When I read “Ghost Fleet” from writing duo Singer and Cole last year, I found myself saying “this would make a great movie!” (My review of it can be found here). That book, written some five years ago, captured most realistically what a war with China might look like--a subject even more relevant today given the US’ focus on “great power competition.”With their latest novel/future historical fiction “Burn-In: A Novel of the Real Robotic Revolution”, the duo tackles a future in which AI, drones and robotics have continued their current development trajectory to the point where they’ve consumed every aspect of American life. Unfortunately, these “developments” have left gaping vulnerabilities within the US infrastructure that are exploited by a group of homegrown terrorists.
The term “burn-in” was first used in the late 60’s with the rise of computing meaning “the continuous operation of a device (such as a computer) as a test for defects or failure prior to putting it to use.” The authors use AI “to mean the capability of a machine to imitate, match, or surpass an intelligent human behavior or task with “intelligent” defined as able to function appropriately and with foresight in its environment.” These definitions are particularly useful when applied to the convergence of AI and robotics as the authors show with the partnership between the FBI agent and her prototype robot partner as they battle a series of devastating terrorist attacks. From a purely thriller/action perspective, the novel moves quickly and keeps the pages turning but its real intent is to prompt the reader to think through the implications of what this “rise of the machines” really means--after all as the main character notes: “Machines were built on assumptions that meant one thing in a lab and another in a narrow alley reeking of dog shit and gunpowder.” Ultimately, this book shows that similar assumptions are made with regards to AI and robotics that mean one thing when “the good guys” (i.e., the USG) have them but can mean something altogether different when they fall into the hands of maligned actors.
Key Quotes:
She held out her hand, and as the two shook, Richter added with a wry smile, “And thank you for your service.” To another vet, it was as big a “Fuck You” as could be said.
Page: 48
“TAMS,” Modi said. “Tell Agent Noritz what a ‘burn-in’ is.” “A burn-in is defined as ‘the continuous operation of a device, such as a computer, as a test for defects or failure prior to putting it to use,’” answered the machine.
Page: 49
What an AI system can bring to an agent are the very same things it brought to a soldier in the field or a stock trader on Wall Street: machine-speed collection, collation, and analysis of information. It isn’t about replacing, but freeing up the human. Think of it not as artificial intelligence but augmented intelligence.
Page: 54
Automation had always seemed a problem just for truck drivers or factory workers, until suddenly it wasn’t.23 It turned out that not even a Yale Law degree could compete with the algorithms.
Page: 94
“That’s actually it—facing an adversary is not just what makes an AI more useful in the real world, but it’s also how the machine itself becomes more intelligent.” “A revolution from evolution.”
Page: 105
DARPA’s old motto from its days dominating the world of information: Scientia Est Potentia, Latin for “Knowledge Is Power.” Like so much else, they’d actually gotten it wrong. Back in 1655, Hobbes had explained the true intent of the translation: “The end of knowledge is power . . . Lastly, the scope of all speculation is the performing of some action, or thing to be done.”
Page: 109
Machines were built on assumptions that meant one thing in a lab and another in a narrow alley reeking of dog shit and gunpowder.
Key References (basically many of the author's footnotes arranged by three subjects):
History/Foreign Policy/Culture
Robotics/Drone/Weapons
AI/ General Technology
History/Foreign Policy/Culture:
Deep Dream Generator. Accessed July 23, 2019. https://deepdreamgenerator.com/#gallery
David T. Zabecki, “The Greatest German General No One Ever Heard Of.” Historynet, May 12, 2008. https://www.historynet.com/the-greatest-german-general-no-one-ever-heard-of.htm
Anne-Marie Slaughter, “Why Women Still Can’t Have It All.” The Atlantic, July/August 2012. https://www.theatlantic.com/magazine/archive/2012/07/why-women-still-cant-have-it-all/309020/
John Ismay, “Stargazing in a War Zone.” New York Times, September 12, 2019. https://www.nytimes.com/2019/09/12/magazine/stargazing-war-zone.html
Leela Jacinto, “Turkey’s Coup Brought to You via Plotters’ WhatsApp Posts.” France24, July 25, 2016. https://www.france24.com/en/20160725-turkey-coup-whatsapp-plotters-erdogan-media
