Professional
Profile
I am a situation and narrative modeler with 17 years of experience using structures from storytelling to address shortfalls in computational models of the open world. My goal is to develop formal models of multi-contextual influence and situated reasoning for artificial intelligence, to support agile, intelligent technologies, especially for Defence. My transdisciplinary methods have been applied in collaboration with Disney Research, the Weiss Lab at UCLA and with context logician, Keith Devlin, at Stanford University. My projects have been awarded $2.5M AUD in US and Australian funding and the results have been published in over 33 peer-reviewed papers, patents and science fiction works. I was an Advance Queensland Research Fellow at Trusted Autonomous Systems Defence CRC (2020–2024), and a Principal Research Fellow at Griffith University, working closely with industry partners CAE and Downer to make machines more collaborative and adaptable in situations of risk. I am now the Principal Situation Modeler at Sirius-Beta Labs, developing new approaches and technology to detect adversarial greyzone and EMS strategies, in projects funded by RAND, ADF and CASG.
Education
PhD, Writing / Computing and Information Systems
2013
University of Melbourne
BA, English and Cultural Theory, Hons first class
1998
University of Wollongong
BCA, Creative Writing
1997
University of Wollongong
Career Summary
Principal Situation Modeler, Sirius-beta Labs, QLD
2024 – now
Adjunct Principal Research Fellow, ICT, Griffith University, QLD
2024 – now
Assistant Professor, Health Professions, Eastern Virginia Medical School
2018 – now
Fellow, Trusted Autonomous Systems Defence CRC
2020 – 2024
Principal Research Fellow, Griffith University
2020 – 2024
Narrative Modeller, Sirius-Beta Corporation US
2017 – now
Consultant, Disney Research, Pittsburgh
2016 – 2017
Narrative Modeler, Sirius-Beta Corporation
2013 – 2020
Project Lead, Modeling Narrative Dynamics, Earl Industries (US Navy subcontract)
2008 – 2009
Manager, Editorial and Publishing Data, Project Syndicate, Prague
2004 – 2006
Senior Media Analyst, Media Monitors (now iSentia), Sydney
2001 – 2004
Select Grants
Co-Lead, Situational Analysis of Chinese Grey Zone Behaviour
2025 – 2026
China Research Center, RAND US · $200,000 USD ($320,000 AUD)
Co-Lead, ‘Category Theoretic Modelling of the EMS in a Contested/Congested Environment’ (SEA5011)
2025
Sirius-beta Labs, CASG · $950,000
Co-Investigator, Asgard EW
2022 – 2024
In collaboration with CAE, Queensland Defence Science Alliance · $160k
Lead, Tipping Points
2020 – 2023
Advance QLD Trusted Autonomous Systems Fellowship · $300k
Lead, Design in Information Flow
2016 – 2018
National Academies Keck Futures Initiative · $50k USD
Co-Investigator, Innernet (UCLA)
2016 – 2018
National Academies Keck Futures Initiative · $100k USD
Lead, Narrative Dynamics
2008 – 2009
Earl Industries LLC · $40k USD
Patents
System and Method for Ontology Derivation — Cardier, B., Goranson, H.T. · US10360503B2
2019
System and Method for Modeling Complex Layered Systems — Cardier, B., Goranson, H.T. · US11,790,253B2
2023
Career Highlights
Fellow at Trusted Autonomous Systems Defence CRC: In this 3.5 year position, I modelled processes of narrative inference and context change to advance human-machine collaboration and trust. These techniques were used to model the emergence of risk across workplace contexts in collaboration with Downer, and develop a new suite of representations for the augmented reality platform in collaboration with CAE. I also advised on trust in autonomous systems for international (NATO Science and Technology Office panel), national (AI and Wargaming community, Defence Science and Technology Group) and state decision-makers (Office of Innovation, QLD Government), as well as the general public.
Project Co-Investigator (Design Lead) of a $160k project, Asgard EW: Communication of EW Threats in Contested Environments, to visualize cumulative influence of assets and effects in CAE’s VR modeling tool, Asgard. This was funded by the Queensland Defence Science Alliance and awarded within the DST Agile C2 STaR Shot and brings together Griffith University, Trusted Autonomous Systems and CAE.
