Site Index.

Background, research overview, industry experience, and international board membership.

Research themes, selected publications, PhD supervision, and competitive funding portfolio.

Director of Education at Monash — teaching philosophy, courses, and academic leadership roles.

Best paper awards, fellowships, keynotes, policy panels, and practitioner outreach.

Conference organisation, editorial boards, and program committee membership.

Full career timeline from industry to academia, across three countries.

Speaking topics, consulting and advisory services, and how to get in touch.

Using LLMs, RAG, and NLP to automate how requirements are elicited, validated, and translated into verifiable system behaviour.

Specifying, monitoring, and governing AI systems so they remain trustworthy — covering fairness, runtime monitoring, and guardrails.

Placing human needs, cognitive constraints, and social context at the centre of software design through empirical studies and accessibility engineering.

Applied software engineering research spanning adaptive systems, mobile ecosystems, defect management, and IoT — often with industry partners.

Requirements-Driven Software Quality Assurance using LLMs · Primary Supervisor · Monash University

Ethics Framework for Generative AI in Healthcare Software · Primary Supervisor · Monash University

Web Portal for Climate Resilient Agricultural Services · Primary Supervisor · Monash University / IITB

Safeguarding the Development and Usage of Agentic AI Applications in the Enterprise Context · Associate Supervisor · Monash University

Model-Driven Engineering for Runtime Monitoring of Human-Centric Requirements · Associate Supervisor · Monash University

Intelligent Social Media Platform for Cultural Heritage Preservation · Associate Supervisor · Monash University

Agentic AI-Driven Modular Orchestration for Trustworthy Personalised Wellness · Associate Supervisor · Monash University

Software Engineering Methods for Misinformation Detection and Mitigation · Associate Supervisor · Monash University

Human-Centered Software Defect Management · 2025 · Monash University · Now: Senior Product Security Engineer, Atlassian

Resource Management and Scheduling for Vehicular Networks · 2025 · Monash University · Now: Assistant Professor, Aligarh Muslim University

Requirements Engineering for AI Systems · 2024 · Deakin University · Now: AI Technical Standards Expert, Australian Federal Government

Context-Aware Deep Learning for Effective Unit Test Case Generation and Repair · 2026 · Monash University · Now: Senior Consultant, Software Testing