Fathali M. Moghaddam, “The Staircase to Terrorism: A Psychological Exploration.” American Psychologist 60(2) (February–March 2005): 161–69. https://psycnet.apa.org/doiLanding?doi=10.1037%2F0003-066X.60.2.161
Jeffrey Lewis, “The EMPire Strikes Back.” Foreign Policy, May 24, 2013. https://foreignpolicy.com/2013/05/24/the-empire-strikes-back/
Adam Janofsky, “Federal Researchers Simulate Power Grid Cyberattack, Find Holes in Response Plan.” Wall Street Journal, November 9, 2018. https://www.wsj.com/articles/federal-researchers-simulate-power-grid-cyberattack-find-holes-in-response-plan-1541785202
Defense Advanced Research Projects Agency program manager, interview by Peter W. Singer, Washington, DC, April 30, 2019 7. Shane Harris, “New Zealand Attack Exposes How Little the U.S. and Its Allies Share Intelligence on Domestic Terrorism Threats.” Washington Post, March 16, 2019. https://www.washingtonpost.com/world/national-security/new-zealand-attack-exposes-how-little-the-us-and-its-allies-share-intelligence-on-domestic-terror-threats/2019/03/16/42c14d9c-4744-11e9-8aab-95b8d80a1e4f_story.html
Peter W. Singer, “National Security Pros, It’s Time to Talk About Right-Wing Extremism.” Defense One, February 28, 2018. https://www.defenseone.com/threats/2018/02/national-security-pros-its-time-talk-about-right-wing-extremism/146319/
Steve Haruch, “Why Corporate Executives Talk About ‘Opening Their Kimonos.’” NPR.org, November 2, 2014. https://www.npr.org/sections/codeswitch/2014/11/02/360479744/why-corporate-executives-talk-about-opening-their-kimonos
Ghiselaine Vu-Han, “Perfecting the Phosphorus Process.” MIT-The Tech, March 8, 2018. https://chemistry.mit.edu/chemistry-news/perfecting-the-phosphorus-process/
Paul Reynolds, “White Phosphorous: Weapon on the Edge.” BBC, November 16, 2005. http://news.bbc.co.uk/2/hi/americas/4442988.stm
P. W. Singer and August Cole, “How to Write About World War III.” The Atlantic, June 30, 2015. https://www.theatlantic.com/international/archive/2015/06/ghost-fleet-world-war-III/397301/
See also J. Furman Daniel III and Paul Musgrave, “Synthetic Experiences: How Popular Culture Matters for Images of International Relations.” International Studies Quarterly, Volume 61, Issue 3, September 2017 (pages 503–16). https://academic.oup.com/isq/advance-article-abstract/doi/10.1093/isq/sqx053/4616603
“Why It’s Worth Reading Crazy-Sounding Scenarios About the Future,” The Economist, July 6, 2019. https://www.economist.com/leaders/2019/07/06/why-its-worth-reading-crazy-sounding-scenarios-about-the-future
Jade Fell, “Hacking Through the Years: A Brief History of Cyber Crime.” Engineering and Technology, March 13, 2017. https://eandt.theiet.org/content/articles/2017/03/hacking-through-the-years-a-brief-history-of-cyber-crime/
P. W. Singer and Allan Friedman, CyberSecurity and CyberWar: What Everyone Needs to Know. New York: Oxford University Press, 2013, pp. 47–49. Panayotis Vryonis, “Explaining Public-Key Cryptography to Non-Geeks.” Medium.com, August 27, 2013. https://medium.com/@vrypan/explaining-public-key-cryptography-to-non-geeks-f0994b3c2d5
Patrick Sawer, “The Unsung Genius Who Secured Britain’s Computer Defences and Paved the Way for Safe Online Shopping”. The Telegraph, March 11, 2016. https://www.telegraph.co.uk/history/12191473/The-unsung-genius-who-secured-Britains-computer-defences-and-paved-the-way-for-safe-online-shopping.html
Danny Yadron, “Iranian Hackers Infiltrated New York Dam in 2013.” Wall Street Journal, December 20, 2015. https://www.wsj.com/articles/iranian-hackers-infiltrated-new-york-dam-in-2013-1450662559
Sarah Wynn, “Water Turns Purple Overnight in Ohio Town.” ABC6onyourside.com, June 4, 2019. https://abc6onyourside.com/news/local/water-turns-purple-overnight-in-ohio-town
Merrit Kennedy, “A Siberian River Has Mysteriously Turned Blood Red.” NPR, September 8, 2016. https://www.npr.org/sections/thetwo-way/2016/09/08/493139519/a-siberian-river-has-mysteriously-turned-blood-red
Alison Gopnik, “A Generational Divide in the Uncanny Valley.” Wall Street Journal, January 10, 2019. https://www.wsj.com/articles/a-generational-divide-in-the-uncanny-valley-1154713871
Freegan.info, “Freegan Philosophy.” Accessed May 23, 2019. https://freegan.info/what-is-a-freegan/freegan-philosophy/
Tom Bateman, “Police Warning After Drug Traffickers’ Cyber-Attack.” BBC News, October 16, 2013. https://www.bbc.com/news/world-europe-24539417
Heather Pemberton Levy, “Gartner’s Top 10 Strategic Predictions for 2017 and Beyond: Surviving the Storm Winds of Digital Disruption https://www.forbes.com/sites/gartnergroup/2016/11/15/gartners-top-10-strategic-predictions-for-2017-and-beyond/
