DevOps Sauna from Eficode

Eficode

Step into the DevOps Sauna with Pinja Kujala and Stefan Daugaard Poulsen as they explore Agile and DevOps methodologies. Hear from various industry experts and discover how Agile and DevOps principles can transform any part of your business.

The DevOps Sauna ensures you have the latest practices and trends to maintain a competitive edge.

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22 episodes
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Avg 29 min
English

Episodes 22

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Yesterday · 26 min
When AI Becomes an Organization: Agent Swarms & the Future of Work
Send us Fan Mail What happens when AI stops being a single assistant and starts operating as an entire organization? In this episode of the DevOps Sauna, Pinja Kujala is joined by Sebastian Sonntag from GPT Lab at Tampere University and Eficode’s Heikki Hämäläinen to explore the rise of AI agent swarms, multi-agent systems, and even “zero-human” organizations. They discuss how autonomous agents can organize and collaborate at scale, where humans still add value, and the challenges around orchestration, security, alignment, cost, and control. They also look at what agent swarms could mean for software development and organizations as increasingly autonomous AI systems move from research into real-world use.
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September 11 · 33 min
Your competition is going to production in 5 minutes
Send us Fan Mail What if the journey from idea to production took five minutes? Eficode CTO Marko Klemetti joins Pinja Kujala to explore the “five-minute loop”: a new way of thinking about software delivery in the age of AI. They discuss why simply adding AI to existing processes isn’t enough, how automation can reshape the entire software development lifecycle, and why traditional handovers, security gates, and organizational structures could become the real bottlenecks. From AI-driven DevOps and shorter feedback loops to smaller development teams and the future of software itself, this episode asks a provocative question: if your competitors can move dramatically faster, is your organization ready to keep up?
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August 28 · 27 min
How much sovereignty do you need? Sovereign cloud, EU regulations and the cost of control
Send us Fan Mail How sovereign does your cloud actually need to be? In this episode of DevOps Sauna, Pinja Kujala and Kalle Sirkesalo unpack the different levels of digital sovereignty, from basic EU data residency and access control to operational independence, jurisdictional immunity, and fully air-gapped infrastructure. They explore how GDPR, NIS2, DORA, the EU AI Act, and other European regulations are changing cloud strategies, why greater sovereignty comes with significant costs and trade-offs, and how organizations can decide what level of control they genuinely need. If you're navigating cloud compliance, regulated industries, data sovereignty, or the growing tension between innovation and digital independence, this episode offers a practical framework for thinking about where to draw the line.
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August 14 · 37 min
Why Digital Transformations Fail: The Why, How & What of Real Change
Send us Fan Mail Why do so many transformations fail? In this episode of the DevOps Sauna, Jess Fraser-Darling joins Pinja Kujala to explore the why, how, and what of successful organizational change. They discuss leadership, measurable outcomes, employee agency, incentives, and why AI, Agile, DevOps, and technology should be enablers of transformation, not the goal itself.
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July 31 · 28 min
The cost of intelligence: AI FinOps and the future of AI spending
Send us Fan Mail AI costs can change fast, especially when tokens, premium models, and agentic workflows enter the picture. In this episode, Pinja Kujala and Henri Terho discuss AI FinOps, why AI spending is harder to predict than cloud costs, and how organizations can build visibility, governance, and smarter cost controls around AI usage.
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July 17 · 27 min
AI maturity at scale: Increasing the AI ROI from the perspective of private equity
Send us Fan Mail Pinja Kujala and Kalle Sirkesalo discuss AI maturity through the lens of private equity, exploring how portfolio companies can benchmark AI adoption, measure DevOps ROI, improve feedback loops, and move beyond tool usage toward real organizational maturity.
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July 3 · 35 min
The new product organization: How AI changes teams, not just software
Send us Fan Mail Software is becoming cheaper to build, but customer value is becoming harder to create. Henri Hämäläinen explains why organizations must evolve beyond traditional structures and embrace a new model centered around Explore, Engineer, and Evolve to fully realize AI's potential.
