him."
 
Peter's Star Wars analogy captures his team's philosophy on AI integration. AI should be like a smarter linter—a quiet, capable tool that handles the boring, repetitive tasks so humans can focus on creativity and shipping. His team treats AI as a "super junior" with infinite time: set it up as if it invented Python, have it write buy-the-book code with unit tests, and then a human reviews and accepts (or rejects) the output. The tooling isn't consistent enough to ship autonomously or commit directly into the codebase—even frontier providers don't fully understand what their models do. The practical benefit is enormous for setup and configuration: what used to be a painful, arcane process of tracking down dozens of AWS or Azure docs becomes a 20-minute "hello world" that's actually a working proof of concept. Your job isn't to become an expert at cloud services—it's to ship product.
The Biggest Mistake: Automating Broken Processes at AI Speed
"All it does is automate all the mistakes you made, all the way, at AI speed."
 
When asked about the most common mistake organizations make with AI, Peter is blunt: they port their existing infrastructure into AI-governed systems instead of rebuilding from the ground up. Companies with a self-inflated opinion of their processes think AI is just a million-person force multiplier—so they'll ship faster. But if your process was broken before AI, you'll just generate broken output at unprecedented scale. That 3,000-script experiment proved this firsthand. Peter's recommendation: rebuild from the bolts up. Start with AI-last architecture where reliable, offline-capable software handles the core, and AI is reserved for the edges—filling gaps, translating between systems, and making connections that don't exist yet.
SaaS Is Bloated: The Case for AI Transformation Layers
"The one thing AI is good at is transforming between boundaries."
 
Peter's team has been divesting from SaaS providers, replacing the patchwork of middleware subscription plans that forced everyone to copy and paste between CMS, Excel, meeting notes, and email. His approach: product people use Notion, developers use GitHub, and the two cross-sync without needing Jira as an arbitration layer. Everyone tracks work in the tool they already live in. AI's real superpower here is translation—between APIs, between languages, between formats. Peter sees a future where small translation layers between CRUD operations replace the bloated, one-size-fits-all SaaS tools that are "built for 99% of users with generalized features nobody uses." His team also freed themselves from tools like Figma: the designer works in their preferred graphics program, the developer in their preferred IDE, and AI arbitrates the differences.
Teams, Velocity, and Reinvesting the AI Dividend
"5 to 7 people is still good, because you need a diverse set of people who are intensely focused on certain areas. But they should be allotted that savings in time to ship all the things that get cut."
 
Peter pushes back on the idea that AI changes the ideal team size. The 5-to-7 person team still works—what should change is what those people do with the time they save. Instead of loading teams onto more projects or increasing portfolio velocity, reinvest the AI productivity dividend into quality: ship with unit tests from day one, ship WCAG-compliant from day one, and stop cutting features to hit deadlines. Version 1.0 should no longer need an immediate 1.1 follow-up. Peter also challenges the notion that AI eliminates the need for experienced practitioners—velocity metrics become meaningless when a 6-week coding plan finishes in 25 minutes. What matters is using the saved time to make software genuinely better.
The Future: Demo-First Development and Solid Releases
"I can show you a working demo of the thing at the first meeting, and you can pay for it. And then we can make it better than your dreams."
 
Peter sees AI transforming the consulting and product development lifecycle from "launch, listen, and learn" to "listen, iterate, and launch." As a consultant, he now brings working demos to first meetings instead of $20,000 six-week proposals. Clients see the product in motion and immediately identify improvements—before money changes hands. This shifts the power dynamic: products iterate toward quality before launch, not after. Peter envisions a future where we ship solid releases that iterate in quality, with interfaces that show users only what's relevant to them instead of "90,000 buttons that don't apply to me."
 
About Peter Swimm
 
Peter Swimm is a conversational AI veteran with 25+ years in tech — from managing data centers to building Botkit (the open-source chatbot framework that powered Slack and Teams bots), to serving as Principal Product Manager at Microsoft Copilot Studio. He's the founder of Toilville, a consultancy helping businesses build conversational AI solutions.
 
You can link with Peter Swimm on LinkedIn and visit his website at peterswimm.com.

Efe Gümüs: The People-Pleasing Product Owner and the PO Who Understood User Value — Two Sides of Product Ownership
In this episode, we refer to the SPIDR slicing method.
The Great Product Owner: The PO Who Understood User Value
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.
 