P. W. Singer and Emerson T. Brooking, LikeWar: The Weaponization of Social Media. Boston: Houghton Mifflin Harcourt, 2018. https://www.amazon.com/LikeWar-Weaponization-P-W-Singer/dp/1328695743
Ritika Trikha, “The History of ‘Hello, World.’” HackerRank, April 21, 2015. https://blog.hackerrank.com/the-history-of-hello-world/
History.com, “1932: Bonus Marchers Evicted by U.S. Army.” February 9, 2010. https://www.history.com/this-day-in-history/bonus-marchers-evicted-by-u-s-army
Lara Seligman, “In Overflowing Syrian Refugee Camps, Extremism Takes Root.” Foreign Policy, July 29, 2019. https://foreignpolicy.com/2019/07/29/in-overflowing-syrian-refugee-camps-extremism-takes-root-syria-bashar-assad-islamic-state-isis/
See also Maria Konnikova, “Lessons from Sherlock Holmes Pt. I: Paying Attention to What Isn’t There.” Big Think, July 21, 2011. https://bigthink.com/artful-choice/lessons-from-sherlock-holmes-pti-paying-attention-to-what-isnt-there
Robotics/Drone/Weapons:
Adam Clark Estes, “The 3D Printed Gun Threat Is Getting Weird and Scary.” Gizmodo, June 20, 2019. https://gizmodo.com/the-3d-printed-gun-threat-is-getting-weird-and-scary-1835694478
Kathy Fessler, “What You Need to Know About Gunshot Detection Technology.” Security101 blog, November 28, 2018. https://www.security101.com/blog/gunshot-detection-technology
Andrew Liszewski, “This Clip-on Handgun Attachment Makes Bullets Non-Lethal.” Gizmodo, September 12, 2015. https://gizmodo.com/this-clip-on-handgun-attachment-makes-bullets-non-letha-1730039256
Noah Shachtman, “Israeli ‘Auto Kill Zone’ Towers Locked and Loaded.” Wired, December 5, 2008. https://www.wired.com/2008/12/israeli-auto-ki/
Paul Scharre, Army of None: Autonomous Weapons and the Future of War. New York: W. W. Norton, 2019 2. US Army Mad Scientist Laboratory, “An Appropriate Level of Trust. . . .” May 29, 2018. https://madsciblog.tradoc.army.mil/56-an-appropriate-level-of-trust/
George Leopold, “Air Force Tests ‘Attritable’ Weapons.” Electronic Engineering Times, March 22, 2019. https://www.eetimes.com/document.asp?doc_id=1334456#
Donovan Alexander, “New Self-Aware Robotic Arm Can Recognize and Repair Itself.” Interesting Engineering, February 3, 2019. https://interestingengineering.com/new-self-aware-robotic-arm-can-recognize-and-repair-itself
Leon Cook, “New Full-Color Night Vision could revolutionize how troops operate in the dark. https://www.stripes.com/news/us/new-full-color-night-vision-could-revolutionize-troops-ability-to-operate-in-dark-1.564782
Department of Homeland Security, “Radar Systems for Through-the-Wall Surveillance.” July 22, 2016. https://www.dhs.gov/publication/radar-systems-through-wall-surveillance
The 500-Volt Shotgun. Photograph, 600 x 373. Accessed June 26, 2019. https://d1w116sruyx1mf.cloudfront.net/ee-assets/channels/cdd_default/130808image2.jpg
Patrick Tucker, “This Formula Predicts Soldier Firepower in 2050.” Defense One, September 17, 2019. https://www.defenseone.com/technology/2019/09/formula-predicts-soldier-firepower-2050/159931/
Zeo Kleinman, “Ocado Trials Fruit-picking Robot.” BBC, January 31, 2017. https://www.bbc.com/news/technology-38808925
“Strawberry Robots Forever.” @Mashable, July, 1, 2019. https://twitter.com/mashable/status/1145725499806760962
Sticky Foam Gun. Photograph, 460 x 318. Accessed June 26, 2019. https://futures.armyscitech.com/ex4/wp-content/uploads/sites/2/2016/06/STICKY-FOAM-1_v2.jpg
“This Is What Your Next MOPP Suit Could Look Like.” We Are The Mighty, September 19, 2016. https://www.wearethemighty.com/articles/this-is-what-your-next-mopp-suit-could-look-like
Kashmir Hill, “Jamming GPS Signals Is Illegal, Dangerous, Cheap, and Easy.” Gizmodo, July 24, 2017. https://gizmodo.com/jamming-gps-signals-is-illegal-dangerous-cheap-and-e-1796778955
“Industry Day for the Advanced Targeting and Lethality Automated System (ATLAS) Program—W909MY-19-R-C004.” Federal Contract Opportunity, February 11, 2019. https://govtribe.com/opportunity/federal-contract-opportunity/industry-day-for-the-advanced-targeting-and-lethality-automated-system-atlas-program-w909my19rc004
Patrick Howell O’Neill, “Drones Emerge as New Dimension in Cyberwar.” CyberScoop, February 5, 2018. https://www.cyberscoop.com/apolloshield-septier-drones-uav-cyberwar-hacking/
“Teenager Hacks Drone to Prove Cyber Attack Risk.” Reuters, May 3, 2019. https://www.reuters.com/video/2019/05/03/teenager-hacks-drone-to-prove-cyber-atta-id5454689
Fortune Magazine, “Drone Swarms Are the New Fireworks in China.” YouTube, June 14, 2018. https://www.youtube.com/watch?v=ZbCR8mOPkuo