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June 19 · 31 min
When code is cheap, what becomes valuable? The new human advantage in the AI era
Send us Fan Mail As AI makes writing code faster, cheaper, and more accessible than ever, the real question is no longer how quickly we can build, but what truly creates value. In this episode, we explore how software development is changing when code becomes abundant, why human judgment matters more than ever, and which skills will separate great technologists from the crowd in the age of AI.
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June 5 · 27 min
The most dangerous team is a silent one: Psychological safety in high-performing teams
Send us Fan Mail In this episode of The DevOps Sauna, Pinja Kujala is joined by Alexandra Aldershaab to explore why psychological safety remains one of the most important ingredients of high-performing teams. They discuss why psychological safety is not about avoiding disagreement, how respectful feedback drives growth, why silent teams can be dangerous, and how leaders and team members can create environments where people feel safe to speak up, challenge ideas, learn from mistakes, and innovate together. Whether you're a developer, engineering leader, DevOps practitioner, or anyone working in modern software teams, this conversation offers practical insights into building stronger, more resilient teams.
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May 22 · 24 min
Vibe coding meets UX: Can AI build great user experiences?
Send us Fan Mail In this episode of the DevOps Sauna, Pinja Kujala is joined by Senior UX Designer Ray Pohjanheimo to explore the intersection of vibe coding, AI-generated applications, and user experience design. They discuss tools like Lovable, the rise of AI-assisted prototyping, why beautiful interfaces don’t always mean good UX, and where human designers still play a critical role in accessibility, usability, and user understanding. From rapid experimentation to the risks of “design by committee,” this conversation dives into how UX is evolving in the age of AI-built software.
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May 8 · 29 min
AI vs humans? Why people still come first in the age of AI
Send us Fan Mail AI adoption isn’t just about tools, it’s about people. In this episode, Pinja Kujala is joined by Satu Kivioja-Ronkainen and Dmitry Tayya to explore what really shapes how AI works inside organizations. From fear and curiosity to unclear policies and uneven skill levels, the biggest challenges aren’t technical, they’re human. We talk about why psychological safety, learning pace, and inclusion matter more than ever, and why the most successful AI strategies start with people, not technology.
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April 24 · 25 min
Security isn’t a cost—It’s your biggest growth engine
Send us Fan Mail Security has long been treated like a necessary expense—but what if that thinking is holding your business back? In this episode, Pinja sits down with Kalle Sirkesalo to challenge the traditional narrative around security. Instead of focusing on risk avoidance and compliance, they explore how security can actively drive revenue, accelerate AI adoption, and enable faster, safer innovation. From the ROI trap of fear-based thinking to the reality of AI-powered development pipelines, this conversation dives into why organizations that treat security as a growth enabler—not a blocker—are the ones that scale. You’ll learn: Why security loses funding—and how to flip the narrative How AI is reshaping both risk and opportunity What “built-in” security actually looks like in modern pipelines Why developer experience and security must evolve together A practical way to align security with business goals Security isn’t just about preventing loss—it’s about unlocking what’s possible.
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April 10 · 26 min
You built observability… But are you actually using it?
Send us Fan Mail Everyone says they have observability—but are they actually using it? In this episode, Pinja and Stefan unpack the gap between collecting data and creating real value. From DevEx and faster debugging to experimentation and business insights, observability only works when it’s treated as a product—not just a dashboard. If your observability stack feels more like noise than insight, this one’s for you.
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April 9 · 27 min
AI agents are coming for your job… Or creating a better one?
Send us Fan Mail AI agents are evolving fast, but are we actually ready for them? In this episode, we explore the real state of agentic AI and what it means for the future of work. From Anthropic’s latest research to real-world adoption gaps, we unpack where the technology is today versus where it’s heading. We dive into how AI is already transforming coding, knowledge work, and even everyday tasks like creating slides, while raising bigger questions about jobs, productivity, and human collaboration. Will AI replace roles, or create entirely new ones? And how should organizations adapt before the gap between capability and adoption gets even wider?