"If your product owner can phrase what the user wants to do — not what the button should look like — it is going to be a night and day difference." - Efe Gümüs
 
Efe describes the great product owner as someone who creates focus and a clear product vision, so the team knows what they're building and why. The foundation is simple but powerful: describe what the user will be able to do, not what the interface should look like. Instead of specifying a red subscribe button with exact text in three languages, say "as a user, I want to subscribe to my favorite channel." That shift unlocks the team's ability to contribute design insights, architecture decisions, and user journey thinking — the kind of expertise no product owner could anticipate alone. Efe highlights the SPIDR slicing method as one of his favorite tools for breaking product backlog items into consumable pieces — by interface (iOS, Android, web), by data, by rules. When the PO frames work around user value and slices it effectively, the team delivers visible value in iterations, and sprint goals become meaningful. Without this, the team becomes a ticket delivery machine.
 
Self-reflection Question: When you look at your product backlog right now, are items described in terms of what users can do — or in terms of what the interface should look like?
The Bad Product Owner: The People-Pleasing PO Who Says Yes to Everything
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.
 
"If you are doing everything your customer says, then you are not managing your product. That's the foundation." - Efe Gümüs
 
Efe names people-pleasing as the worst product owner anti-pattern — the "customer is always right" mentality applied to product management. When a PO says yes to every request, the consequences cascade quickly: multiple priorities competing simultaneously, everything marked urgent, no meaningful sprint goal, constant context switching, and new items injected mid-sprint. The team loses focus entirely. Efe has seen this in startups where the CEO walks in with urgent customer requests, and in larger organizations where multiple customers each demand customizations. In both cases, the PO becomes a pass-through instead of a decision-maker. The customer might be happy today, but will they be satisfied in six months when nothing is coherent? As Vasco notes, when you're serving multiple customers and saying yes to one, you're saying no to all the others — you just haven't told them yet. The result is chaos: steering blindfolded without navigational tools, trying to go everywhere at the same time. A product owner's most important skill is coherent, aligned decision-making — and that means learning to say no.
 
Self-reflection Question: How often does your product owner say no to stakeholder requests — and when they do say yes, is it because the request aligns with the product vision or because they want to avoid conflict?
 
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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.
 
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About Efe Gümüs
 
Efe is an out-of-the-box Agile Coach and Scrum Master who brings fresh perspectives to Agile by connecting it with everyday life. He uses metaphors to reveal mindset patterns and applies continuous feedback loops beyond work, including music production and gym training, constantly refining performance, creativity, and personal growth and resilience.
 
You can link with Efe Gümüs on LinkedIn.

Efe Gümüs: Success as a Scrum Master Means People Feel Safe Enough to Speak Up Before It's Too Late
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 healthier your collaboration with other roles — developers, product owners, managers — the more successful as a Scrum Master you are." - Efe Gümüs
 
Efe defines Scrum Master success not through team velocity or timely deliveries, but through the health of relationships. A successful Scrum Master actively contributes to organizational matters, increases transparency on both problems and solutions, and bridges the gap between roles. At the team level, the signal is clear: if people feel safe enough to approach you with their problems, if they speak freely in team events without fear of blame, if they can raise risks before the last day of the sprint — that's success. But Efe is honest about how hard this is to maintain. Relationships with stakeholders have constant ups and downs, and the work of understanding people never stops. His advice starts with empathy — not just reading the room in the moment, but understanding that every colleague carries a different career history, different coping mechanisms, and different experiences that shape how they react to change. For younger Scrum Masters especially, Efe emphasizes that what worked for you won't work for everyone. Speak the common language, understand their perspective, give them assurance through visible, outcome-focused progress. The health of those relationships is the measure of your impact.
 
Self-reflection Question: Beyond metrics and deliverables, how would you describe the health of your relationship with the key stakeholders around your team — and what's one thing you could do this week to strengthen the weakest one?
Featured Retrospective Format for the Week: The Diamond Retrospective
"When you have diverse perspectives, a growth zone, converged thinking, and then action points — that diamond — people actually own the actions." - Efe Gümüs
 
Efe doesn't name a single retrospective format as his favorite — instead, he describes the structure that makes any retrospective effective: the diamond. Start by opening up diverse perspectives (diverge), create space for exploration and growth (the growth zone), then converge the thinking toward clear action points. This diamond pattern — diverge, explore, converge, act — ensures that the team moves from broad reflection to specific, owned commitments. The key word is "owned": when people arrive at actions through this structured exploration rather than being told what to improve, they commit to the follow-through. Efe connects this directly to his broader philosophy: the best systems don't depend on any single person, and the best retrospectives produce actions that the team drives forward without needing the Scrum Master to push.
 
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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.
 