Jeffrey Lin and Peter W. Singer, “This People-Moving Drone Has Completed More Than 1,000 Test Flights.” Popular Science, February 8, 2018. https://www.popsci.com/ehang-passenger-carrying-drone/
IRobot 510 PackBot. Photograph, 800 x 550. Accessed June 26, 2019. https://www.militaryfactory.com/armor/imgs/irobot-510-packbot.jpg
Alistair M. C. Isaac and Will Bridewell, “White Lies on Silver Tongues: Why Robots Need to Be Able to Deceive (And How).” In Patrick Lin, Ryan Jenkins, and Keith Abney (eds.), Robot Ethics 2.0, New York: Oxford University Press, 2017. Available at https://www.nrl.navy.mil/itd/aic/sites/www.nrl.navy.mil.itd.aic/files/pdfs/chapter_oso-9780190652951-chapter-11.pdf
Kak, “A Three-Stage Quantum Cryptography Protocol.” Foundations of Physics Letters, vol. 19 (3) (2006): 293–96 17. GEORGETOWN UNIVERSITY HOSPITAL 1. Zachary Tomlinson, “15 Medical Robots That Are Changing the World.” Interesting Engineering, October 11, 2018. https://interestingengineering.com/15-medical-robots-that-are-changing-the-world
“Oldest Literary Reference to Automata, Computers, Robots.” Abcdunlimited.com. Accessed July 23, 2019. http://abcdunlimited.com/liberty/refs/aristotle.html
As quoted in Sarah Kessler, “The Optimist’s Guide to the Robot Apocalypse.” Nextgov, March 9, 2017. http://www.nextgov.com/emerging-tech/2017/03/optimists-guide-robot-apocalypse/136028/?oref=nextgov_today_nl
Peter Holley, “Baristas Beware: A Robot That Makes Gourmet Cups of Coffee Has Arrived.” Washington Post, March 22, 2019. https://www.washingtonpost.com/technology/2019/03/22/baristas-beware-robot-that-makes-gourmet-cups-coffee-has-arrived/
Kirstin Korosec, “In Ford’s Future Two-Legged Robots and Self-Driving Cars Could Team Up on Deliveries.” TechCrunch, May 22, 2019. https://techcrunch.com/2019/05/21/in-fords-future-two-legged-robots-and-self-driving-cars-could-team-up-on-deliveries/
Peter Holley, “The Technology 202: Drones in Aisle 5? Grocery Stores Are Becoming Unusual Hotbeds of Innovation.” Washington Post. https://www.washingtonpost.com/news/powerpost/paloma/the-technology-202/2019/05/03/the-technology-202-drones-in-aisle-5-grocery-stores-are-becoming-unusual-hotbeds-of-innovation/5ccb371c1ad2e506550b2f0d/
“It is not human jobs that are at risk from the rise of the robots. It is humanity itself.” Direct quote. Robert Skidelsky, “Is AI the Road to Serfdom?” Asia Times, February 22, 2019. https://www.asiatimes.com/2019/02/opinion/is-ai-the-road-to-serfdom/
Shivali Best, “The Ambulance Drone That Could Save Your Life: Video Reveals How Flying Robots May Someday Carry the Injured to Hospital.” Daily Mail, January 3, 2017. http://www.dailymail.co.uk/sciencetech/article-4084008/Incredible-video-shows-flying-AMBULANCE-speed-emergency-support.html
NASA.gov, “Robonaut 2, the Next Generation Dexterous Robot.” July 15, 2010. https://www.nasa.gov/mission_pages/station/multimedia/robonaut_photos.html
Kate Darling, “Why We Have an Emotional Connection to Robots.” TED Talks, September 2018. https://www.ted.com/talks/kate_darling_why_we_have_an_emotional_connection_to_robots?language=en
P. W. Singer, Wired for War: The Robotics Revolution and Conflict in the 21st Century. New York: Penguin, 2009, p. 337. https://www.amazon.com/Wired-War-Robotics-Revolution-Conflict/dp/0143116843
I. Orha and Stefan Oniga. “Assistance and Telepresence Robots: A Solution for Elderly People.” Carpathian Journal of Electronic and Computer Engineering 5 (2012): 87–90. https://www.researchgate.net/publication/235417999_Assistance_and_telepresence_robots_a_solution_for_elderly_people
Tiffany Jeung, “Watch How the World’s Fastest Robot Cat Learns Feline Tricks.” Inverse.com, November 12, 2018. https://www.inverse.com/article/50754-nybble-is-the-fastest-robot-cat
Boston Dynamics, YouTube channel. https://www.youtube.com/user/BostonDynamics
Adam Conner-Simons and Rachel Gordon, “ ‘Superhero’ Robot Wears Different Outfits for Different Tasks.” MIT News, September 27, 2017. http://news.mit.edu/2017/superhero-robot-wears-different-outfits-different-tasks-0927
Massachusetts Institute of Technology, “Robot Origami: Robot Self-folds, Walks, and Completes Tasks.” YouTube, June 11, 2015. Video, 2:43. https://www.youtube.com/watch?v=ZVYz7g-qLjs
Arthur Holland Michel, “Amazon Delivery Drone Patents.” Center for the Study of the Drone, September 2017. https://dronecenter.bard.edu/files/2017/09/CSD-Amazons-Drone-Patents-1.pdf
Nick Lavars, “Robotic Leg Leans on Animal Evolution to Teach Itself to Walk.” New Atlas, March 12, 2019. https://newatlas.com/robotic-leg-teaches-walk/58817/
James Vincent, “Boston Dynamics’ Robots Are Preparing to Leave the Lab—But Is the World Ready?” Boston Dynamics’ robots are preparing to leave the lab — is the world ready?