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March 13 · 30 min
From copilots to autonomous agents: The agentic shift in DevOps
Send us Fan Mail AI copilots are everywhere in software development today. But the real transformation is only beginning. In this episode of DevOps Sauna, Pinja and Stefan explore the Agentic Shift — the move from AI assistants that respond to prompts toward autonomous agents that can pursue goals, make decisions, and act independently inside complex systems. They discuss what it really takes for organizations to move from AI copilots to AI coworkers, including data readiness, governance, security, and organizational maturity. Because deploying autonomous agents is not just a technical challenge — it’s also about responsibility, guardrails, and understanding the risks of letting AI operate with increasing autonomy. You’ll also hear how concepts like domain-driven design, bounded contexts, and incident response automation may shape the first real use cases for autonomous AI agents in DevOps environments. If your organization is experimenting with AI today, this conversation will help you understand what the next phase of AI adoption actually looks like.
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February 27 · 29 min
AI Governance in 2026: Why the EU AI Act changes everything
Send us Fan Mail AI is moving fast. Regulation is catching up. In this episode of the DevOps Sauna, Pinja and Stefan are joined by Nora Fosse from Eficode to break down what AI governance really means in 2026. With the EU AI Act coming into force and fines up to 7% of annual turnover, governance is no longer optional. But is it a brake on innovation or the engine that enables scale? They explore the four pillars of AI governance and why, in the age of autonomous agents, hope is not a strategy.
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February 13 · 31 min
AI FinOps: Why GPUs are expensive (and often wasted)
Send us Fan Mail AI is everywhere, but the real cost often stays hidden. In this episode of DevOps Sauna, Pinja and Stefan dive into AI FinOps and explore why GPUs are expensive and why so much AI infrastructure ends up underutilized. They unpack hidden costs like idle hardware, power consumption, networking, and data movement, and explain why traditional Cloud FinOps doesn’t fully apply to AI workloads. They also discuss how Kubernetes and Dynamic Resource Allocation (DRA) can help improve GPU utilization, and why visibility, ownership, and organizational maturity matter just as much as tooling.
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January 30 · 31 min
Your platform is a product – act like it! Internal developer platforms, platform engineering, and developer experience
Send us Fan Mail Internal developer platforms are no longer just technical tooling. In this episode, Pinja and Stefan explore why your internal developer platform should be treated like a customer-facing product. They discuss user-centric platform design, adoption and shadow platforms, lifecycle management, roadmapping, and continuous improvement. From developer experience and security to cost visibility and business alignment, this episode breaks down what it really means to build and run an IDP that people actually want to use. If you’re building a platform, build it like you mean it.
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January 16 · 36 min
The Six Trends on SDLC: From Copilots to Autonomous Agents and more in 2026
Send us Fan Mail In this episode of DevOps Sauna, Pinja Kujala and Stefan Poulsen break down the six key trends shaping the software development lifecycle in 2026. From the move from AI copilots to autonomous agents, to governance, regulation, cloud sovereignty, platform engineering, and AI cost optimization, this episode offers a practical look at what these shifts mean for modern organizations. A must-listen for CTOs, C-level leaders, and anyone working across DevOps and platform engineering.
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January 2 · 26 min
Blameless Postmortems and Incident Response: How DevOps teams learn without blame
Send us Fan Mail In this episode of DevOps Sauna, Pinja and Stefan unpack what a good incident response actually looks like, from the moment an issue is discovered to recovery, communication, and learning afterward. They dive into real-world incident management practices: defining incident severity, assigning the right roles, running mock incidents, validating backups, and communicating clearly without panic. The conversation also tackles one of the hardest topics in engineering culture: blameless postmortems and psychological safety. If you care about DevOps, security, platform engineering, or building resilient teams that learn from failure rather than hide it, this episode is for you.
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