5 papers
LLM Non-Determinism in Deterministic Processes: A Controlled Variation Space for Constraining the Propagation of Non-Determinism
Paul Darius Mandl, Peter Mandl, Martin Häusl
Large Language Models are increasingly used in software development processes that rely on defined states, rules, and approvals. This creates a tension between the flexibility of L…
AI Exposure and AI Resilience: A Two-Dimensional Assessment Framework for Software and Software-Based Business Model
Paul Darius Mandl, Peter Mandl, Martin Häusl
Artificial intelligence is changing both software production and the economics of software-based business models. Classical technology due diligence mainly examines technical prope…
The Distributed Open-Source Vulnerability Ecosystem
Peter Mandl, Paul Mandl
Identifying known software vulnerabilities is a central task in software supply chain security management. Although publicly available vulnerability information is based on shared…
AI-driven Software Development: A Pragmatic Path to Agentic Development Processes
Peter Mandl, Paul Mandl
Generative AI is transforming software development from localized tool support into development work that is embedded in processes, tools, and organizational structures. Its use no…
A Ground-Truth-Based Evaluation of Vulnerability Detection Across Multiple Ecosystems
Peter Mandl, Paul Mandl, Martin Häusl +1
Automated vulnerability detection tools are widely used to identify security vulnerabilities in software dependencies. However, the evaluation of such tools remains challenging due…