Jeremy Hsu, “Out of the Way, Human! Delivery Robots Want a Share of Your Sidewalk.” Scientific American, February 19, 2019. https://www.scientificamerican.com/article/out-of-the-way-human-delivery-robots-want-a-share-of-your-sidewalk/
Amazon.com, “Amazon Mechanical Turk: Overview.” https://edtech.pomona.edu/tools/amazon-mechanical-turk/#:~:text=Amazon%20Mechanical%20Turk%20(MTurk)%20is,are%20currently%20unable%20to%20do.
AI/ General Technology:
Vlad Savov, “Nubia’s Wearable Smartphone Is a Preview of Our Flexible OLED Future.” The Verge, September 4, 2018. https://www.theverge.com/circuitbreaker/2018/9/4/17817416/wearable-smartphone-nubia-alpha-flexible-oled-ifa-2018
Zachariah Yuzon, “Nubia’s Alpha Wearable Is the Craziest Gadget at MWC 2019.” Mashable, February 28, 2019. Video, 00:50. https://mashable.com/video/nubia-alpha/#kFH57ndsemqR
Peter Diamandis, “Convergence in VR/AR: 5 Anticipated Breakthroughs to Watch.” LinkedIn. May 6, 2019. https://www.linkedin.com/pulse/convergence-vrar-5-anticipated-breakthroughs-watch-peter-h-diamandis/
Ina Fried, “Preparing for a Future of Augmented RealityThe future of augmented reality will raise fresh online privacy concerns
Amanda Lentino, “This Chinese Facial-Recognition Start-up Can Identify a Person in Seconds.” CNBC.com, May 16, 2019. https://www.cnbc.com/2019/05/16/this-chinese-facial-recognition-start-up-can-id-a-person-in-seconds.html
Direct quote from China Electronics Technology Corp. presentation. Chris Buckley and Paul Mozur, “How China Uses High-Tech Surveillance to Subdue Minorities.” New York Times, May 22, 2019. https://www.nytimes.com/2019/05/22/world/asia/china-surveillance-xinjiang.html
Julien Happich, “The Future of Video Surveillance: HD, Hyperspectral and Stereoscopic.” EeNews Europe, February 5, 2014. http://www.eenewseurope.com/news/future-video-surveillance-hd-hyperspectral-and-stereoscopic
Elon Musk’s Boring Company gets Hyperloop permit for NYC to DC
https://www.foxbusiness.com/features/elon-musks-boring-company-gets-hyperloop-permit-for-nyc-to-dc
CV Dazzle. Accessed November 5, 2019. https://cvdazzle.com/
James Vincent, “Google’s AI Thinks This Turtle Looks Like a Gun, Which Is a Problem.” The Verge, November 2, 2017. https://www.theverge.com/2017/11/2/16597276/google-ai-image-attacks-adversarial-turtle-rifle-3d-printed
Guy Cramer, “Quantum Stealth; The Invisible Military Becomes a Reality.” HyperStealth, October 19, 2012. http://www.hyperstealth.com/Quantum-Stealth
Lorenzo Franceschi-Bicchierai, “Hackers Behind WannaCry Cashed Out Bitcoin While No One Was Watching.” Vice, August 3, 2017. https://motherboard.vice.com/en_us/article/qvky75/hackers-behind-wannacry-cashed-out-bitcoin-while-no-one-was-watching
MΔDΞRΔS, “Improvements Like These Have Interesting Implications.” Twitter, March 9, 2019. pic.twitter.com/ZywUM4XsBn
Greg Synek, “Gait Recognition Tech Can Identify People Even with Their Backs Turned.” TechSpot, November 7, 2018. https://www.techspot.com/news/77298-gait-recognition-tech-can-identify-people-even-their.html
Parmy Olson, Image Recognition Technology Not as Secure as We Think, Image-Recognition Technology May Not Be as Secure as We Think
Angela Chen, “Inmates in Finland Are Training AI as Part of Prison Labor.” The Verge, March 28, 2019. https://www.theverge.com/2019/3/28/18285572/prison-labor-finland-artificial-intelligence-data-tagging-vainu
AI is an incredibly contested term, with at least 70 different definitions according to one study (Shane Legg and Marcus Hutter, “A Collection of Definitions of Intelligence,” IDSIA report, 2007. https://arxiv.org/pdf/0706.3639.pdf). It has come to encompass anything from a “narrow” or “weak” task of human intelligence being performed by a machine to one requiring “general” or even “super” intelligence. It is often expanded to include everything from “general” or even “super-intelligence” where a machine is trained to do a task, to multi-agent systems and artificial neural networks to create more expansive deep-learning, where the machine operates in ways akin to the human brain, to “neuromorphic chips,” which allow individual chips to do massive calculations, enabling further supercomputing breakthroughs and pushing intelligence outward to individual systems or even sensors. The US military has officially defined AI as “the ability of machines to perform tasks that normally require human intelligence—for example, recognizing patterns, learning from experience, drawing conclusions, making predictions, or taking action—whether digitally or as the smart software behind autonomous physical systems” (US Department of Defense, “Summary of the 2018 Department of Defense Artificial Intelligence Strategy,” available at https://media.defense.gov/2019/Feb/12/2002088963/-1/-1/1/SUMMARY-OF-DOD-AI-STRATEGY.PDF). For our general purposes, we use it in broad terms to mean the capability of a machine to imitate, match, or surpass an intelligent human behavior or task with “intelligent” defined as able to function appropriately and with foresight in its environment.