Project lead (Chief Investigator) of a $280k project to build a narrative modelling tool: I led this team across four institutions (Old Dominion University, Griffith University, Eastern Virginia Medical School, University College London) to develop a prototype modelling tool that used narrative principles to capture psychological, social and biological information across scale. We produced a working prototype, two peer-reviewed publications, a conference presentation and an invited talk.
Project lead (Chief Investigator) of a $50k grant from the National Academies Keck Futures Initiative (NAKFI): This project, Design in Information Flow, developed a modelling method based on narrative structure to represent the flow of influence among systems as they cross disciplines in disorders such as PTSD. Experts included: three medical researchers from the Eastern Virginia Medical School, a fashion designer and two computer scientists. An immersive Unity prototype, three peer-reviewed publications, four conference presentations and an invited talk were produced.
Narrative Modelling Consultant, Disney Research: During this 12 month project, I developed a narrative annotation method in collaboration with Albert Li from Disney Research and trained a team of coders to annotate 30,000 Quora stories for automatic identification.
Managing Editor, Africa Content: At Project Syndicate, I brought African Nobel Laureates to global news. When I joined, PS only had a dozen African member newspapers because its articles were too Europe-centric. I solicited and edited articles from African leaders such as Nobel Laureates Desmond Tutu, Wangari Maathai and Wole Soyinka, as well as the election opposition leader Berhanu Nega after the Ethiopian elections collapsed. By the time I left in 2006, there were 40 active African memberships; ten years later, membership had increased to 82 and a dedicated series for African articles has been established, The African Century.
Winner First Place, Communication Planning, Association of Media Evaluation Companies, 2003: During this four-year analysis for the Australian Federal Government as a senior Isentia analyst, I expanded existing methods of media stories to include anomalous occurrences in the analysis. This enabled the government to better position its messages, producing a fourfold increase in coverage for the Harmony Day campaign over four years. This work won the above international award.
Co-Investigator $100k NAKFI grant, Weiss Lab UCLA: This project, the Innernet, developed a design to monitor the endogenous ‘communications’ between the gut microbiome and its human host, with the aim of commercializing an approach to personalized health monitoring.
Publications
Chapters
Chapter 8, Collaborative Communication for Unnamable Risks: A creative writing approach to aligning human-machine situation models in an open world
2025
Bi-directionality in Human-AI Collaborative Systems, eds. Lawless, Mittu, Sofge, Brambilla, Elsevier
Towards Swarm Intelligence: Situating ‘noise’ within interacting information fields (with Back, Korte, Pounds)
2025
Thinking Swarms, eds. Scholz, Ng, Devitt, Abbass
Static vs Dynamic Architecture of Aware Cyber Physical Systems of Systems (with Bernus, Noran, Smith)
2025
Thinking Swarms, eds. Scholz, Ng, Devitt, Abbass
Predicting Complex Agent Outcomes based on Narrative Swarm Models (with Back)
2025
Thinking Swarms, eds. Scholz, Ng, Devitt, Abbass
Chapter 25: Outside the Lines: Visualizing Influence Across Heterogenous Contexts in PTSD (with Nielsen, Shull, Sanford)
2021
Systems Engineering and Artificial Intelligence, eds. Lawless, Mittu, Sofge, Shortell, McDermott, Springer, 535–569
Chapter 13, An Executive for Autonomous Systems, Inspired by Fear Memory Extinction (with Garcia, Goranson)
2021
Systems Engineering and Artificial Intelligence, eds. Lawless, Mittu, Sofge, Shortell, McDermott, Springer, 259–282
Trust and Safety (with Devitt, Horne, Assad, Broad, Kurniawati et al.)
