3 papers
cs.SE2026
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…
cs.AI2026
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…
cs.AI2026
Contextualized Early Detection of Online Firestorms: A Sequential LLM-Based Approach
Besim Shala, Peter Mandl, Andreas Humpe +1
Online firestorms are rapid collective escalations of highly negative user-generated content and may cause substantial reputational and economic damage. Existing detectors usually…