History of Ideas and Achievements (Cambridge, UK: Cambridge University Press, 2010), and Peter Stone et al., “Artificial Intelligence and Life in 2030.” One Hundred Year Study on Artificial Intelligence: Report of the 2015–2016 Study Panel, Stanford University, September 2016. http://ai100.stanford.edu/2016-report
Brady Moore and Chris Sauceda, “The Guy Behind the Guy: AI as the Indispensable Marshal.” US Army Mad Scientist Laboratory, February 21, 2019. https://madsciblog.tradoc.army.mil/122-the-guy-behind-the-guy-ai-as-the-indispensable-marshal/
Dave Gershgorn, “Companies Are on the Hook if Their Hiring Algorithms Are Biased.” Quartz, October 22, 2018. https://qz.com/1427621/companies-are-on-the-hook-if-their-hiring-algorithms-are-biased/
McKinsey Global Institute, “The Future of Work in America.” July 2019. https://www.mckinsey.com/featured-insights/future-of-work/the-future-of-work-in-america-people-and-places-today-and-tomorrow
Charlotte Jee, “Amazon’s System for Tracking Its Warehouse Workers Can Automatically Fire Them.” MIT Technology Review, April 26, 2019. https://www.technologyreview.com/f/613434/amazons-system-for-tracking-its-warehouse-workers-can-automatically-fire-them
Greg Bensinger, “ ‘Mission Racer’: How Amazon Turned the Tedium of Warehouse Work into a Game.” Washington Post, May 21, 2019. https://www.washingtonpost.com/technology/2019/05/21/missionracer-how-amazon-turned-tedium-warehouse-work-into-game
Suren Ramasubbu, “Biological & Psychological Reasons for Social Media Addiction.” Huffington Post, March 10, 2017. https://www.huffpost.com/entry/biological-psychological-reasons-for-social-media
Andrew Myers, “Stanford Engineers Make Editing Video as Easy as Editing Text.” Stanford News, June 5, 2019. https://news.stanford.edu/2019/06/05/edit-video-editing-text/
Daron Acemoglu and Pascual Restrepo, “The Wrong Kind of AI? Artificial Intelligence and the Future of Labor Demand.” Massachusetts Institute of Technology, March 5, 2019. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3359482
James Beniger, The Control Revolution: Technological and Economic Origins of the Information Society. Cambridge, MA: Harvard University Press, 1989. Elsa Kania, “Battlefield Singularity: Artificial Intelligence, Military Revolution, and China’s Future”. https://books.google.com/books/about/Battlefield_Singularity.html?id=E2R-tQEACAAJ
Ajay Agrawal, Joshua Gans, and Avi Goldfarb, Prediction Machines: The Simple Economics of Artificial Intelligence. Boston: Harvard Business Review Press, 2018, p. 213 https://www.amazon.com/Prediction-Machines-Economics-Artificial-Intelligence/dp/1633695670
“Technology is not destiny.” Direct quote. Conor McKay, Ethan Pollack, and Alastair Fitzpayne, “Automation and a Changing Economy: The Case for Action.” The Aspen Institute, April 2, 2019. https://www.aspeninstitute.org/publications/automation-and-a-changing-economy-the-case-for-action
Prajwal Paudyal, “Should AI Explain Itself? Or Should We Design Explainable AI So That It Doesn’t Have To.” Towards Data Science. Accessed June 28, 2019. https://towardsdatascience.com/should-ai-explain-itself-or-should-we-design-explainable-ai-so-that-it-doesnt-have-to-90e75bb6089e
Julien Happich, “The Future of Video Surveillance: HD, Hyperspectral and Stereoscopic.” EeNews Europe, February 5, 2014. http://www.eenewseurope.com/news/future-video-surveillance-hd-hyperspectral-and-stereoscopic
C. E. Shannon, J. McCarthy, M. L. Minsky, and N. Rochester, “A Proposal for the Dartmouth Summer Research Project on Artificial Intelligence.” Dartmouth College, August 31, 1955. http://www-formal.stanford.edu/jmc/history/dartmouth/dartmouth.html
Larry Greenemeir, “20 Years After Deep Blue: How AI Has Advanced Since Conquering Chess.” Scientific American, June 2, 2017. https://www.scientificamerican.com/article/20-years-after-deep-blue-how-ai-has-advanced-since-conquering-chess/
DeepMind, “AlphaGo Zero: Starting from scratch.” YouTube, October 18, 2017. Video, 2:13. https://www.youtube.com/watch?v=tXlM99xPQC8
DeepMind, “AlphaGo.” https://deepmind.com/research/alphago/
Elsa Kania, “Chinese Military Innovation in Artificial Intelligence.” Hearing of the US-China Economic and… https://www.uscc.gov/sites/default/files/June%207%20Hearing_Panel%201_Elsa%20Kania_Chinese%20Military%20Innovation%20in%20Artificial%20Intelligence.pdf
