I am a game developer, AI researcher, and Co-founder of Giant Otter Technologies.
I recently completed my PhD at the MIT Media Lab, with the dissertation
Collective Artificial Intelligence: Simulated Role-Playing from Crowdsourced Data.
Prior to enrolling at the Media Lab, I developed several generations of AI systems in the game industry.
As a Senior Engineer at Monolith Productions, I focused on
goal-oriented autonomous character behavior and planning, while developing award-winning AI systems for No One Lives Forever 2
(NOLF2) and F.E.A.R.
Follow my research at: http://CollectiveAI.blogspot.com
and on Twitter: @jorkin
|05/13 - ||Co-founded Giant Otter Technologies.|
|01/13 - ||Completed my PhD at the MIT Media Lab. Here is my dissertation.|
|10/12 - ||Presented a paper at AIIDE 2012, Palo Alto, CA.|
|09/12 - ||Keynote at IEEE Computational Intelligence & Games, Granada, Spain.|
|04/12 - ||Improviso wins an Ernie Award.|
|10/11 - ||Improviso accepted as a finalist at IndieCade 2011.|
|09/11 - ||Invited talk at ENLG 2011, Nancy, France.|
|01/11 - ||New research blog: http://collectiveAI.blogspot.com.|
|11/10 - ||Invited talk at the Montreal International Game Summit.|
|07/10 - ||Invited talk at the AI and Fun workshop at AAAI 2010, Atlanta, GA.|
|06/10 - ||Presented a paper at the Intelligent Narrative Technologies workshop, Monterey, CA.|
|05/10 - ||Invited talk at the Planning in Games workshop at ICAPS 2010, Toronto.|
|03/10 - ||Paper included in the Game Studies Download 5.0 top 10 at GDC 2010.|
|02/10 - ||Grant awarded by the Singapore-MIT GAMBIT Game Lab for "Collective AI for Social Role-Playing Agents."|
|08/09 - ||NOLF2, F.E.A.R., and The Restaurant Game appear in Expressive Processing.|
|07/09 - ||Invited talk at SARA 2009, Lake Arrowhead, CA.|
|05/09 - ||Presented a paper at AAMAS 2009, Budapest.|
|06/08 - ||Keynote at the Interactive Robot Learning workshop at RSS 2008, Zurich.|
|09/07 - ||AIGameDev.com rates F.E.A.R. the #2 Most Influential AI Game.|
|08/07 - ||NPR's Ira Flatow mentions The Restaurant Game on Science Friday.|
|03/06 - ||F.E.A.R. AI presentation at GDC 2006.|
|12/05 - ||F.E.A.R. wins Gamespot.com's 2005 Best AI award.|
Online Game Changers - The Boston Herald (July 1, 2013)
Crowdsourced Online Learning Gives Robots Human Skills - New Scientist (July 26, 2011)
Collective AI: A Conversation with MITís Jeff Orkin - h+ Magazine (April 5, 2011)
A Video Game Helps Artificial Intelligences Learn to Learn - Popular Science (July 30, 2009)
Games That Design Themselves - h+ Magazine (July 27, 2009)
How AI in Games Works: The Planning System - bit-tech.net (March 5, 2009)
Bots Get Smart - IEEE Spectrum (December 2008)
Intelligent Design: Where is AI going? (part 1 & part 5) - Three Speech (November 2008)
Turning Dumb Dialogue into Intelligent Conversation - The Guardian (October 30, 2008)
Toward More Human Video Game Characters - IEEE Intelligent Systems (July/August 2008)
One-to-One - SEED (The Design Issue, April 2008)
Game Designers Test the Limits of Artificial Intelligence - The Boston Globe (June 17, 2007)
Once More with Feeling - New Scientist (March 24, 2007)
Dossier Intelligence Artificielle - Joystick (December 2005)
Redfining the Power of the Gamer - The New York Times (June 7, 2005)
Super Shooters: Real Enemy AI - PC Gamer (November 2002)
Hot Shareware - Multimedia World (June 1996)
Collective AI - crowdsourcing + pattern-discovery + case-based planning.
The Restaurant Game - collaborative authoring of social behavior.
Goal-Oriented Action Planning (GOAP) - real-time planning in games.
General Exams Reading List - readings about AI, storytelling, and natural language.
The AI Programmer's Bookshelf - a game AI programming book list.
| SELECTED PUBLICATIONS & PRESENTATIONS|
Orkin (2013), Collective Artificial Intelligence: Simulated Role-Playing from Crowdsourced Data. PhD Thesis, MIT Media Lab.
Orkin & Roy (2012), Understanding Speech in Interactive Narratives with Crowdsourced Data. Proceedings of the Artificial Intelligence and Interactive Digital Entertainment Conference (AIIDE).
Orkin, Smith, Reckman & Roy (2010), Semi-Automatic Task Recognition for Interactive Narratives with EAT & RUN. Proceedings of the 3rd Intelligent Narrative Technologies Workshop (INT3).
Orkin & Roy (2009), Automatic Learning and Generation of Social Behavior from Collective Human Gameplay. Proceedings of the 8th International Conference on Autonomous Agents and Multiagent Systems (AAMAS).
Orkin & Roy (2007), The Restaurant Game: Learning Social Behavior and Language from Thousands of Players Online. Journal of Game Development, 3(1), 39-60.
Orkin (2006), Three States and a Plan: The AI of F.E.A.R. Proceedings of the Game Developer's Conference (GDC).
[paper | slides]
Orkin (2005), Agent Architecture Considerations for Real-Time Planning in Games. Proceedings of the Artificial Intelligence and Interactive Digital Entertainment Conference (AIIDE).
[paper | slides]
Orkin (2004), Symbolic Representation of Game World State: Toward Real-Time Planning in Games. Proceedings of the AAAI Workshop on Challenges in Game AI.
[paper | slides]
F.E.A.R. (X360/PS3/PC) - Monolith Productions/VU Games, 2005
Condemned: Criminal Origins (X360/PC) - Monolith Productions/Sega, 2005
Tron 2.0 (PC) - Monolith Productions/Buena Vista, 2003
No One Lives Forever 2 (PC) - Monolith Productions/Sierra, 2002
King's Quest: Mask of Eternity (PC) - Sierra, 1998