6 RESULTS
IffatFatima

Evaluating Software Architecture for Sustainability

As sustainability becomes a key concern for organizations, evaluating its impact through software architecture is crucial for long-term success. This talk introduces a Software Architecture Evaluation Method designed for assessing 4D sustainability (economic, environmental, social, and technical), providing participants with practical techniques to assess and prioritize design decisions based on sustainability criteria. Attendees will learn how to perform trade-off analysis, calculate a Sustainability Impact Score, and interpret it, enabling a holistic evaluation of architectural choices. The talk will also share results and lessons learned from our case studies, equipping participants with actionable insights for conducting in-house sustainability evaluations within their software organizations.

Robert och jakob

Ethics and Data Security in the Age of AI

Building a public-facing chatbot powered by Large Language Models (LLMs) comes with some unique challenges, ensuring responses are accurate, grounded, and aligned with ethical guidelines and business regulations.
In this session, we’ll explore how we leveraged Azure OpenAI to create a customer chatbot that ”plays nice” taking into account aspects like EU AI Act and highly regulated business requirements.
Some key takeaways:
– Grounding responses with confidence: How we leveraged external data sources, content moderation, and prompt engineering to ensure the chatbot consistently delivers accurate and grounded responses.
– Preventing harmful interactions, techniques for mitigating risks of the chatbot engaging in inappropriate or harmful conversations, including ethical considerations.
– Automating Evaluation Pipelines: How we developed automated systems to evaluate chatbot responses, ensuring measurable improvements and avoiding regressions when updating prompts or models.
– Architectural decisions and Azure services that we used to create a scalable and resilient chatbot solution.
– Lessons learned from real world usage
Daniel Melin

Europeisk digital suveränitet i tider av stor oro

I denna session tar Daniel Melin upp ett antal avgörande frågor kring Sveriges säkerhet och teknologiska självständighet. Han diskuterar vilka konsekvenser det kan få att Sverige befinner sig i ett krigsliknande tillstånd och hur vår position förändras i och med att USA inte längre är en självklar allierad. Vidare lyfter han vikten av att Sverige i alla lägen behåller kontroll över kritisk information, samt frågan om EuroStack kan utgöra en möjlig lösning på dessa utmaningar.