Jamie Condliffe, “A New Artificial Synapse Is Faster and More Efficient Than Ones in Your Brain.” MIT Technology Review, January 29, 2018. https://www.technologyreview.com/f/610089/a-new-artificial-synapse-is-faster-and-more-efficient-than-ones-in-your-brain/
Andrew Freedman, “Meet Aurora, Soon to Be the First ‘Exascale’ Supercomputer in the U.S.” Axios, March 18, 2019. https://www.axios.com/us-to-get-its-first-ultra-powerful-exascale-supercomputer-015cc201-0660-430f-9bf2-83e5ac4edcad.html
Heather Roff, “How Understanding Animals Can Help Us Make the Most of Artificial Intelligence.” The Conversation, March 30, 2017. https://theconversation.com/how-understanding-animals-can-help-us-make-the-most-of-artificial-intelligence-74742
Seth Borenstein, “No AI in Humor: R2-D2 Walks into a Bar, Doesn’t Get the Joke.” AP News, March 31, 2019. https://www.apnews.com/bae71c3bef8145ecaaa84bca24d77430
Gao Huang, Zhuang Liu, Laurens van der Maaten, and Kilian Q. Weinberger, “Densely Connected Convolutional Networks.” Cornell University, version v5, January 28, 2018. https://arxiv.org/abs/1608.06993
Paul Daugherty and H. James Wilson, Human + Machine: Reimagining Work in the Age of AI. Boston: Harvard Business Review Press, 2018. https://hbr.org/product/human-machine-reimagining-work-in-the-age-of-ai/10163-HBK-ENG
David Z. Morris, “Nearly Half of All Retail Jobs Could Be Lost to Automation Within 10 Years.” Fortune, May 21, 2017. http://fortune.com/2017/05/21/automation-retail-job-losses/
Bernard Marr, “Artificial Intelligence Has a Problem with Bias, Here’s How to Tackle. https://www.forbes.com/sites/bernardmarr/2019/01/29/3-steps-to-tackle-the-problem-of-bias-in-artificial-intelligence/#51dc72d27a12
Patrick Tucker, “Here Come AI-Enabled Cameras Meant to Sense Crime Before It Occurs.” Defense One, April 24, 2019. https://www.defenseone.com/technology/2019/04/ai-enabled-cameras-detect-crime-it-occurs-will-soon-invade-physical-world/156502/
Manuel Blum, “How to Exchange (Secret) Keys.” ACM Transactions on Computer Systems 1 (2) (May 1983): 175–93. https://doi.org/10.1145%2F357360.357368
John Miller and David Mainor, “WannaCry Ransomware Campaign: Threat Details and Risk Management.” FireEye, May 15, 2017. https://www.fireeye.com/blog/products-and-services/2017/05/wannacry-ransomware-campaign.html
Patrick Clare, “Stuxnet: Anatomy of a Computer Virus.” 2014. https://vimeo.com/25118844
“What Is Selenium, and Why Should You Care?” Appalachian Mountain Advocates, June 15, 2011. http://www.appalmad.org/2011/06/15/what-is-selenium-and-why-should-you-care-2/
M. L. Cummings, “Automation Bias in Intelligent Time Critical Decision Support Systems.” American Institute of Aeronautics and Astronautics. Accessed May 22, 2019. http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.91.2634&rep=rep1&type=pdf
Theoriz, “Mixed Reality RnD Test 002.” Accessed August 30, 2019. https://www.theoriz.com/portfolio/mixed-reality-project/
Caroline Holmes, “Robust Future Changes in Temperature Variability Under Greenhouse Gas Forcing and the Relationship with Thermal Advection.” Journal of Climate, March 15, 2016. https://journals.ametsoc.org/doi/full/10.1175/JCLI-D-14-00735.1
Christianna Reedy, “Graphene That Changes Color When It Cracks Could Literally Save Lives.” Futurism, April 13, 2017. https://futurism.com/graphene-that-changes-color-when-it-cracks-could-literally-save-lives
Victor L. Pushparaj et al., “Flexible Energy Storage Devices Based on Nanocomposite Paper.” Proceedings of the National Academy of Sciences of the United States of America, August 21, 2007. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC1959422/
Jack Corrigan, “ ‘Siri, Watch That Guy’: Pentagon Seeks AI That Can Track Someone Across a City.” Defense One, May 13, 2019. https://www.defenseone.com/technology/2019/05/iarpa-needs-more-training-data-video-surveillance-algorithms/156955/?oref=DefenseOneTCO
“All Terrain Surveillance Robot.” Wisdom Land, March 7, 2018. https://www.youtube.com/watch?v=ar-YCHQK4ew
Bryn Farnsworth, “Facial Action Coding System (FACS)—A Visual Guidebook.” Imotions, August 18, 2019. https://imotions.com/blog/facial-action-coding-system/
Defense Advanced Research Projects Agency, “Broad Agency Announcement: Narrative NetworkDARPA-BAA-12-03.” October 7, 2011. Available at https://robo-hunter.com/uploads/files/560c1c5fe87df.pdf