2021
Robotics Roadmap for Australia V2, ed. Keay, Robotics Australia Group, 16–37
A Narrative Modeling Platform: Representing the Comprehension of Novelty in Open World Systems (with Shull, Nielsen, Diallo, Casas, Lundberg, Sanford, Ciavarra, Goranson)
2020
Human-Machine Shared Contexts, ed. Lawless, Mittu, Sofge, Elsevier, Chapter 5
The Shared Story: Narrative Principles for Innovative Collaboration
2019
Computational Context: The value, theory and application of context with AI, CRC Press, 203–228
Science-Based Research for Advanced Interoperability (with Goranson)
2014
Revolutionizing Enterprise Interoperability through Scientific Foundations, eds. Charalabidis, Lampathaki, Jardim-Goncalves, Idea Group, 322–335
Peer-Reviewed Journal Articles
Modeling the Peak of Emergence in Systems: Design and Katachi (with Goranson, Casas, Lundberg, Erioli, Takaki, Nagy, Sanford)
2017
Progress in Biophysics and Molecular Biology, 131, 213–241
Pragmatic Phenomenological Types (with Goranson, Devlin)
2015
Progress in Biophysics and Molecular Biology, Elsevier, 420–436
Progress in Biophysics and Molecular Biology, Elsevier, 141–178
Kunapipi: Journal of Post-Colonial Writing and Culture, 31, 2, 37–51
Peer-Reviewed Technical Proceedings
Communicating Unnamable Risks: Aligning Open World Situation Models Using Strategies from Creative Writing
2024
AAAI 2024 Spring Symposium Series, Stanford University, AAAI Press, 14–21
Visualizing Cumulative Risk Across Work Contexts (with Hancock)
2022
2022 IEEE Asia-Pacific Conference on Computer Science and Data Engineering (CSDE), Gold Coast, 1–6
Annotating High Level Structures of Short Stories and Personal Anecdotes (with Boyang, Wang, Metze)
2018
The 11th Language Resources and Evaluation Conference (LREC), Miyazaki, Japan
Modeling the Resituation of Memory in Neurobiology and Narrative (with Sanford, Goranson, Devlin, Lundberg, Ciavarra, Casas, Erioli)
2017
Computational Principles of Natural and Artificial Intelligence, AAAI Spring Symposium Series, 534–540
The Moving Lens: Coherence Across Heterogeneous contexts in narrative and biology
2017
Computational Context, AAAI Spring Symposium Series, 295–302
Sixth International Workshop on Computational Models of Narrative, OASICS, V. 45, 23–38
Intelligent Narrative Technologies 7, AAAI Press, 2–8
Intelligent Narrative Technologies 2: 2009 AAAI Spring Symposium, AAAI Press, 12–19
‘Kutachi’ as an Approach to Design a Narrative Dissymmetry Metric (with Goranson, Takaki)
2008
Bulletin of the Society for the Science on Form, 23 (2), 240–241 (published in Japanese only)
Intelligent Narrative Technologies: 2007 AAAI Fall Symposium, AAAI Press, 21–24
Quantum Interaction, AAAI Press, 63–70
Interdisciplinary Congress of the Society for the Interdisciplinary Study of Symmetry, University of Buenos Aires
Edited Book
The Berkeley Guide to Mexico 1996 (with Malsberger, Henschell)
1995
Random House, New York, ISBN 0679029878
Non-Fiction Articles in Newspapers, Magazines and Reports
Recovery is Not Enough (with Goranson), El Economista, Mexico
2020
Syndicated to twenty other newspapers in 8 languages
The Future of Storytelling (with Goranson), Stabroek News, Guyana
2014
Syndicated to five other newspapers
The Curing Machine (with Goranson), Al Jarida, Kuwait
2013
Syndicated to seventeen other newspapers, in six languages
Shooting Scripts (with Goranson), Taipei Times, Taiwan
2007
Also published in The Reporter, Ethiopia
A Symmetric Tourist in Tihany
2005
The Mathematical Intelligencer, Springer, 41–43
Conference & Speaking Activity
Invited Speaker
Communicating Unnamable Risks: Aligning Open World Situation Models Using Strategies From Creative Writing — AAAI Spring Symposium on Bi-directionality in Human-AI Collaborative Systems (virtual, Palo Alto)
2024
Unanticipated Narratives: Modelling Cumulative and Situated Futures — Accelerating Asymmetric Advantage through Autonomy, TAS Symposium 2023, QUT, Brisbane
2023
Panel: Ethics and AI virtual roundtable — The Governance Institute, online