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About Efe Gümüs
 
Efe is an out-of-the-box Agile Coach and Scrum Master who brings fresh perspectives to Agile by connecting it with everyday life. He uses metaphors to reveal mindset patterns and applies continuous feedback loops beyond work, including music production and gym training, constantly refining performance, creativity, and personal growth and resilience.
 
You can link with Efe Gümüs on LinkedIn.

Efe Gümüs: Why Enforcing a Framework on Your Organization Will Never Be a Real Agile 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.
 
"Honor the wisdom of the group — they are more wise than any management, than any agile coach, because they are in the whole process themselves." - Efe Gümüs
 
Efe brings a challenge he's seen repeated across every company he's worked with: transformation itself. Organizations adopt the Spotify model or launch Agile DevOps transformations expecting that applying a structure will produce results. But as Efe puts it, bringing developers and operations together does not make DevOps for you. The real question most organizations skip is: what makes sense for our business, our products, our clients, our architecture? The transformation that works is the one you co-create with the people doing the work, not the one imposed from above. Efe points out that traditional management needs numbers and progress reports — and when transformations can't deliver those in familiar formats, managers feel uneasy. His approach: include managers in the transformation activities so they see the small gears of execution firsthand. When they experience the complexity directly, they stop expecting a webinar to change behavior. The key insight is the difference between telling people and people realizing it themselves — self-discovery always generates higher buy-in than directives. Set the direction, let people own the path, and build a system that functions without single-person dependencies.
 
In this episode, we refer to the Spotify model.
 
Self-reflection Question: In the last transformation you were part of, was it designed as something done with the organization or to the organization — and what would you change if you could do it again?
 
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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
 
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About Efe Gümüs
 
Efe is an out-of-the-box Agile Coach and Scrum Master who brings fresh perspectives to Agile by connecting it with everyday life. He uses metaphors to reveal mindset patterns and applies continuous feedback loops beyond work, including music production and gym training, constantly refining performance, creativity, and personal growth and resilience.
 
You can link with Efe Gümüs on LinkedIn.

Efe Gümüs: When Daily Stand-ups Become Status Updates — The Warning Signs of a Team Falling Apart
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.
 
"When people start creating their own bubble inside the team, it's because they either don't feel safe, or they don't feel relevant to what the rest of the team is doing." - Efe Gümüs
 
Efe shares the story of an integration team — back-end and front-end developers working across legacy components, a monolithic environment, and a microservices transformation all at once. With so many different workstreams, team members ended up with their own individual projects. The daily stand-up became a status update: people shared what they were doing, but nobody was listening because nobody else's work affected them. The daily grew from 15 minutes to 30, sometimes an hour, morphing into an unplanned refinement session. Participation dropped — some stopped showing up, others attended but went silent. The team that had once been interactive and collaborative splintered into silos. Informal conversations disappeared entirely, and that was when Efe knew it was too late to make small fixes. Without trust, without a common goal, they were no longer a team — just a group of people sitting together. Then COVID hit, and remote work removed the last chance for accidental collaboration. The daily meeting, Efe realized, is your best radar for team health: pay attention to the energy, the interaction, the engagement — and you'll see the deeper dynamics before they become irreversible.
 
Self-reflection Question: How engaged is your team during the daily stand-up right now — and does the level of interaction tell you something about how connected they feel to each other's work?
Featured Book of the Week: Psycho-Cybernetics by Maxwell Maltz
"The book is all about building success mechanisms inside your own mind. If you can set your life goal, then it's way easier for you to set your career goal, your team goal, your sprint goal." - Efe Gümüs
 
Efe's most influential book isn't about Agile at all — it's Psycho-Cybernetics by Maxwell Maltz, a psychology book about building success mechanisms in your mind. Recommended by a fellow agile coach, the book helped Efe see the parallels between personal goal-setting and the iterative progress at the heart of Scrum. When you feel lost or stagnating, the exercises in the book help you create small pieces of progress — not quick wins, but genuine forward movement that builds momentum. Efe connects this directly to Agile: every event, every sprint, every review is a small achievement toward the next one. If you can set a clear life goal, setting a sprint goal becomes natural. The clarity of purpose unlocks action — and that's as true for individuals as it is for teams.
 
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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
 
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About Efe Gümüs
 
Efe is an out-of-the-box Agile Coach and Scrum Master who brings fresh perspectives to Agile by connecting it with everyday life. He uses metaphors to reveal mindset patterns and applies continuous feedback loops beyond work, including music production and gym training, constantly refining performance, creativity, and personal growth and resilience.
 
You can link with Efe Gümüs on LinkedIn.