Matthew Cox, “Army Studies Electrical Brain Zaps for Enhancing Soldier Performance.” Military.com, April 25, 2019. https://www.military.com/daily-news/2019/04/25/army-studies-electrical-brain-zaps-enhancing-soldier-performance.html
Josh Constine, “Facebook Is Building Brain-Computer Interfaces for Typing and Skin-Hearing.” TechCrunch, April 19, 2017. https://techcrunch.com/2017/04/19/facebook-brain-interface
“Hashcat Tutorial for Beginners.” InfoSec Institute, April 9, 2018. https://resources.infosecinstitute.com/hashcat-tutorial-beginners/#gref
Steve Ranger, “IoT Security Crackdown: Stop Using Default Passwords and Guarantee Updates, Tech Companies Told.” ZDNet, May 1, 2019. https://www.zdnet.com/article/iot-security-crackdown-stop-using-default-passwords-and-guarantee-updates-tech-companies-told/
Jeff Stone, “Newly Reported Flaws in Cameras, Locks Add to Scrutiny of Smart-Home Security.” CyberScoop, July 2, 2019. https://www.cyberscoop.com/smart-home-vulnerabilities-netgear-zipato
Sarah Kessler, “AMAZON: This Company Built One of the World’s Most Efficient Warehouses by Embracing Chaos.” Quartz. Accessed July 23, 2019. https://classic.qz.com/perfect-company-2/1172282/this-company-built-one-of-the-worlds-most-efficient-warehouses-by-embracing-chaos/
Stefan Holtel, “From Computer to Centaur—Cognitive Tools Turn the Rules Upside Down.” KM World, January 30, 2015. https://www.kmworld.com/Articles/ReadArticle.aspx?ArticleID=10152
Nick Bostrom, Superintelligence: Paths, Dangers, Strategies. Oxford, UK: Oxford University Press, 2014. Nick Bostrom, “Superintelligence.” Talks at Google. YouTube, September 22, 2014. https://www.youtube.com/watch?v=pywF6ZzsghI
Joshua Gans, “AI and the Paperclip Problem.” VoxEU.org, June 10, 2018. https://voxeu.org/article/ai-and-paperclip-problem
Ben Fritz, “Startup Backed by Spielberg and Studios Seeks to Create VR Experiences for Malls.” Wall Street Journal, February 13, 2017. https://www.wsj.com/articles/startup-backed-by-spielberg-and-studios-seeks-to-create-vr-experiences-for-malls-148699080
Tech Insider, “This Sea-Craft Looks Like a Plane, Has a Car’s Engine, and Docks Like a Boat.” YouTube, March 9, 2018. Video. https://www.youtube.com/watch?v=C-sWokqiVHw
Jackson Barnett, “Pentagon Partners with Singapore to Develop AI for Disaster Response.” FedScoop, July 1, 2019. https://www.fedscoop.com/welcome/?jaic-working-with-singapore-on-ai&id=32878
Giancarlo Fiorella, “A Beginner’s Guide to Flight Tracking.” Bellingcat, October 15, 2019. https://www.bellingcat.com/resources/how-tos/2019/10/15/a-beginners-guide-to-flight-tracking/
James Vincent, “Welcome to the Automated Warehouse of the Future.” The Verge, May 8, 2018. https://www.theverge.com/2018/5/8/17331250/automated-warehouses-jobs-ocado-andover-amazon
Defense Advanced Research Projects Agency, “AI Next campaign.” Accessed July 21, 2019. https://www.darpa.mil/work-with-us/ai-next-campaign
Sharon Weinberger, The Imagineers of War: The Untold Story of DARPA, the Pentagon Agency That Changed the World. New York: Knopf, 2017. Defense Advanced Research Projects Agency, “How DARPA Created AI.” DARPATV, December 7, 2018. https://www.youtube.com/watch?v=ri5gOjYgLns
Richa Bhatia, “Understanding the Difference Between Symbolic AI & Non Symbolic AI.” Analytics India Magazine (blog), December 27, 2017. https://www.analyticsindiamag.com/understanding-difference-symbolic-ai-non-symbolic-ai/
Paul Miller, “What Is Edge Computing?” The Verge, May 7, 2018. https://www.theverge.com/circuitbreaker/2018/5/7/17327584/edge-computing-cloud-google-microsoft-apple-amazon
Frank Luerweg, “The Internet Knows You Better Than Your Spouse Does.” Scientific American, March 14, 2019. https://www.scientificamerican.com/article/the-internet-knows-you-better-than-your-spouse-does/
Behnood Gholami, Wassim M. Haddad, and James M. Bailey, “AI Could Provide Moment-by-Moment Nursing for a Hospital’s Sickest. https://spectrum.ieee.org/biomedical/devices/ai-could-provide-momentbymoment-nursing-for-a-hospitals-sickest-patients
Matt Turek, “Explainable Artificial Intelligence (XAI).” Defense Advanced Research Projects Agency (DARPA). Accessed July 6, 2019. https://www.darpa.mil/program/explainable-artificial-intelligence
Molly Kovite, “I, Black Box: Explainable Artificial Intelligence and the Limits of Human Deliberative Processes.” War on the Rocks, July 5, 2019. https://warontherocks.com/2019/07/i-black-box-explainable-artificial-intelligence-and-the-limits-of-human-deliberative-processes/