2022
Featured: Modelling Narratives and Dialogue, within TASDCRC presentation The Gaps: Realising AI for Defence (with Devitt, Marshall) — ADSTAR, Sydney
2022
Panel: Meaningful Human Control of AI-based Systems — NATO Science and Technology Organisation, online
2021
Panel: The Research Behind the Games of Defence — PAX Aus Gaming convention, online
2021
Conceptual Styles in Interdisciplinary Work — Roundtable to advise Queensland Government Director General of Innovation John Lee, University of Queensland
2021
Driving Narratives: Using Story Dynamics to Model Open World Influence — AI and Wargaming seminar, Defence Science and Technology Group
2021
Trusted Autonomous Systems Research Fellows Presentations — Queensland AI Hub, Fortitude Valley
2021
Connecting the Dots: Representing Real-World Systems Across Multiple Heterogenous Models (with Shull, Casas, Nielsen, Garcia, Wellman, Hargsoon, Britten, Sanford) — AAAI Fall Symposium on Computational Context (virtual, Palo Alto)
2020
Taming Open World Problems Using Narrative — National Online TASDCRC Fellows Seminar
2020
A Narrative Modeling Platform: Modeling Implicit Influence Among Contexts (with Goranson, Diallo, Shull, Casas, Nielsen, Lundberg, Sanford, Ciavarra) — AAAI Spring Symposium on Computational Context, Palo Alto
2019
An Honest Take on Being a Young Woman Leader — Young Women Leaders in AI, Griffith University Gold Coast
2019
Design in Information Flow, Artscience Converged — Café Artscience, Harvard University, National Academies Keck Futures Initiative, Cambridge, MA
2017
From Right to Left: The Story, Topoiesis Project — Center for the Study of Language and Information, Stanford University
2009
Core Structures Across Art and Science — ISIS-S Mini-Symposium, Galeria IX, Budapest
2003
Presentations
Situated Reasoning for Next Generation Risk Modelling (with Hancock, Seligman) — Risk 2023, Risk Engineering Society, Brisbane
2023
Late Binding Dependence in Collaborating Systems: User Environments for a Situated Reasoner (with Goranson, Garcia) — 14th International Conference on Applied Human Factors and Ergonomics, San Francisco
2023
Visualizing Cumulative Risk Across Work Contexts (with Hancock) — 9th IEEE Asia-Pacific Conference on Computer Science and Data Engineering, Gold Coast
2022
Wargaming responsibility in future military operations (with Devitt, Marshall) — Defence Human Sciences Symposium 2022: Human Sciences in the Grey Zone, Western Sydney University
2022
A Two-Sorted Logic — Online Defence Science Technology Group presentation
2022
Trust and Assurance Ecology — Trusted Autonomous Systems Defence CRC Workshop, Brisbane
2021
Abstraction Strategies for Complex Hybrid Systems (with Garcia, Goranson) — AAAI Spring Symposium on Computational Context, Palo Alto
2020
Taming Open World Problems Using Narrative — Online Defence Science Technology Group presentation
2020
A Cathedral of Data: Using Asymmetry to Annotate Real-World Artefacts in Virtual Reality (with Shull, Casas, Nielsen, Goranson, Sanford, Lundberg) — Symmetry: Art and Science, 11th Congress and Exhibition of SIS, Kanazawa, Japan
2019
Annotating High-Level Structures of Short Stories and Personal Anecdotes (with Li, Wang, Metze) — Conference on Language Resources and Evaluation, Miyazaki, Japan
2018
STEAMSHIP outreach for rural communities (with Uhls, Balangee, Forsythe, Figueroa, Liu, Davis, Mecartney) — National Academies Keck Futures Initiative, Irvine, California
2017
Coherence in Unfamiliar Fantasy Fiction: A Dynamic Model Based on Ontology — 27th Annual Meeting for the Society for Text and Discourse, Philadelphia
2017
The Moving Lens: Coherence across Heterogeneous Contexts in Narrative and Biology — AAAI Computational Context Spring Symposium, Palo Alto
2017
An Unreasonable Effectiveness: Husimi and Exploratory Origami (with Goranson) — Society of the Interdisciplinary Study of Symmetry, Adelaide
2016
