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A curious recipe of tech, combining deep understanding of digital realities, sprinkled with perspectives of humanity on top. Written by humans, assisted by AI. Read on!

At the forefront of time and technology

Kipinä
Insights

A curious recipe of tech, combining deep understanding of digital realities, sprinkled with perspectives of humanity on top. Written by humans, assisted by AI. Read on!

By topic:

From Developer to Agent Director: What Have We Learned from Agentic Development Training?

AI agents are transforming software development faster than many anticipated just a year ago. Over the past year, we have trained development teams and organizations in agentic development, and in doing so, we have observed that the biggest challenges are no longer technological. Competitive advantage is derived from the ability to envision the new, build secure operating models, and master the orchestration of agents as part of daily team routines.

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Artificial Intelligence, Community Jari Huilla Artificial Intelligence, Community Jari Huilla

4 hours, 6 coding projects, 0 constraints — what we learned when we let our experts loose

Creative professionals need to pause from time to time and make space for experimentation. The best way to understand new tools is to use them for open-ended exploration of ideas that genuinely interest you. Kipinä's Friday hackathon comprised four hours free of specs, backlogs, or predefined problems—just an opportunity and the curiosity to see what happens when we combine years of expertise with modern AI tools.

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Three Insights: What Locally Run AI Actually Means for Businesses

Locally hosted AI gives businesses greater control, enhanced security, and predictability in leveraging artificial intelligence. This blog explores three key insights: why maintaining your own environment reduces risk, how models maintain stability, and why the best solutions stem from combining local and cloud-based AI deployments.

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Kipinä turns 5! An AI-capable community is built on trust, not technology

Kipinä Software originated five years ago from four core ideas: the best team wins, appreciation attracts top talent, well-functioning experts create value for clients, and meaning alongside balance are at the heart of business. Born from these concepts, the company has grown into a community of 40 experts, achieving high customer satisfaction and B Corp certification – but what matters most is not growth or the numbers, but how we got here and why these original beliefs are more relevant today than ever before.

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Technology, AI Jari Huilla Technology, AI Jari Huilla

Running local AI models on Linux: GLM-4.7-Flash with vLLM on Fedora Silverblue (RTX PRO 6000 Blackwell)

In theory, closed AI models running on external servers would be enough. In reality, organizations must consider risks related to information security, geopolitics, bias, service availability, and cost control. One practical way to gain more control is running and fine-tuning open-weight models on your own hardware. In this post, Jari shares what it took to build and run a local AI workstation at Kipinä — from key decisions to real-world hurdles.

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Kipinä Breakfast Club Jan 29, 2026: hope for the future is driven by trust, humanity, and human-centric digital development

Kipinä Breakfast Club brought together 40 business leaders and digital decision-makers to discuss artificial intelligence, cybersecurity, and the future of digital development. The discussion highlighted five key themes: trust as a competitive advantage, the role of humans in the age of AI, psychological safety, resilience, and structures that enable new value—based on the Collective Vision 2026 mindset.

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Humans and Machines: Building Learning Cultures in the Age of AI

In the rapidly evolving landscape of technology, we are forced to ask ourselves a difficult question: In one word, what human skill is the most crucial in the age of AI?

As we’re heading into 2026, businesses must prepare for a future where humans and machines collaborate rather than compete. But with AI becoming exponentially better, why should humans keep learning at all?

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From a developer's perspective: A lightweight experiment reveals the hidden dangers of careless AI coding in software development

AI can write code in a matter of hours, but comprehension and security do not materialize just as quickly. This lightweight experiment revealed how AI-driven software development can introduce critical vulnerabilities if best practices are compromised – and why the human role in understanding the codebase remains indispensable.

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Artificial Septelligence 2025 - unlocking the power of agentic coding

Agentic coding is revolutionising software development. When combined with documentation, test-driven development and quality management, AI agents can accelerate coding and deliver sustainable business growth. The Artificial Septelligence event delved into real-world examples of how AI is transforming everyday software development.

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The next phase of AI – five key perspectives

The next wave of artificial intelligence demands more than just cutting-edge technology: it requires precise problem definition, high-quality data, business-driven implementation, robust security, and a human-centric approach alongside technology. Kipinä's experts outline five key perspectives to ensure your AI solutions are genuinely scalable, secure, and impactful.

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What is AI actually good for – and what is it not? An in-depth guide for technical decision-makers

Artificial intelligence has been utilized in digital solutions for a long time, but the current pace of advancement is exceptionally rapid. Kipinä's CTO Jari Huilla pauses to ask: What lies at the root of today's challenges regarding the limited context windows of large language models? Take a look under the hood at the mathematical boundary conditions of the transformer architecture and discover how to navigate these constraints now and in the future.

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From a developer's perspective: Psychological safety, ego, and the challenge of transparency in the era of AI

Empathy, ego, and artificial intelligence – what happens when humans dare to be incomplete in the presence of AI?
Agile Coach Arto Kellokoski explores the interplay between artificial intelligence and humanity in his blog. He writes about psychological safety, the impact of the ego on decision-making, and how AI can act as an emotional sounding board – supporting reflection and presence, not just efficiency.

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From a developer's perspective: High-quality data is always at the foundation of the best AI solution.

There is a lot of talk about AI solutions, but less about what they are actually built on. The answer is simple: data. And not just any data, but high-quality, reliable, and business-driven data.

Antti Rintala, a consultant at Kipinä, has outlined in his blog series the foundation required to leverage artificial intelligence. In this summary, we compile key perspectives that help build a solid foundation not only for AI solutions, but also for sustainable data-driven management.

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What does commercializing an AI solution require? Lessons learned from two development projects.

An AI solution often sounds like it involves a massive amount of mathematics, black boxes, and consultant jargon. But when you look at it from a practical standpoint, building an AI product is ultimately not that mystical. It requires the same thing as any successful product: a clear problem, a bold vision, and a great team.

In this blog, I discuss two very different customer cases at Kipinä – and what we learned from them about building an AI product. The first story starts from a doctor's everyday life. The second stems from a global objective to make ESG measurable.

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From a developer's perspective: In the gauntlet of artificial intelligence and information security, human accountability is paramount.

Every developer recognizes the risks posed by time constraints, pressure, and high personal standards when relying on something—such as a third-party library, an out-of-the-box solution, or a colleague's recommendation—that they do not fully understand. Attending the annual AWS re:Invent technology conference in Las Vegas truly opened my eyes to my responsibility as a developer when utilizing AI-generated code.

“As developers and clients, do we sufficiently recognize the ongoing race between AI and cybersecurity in software development? Do we acknowledge the risks of tight schedules and ever-accelerating momentum?”

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Want to find your way from data problems to data potential?

Have you noticed that when discussing data, the conversation quickly turns to typical challenges such as data quality, architecture or utilization - rather than the opportunities it offers? We put together a list of common challenges and alternative ideas to help us move our customers towards a culture where data conversations focus on the true competitive advantage of data and its smooth exploitation against the backdrop of AI, rather than on problems.

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Artificial Intelligence, Community Nora Lindahl Artificial Intelligence, Community Nora Lindahl

Battleship and collaborative learning

It is common for Kipinä's people to take a day away from their normal working context and projects, to learn from each other and gain a new perspective on teamwork and problem solving. In March, the gang got together for a full day to play a game of shipwreck. However, this Battleship day was somewhat different from what you might imagine from a game night.

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