Sasmoko

XAI-AGLearn: Toward Negotiable Personalization in Explainable Adaptive Gamified Learning Systems

Adaptive learning systems, powered by AI, are proficient at personalizing educational material and remain opaque in their judgment; adding gamification increases engagement, but it is mostly implemented in a one-size-fits-all manner; and Explainable AI (XAI) continues to evolve, but has yet to be systematically integra...

SAIL-LLM: A Risk-Aware Architecture for Preventing Employee-Driven Data Leakage in Enterprise LLM Deployments

Enterprise employees increasingly use Large Language Models (LLMs) to summarize documents, analyze business data, and support daily work, creating a pre-inference leakage risk when confidential content is submitted before organizational policy controls are applied. This paper proposes SAIL-LLM, a situational awareness-...

A Controlled Benchmark of Prompt Design for Instruction-Following Reliability in Large Language Models