The Evolution of Interpretive Contexts in Stories — 6th Workshop on the Computational Models of Narrative, Georgia Institute of Technology, Atlanta
2015
Collaborating with Your Microbiome (with Weiss, West, Polli, Kudla, Casas) — National Academies Keck Futures Initiative, Irvine, California
2015
Narrative Causal Impetus: Governance through Situational Shift in ‘Game of Thrones’ — AAAI Intelligent Narrative Technologies, University of Wisconsin, Milwaukee
2014
Seismic Semantic Federation: The View from Machu Picchu — AAAI Intelligent Narrative Technologies II, Stanford University
2009
Katachi as an Approach to Design; a Narrative Dissymmetry Metric (with Takaki, Goranson) — 6th Congress of the Japanese Society for the Science of Form, University of Kyoto
2008
The Story Molecule: Narrative as Information — AAAI Intelligent Narrative Technologies, Arlington, Washington DC
2007
A Bridge of Forms: From Embodiment to Information (with Goranson) — Interdisciplinary Congress of the Society for the Interdisciplinary Study of Symmetry, University of Buenos Aires
2007
Narrative All the Way Down (with Goranson) — Capital Science, National Science Foundation, Washington DC
2006
Teaching
Griffith University, Brisbane — Online Instructor. Virtual and Augmented Reality, guest lecture in Creative Ideation and Collaboration
2022
Eastern Virginia Medical School, Norfolk — Online Instructor. Building Interdisciplinary Collaboration, Professional Development Bytes, Continuing Medical Education
2018
Eastern Virginia Medical School, Norfolk — Faculty Development Instructor. Building Collaborative Teams: Lessons from Storytellers
2018
Guest lecturer, Narrative Architectures, Texas A&M University
2018
Transitional Options for Women, Roanoke — Workshop Designer and Teacher. Taught three-day workshop Building Your Story to women recently released from prison
2016
University of Melbourne, Melbourne — Teaching Assistant, Instructor of Record. Creative Writing Ideas and Practice
2008
Sydney Institute of Technology, Sydney — Sole Instructor. Computer Studies, Adult Literacy, Tutorial Support (Adult Basic Education)
1997 – 2002
Faculty Development
25 Evidence Based Ways 10 Minutes Can Change Your Life — 3rd Annual Waldholtz Wellness Event, Eastern Virginia Medical School
2021
Psychiatry: Autism and Communication — Eastern Virginia Medical School
2018
Big Data in Biomedical Research — Eastern Virginia Medical School
2018
Leadership and Team Temperament — Eastern Virginia Medical School
2018
Professional Service
International
Advisory Board, International Society for the Interdisciplinary Study of Symmetry
2004 – now
Scientific Committee, International Conference on Language Resources and Evaluation
2021
Manuscript reviewer for the International Conference on Interactive Digital Storytelling
2016 – 2021
Manuscript reviewer for interdisciplinary journal Symmetry: Art and Science
2012
Manuscript reviewer for Autonomous Agents and Multiagent Systems
2007
National
Program Committee, AAAI Spring Symposium, Bi-directionality in Human-AI Collaborative Systems
2024
Chapter reviewer for Thinking Swarms book
2023
Program Committee, AAAI Spring Symposium on Computational Context
2018 – 2021
Committee Member, STEM4Girls, Assoc. for the Advancement of University Women
2016, 2017
Manuscript reviewer for Text: Journal of Writing and Writing Courses
2014
PhD Committee
Nielsen, A., Building Cathedrals of Data: Organizational, Curricular and Technological Challenges Facing Practitioners in the Field of Technical Communication — Primary Supervisor Daniel Richards, English, Arts and Letters, Old Dominion University, Virginia
2020 – now
Referees
Peter Bernus — Associate Professor, School of Information and Communication Technology, Institute for Integrated and Intelligent Systems, Griffith University
Daniel Salmond — Group Leader, Information Warfare Command & Control, Information Interoperability, Information Sciences Division, Defence Science and Technology Group
Contact details available on request.