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[Editor’s Note:  In Part I of this series, Dr. Nick Marsella addressed the duty we have to examine our assumptions about emergent warfighting technologies / capabilities and their associated implications to identify potential second / third order and “evil” effects. Nina Ricci Pink Leather Flats Size 38.5STUART WEITZMAN Womens Gold Leather Espadrilles Sz 7 M NEW! 202596 In today’s post, he prescribes five actions we can embrace both individually and as organizations to avoid confirmation bias and falling into cognitive thinking traps when confronting the ramifications of emergent technologies — Enjoy!]

In part I of my blog post, I advised those advocating for the development and/or fielding of technology to be mindful of the second/third order and possible “evil” effects. I defined “evil” as an unexpected and profound negative implication(s) of the adoption/adaption of a technology and related policy. I also recommended heeding the admonition of Tim Cook, Apple’s CEO, to take responsibility for our technological creations and have the courage to think things through their potential implications – both for the good and the bad.

But even if we as individuals are willing to challenge our assumptions and think broadly and imaginatively, we can still come up short.  Why?  The answer is due in part to the challenges of prediction and the fact we are human with both great cognitive abilities, but also weaknesses.

THE CHALLENGES

First, common sense and many theorists remind us that the future is unknowable.NIB Tory Burch CLAIRE Ballerina Ballet Flat Shoe Samba Leather Logo 10 M OrangeBCBG MAX AZRIA Charleen Tweed Flats Women's Shoe Black Multi US Size 7 M $250The futurist Arthur C. Clark noted in 1962, “It is impossible to predict the future, and all attempts to do in any detail appear ludicrous within a very few years.” Within this fixed condition of unknowing, the U.S. Departments of Defense and the Army must make choices to determine:

– what capabilities we desire and its related technology;

– where to invest in research and development; and

– what to purchase and field.MIU MIU White/Purple/Green 100% Patent Leather Fashion Flats - 36.5/US6 - NWOBRAG & BONE Womens Black Leather Fabric Flat Sandals Sz 38.5 NEW! 212984

Source: Penguin Random House

As Michael E. Raynor pointed out in his book, ballerinas silver ballerines argent GIUSEPPE ZANOTTI E36145 size 39,5 NEW v, making choices and developing strategies, which include adopting new technology, where the future is unknowable and “deeply unpredictable” either produces monumental successes or monumental failures.TORY BURCH Reva silver leather logo detail ballet flats shoes size 7 WORN ONCEGentlemen/Ladies TodS Patent Tassel Loafer, 36, Beige Adequate supply and timely delivery First grade in its class various kinds For a company this can spell financial ruin, while for the Army, it can spell disaster and the loss of Soldiers’ lives and national treasure.  Yet, we must also choose a “way ahead” – often by considering “boundaries” – in a sense the left and right limits – of potential implications.

Second, our ability to predict when technology will become available is often in error nor can we accurately determine its implications. For example, in a New York Times editorial on December 8, 1903, it noted:  “A man carrying airplane will eventually be built, Womens AGL Brown Tan Leather Wing Tip Loafers flats Shoes Sz. 36.5NEW FENDI Knit Red Striped Ankle Mary Jane Ballerina Flats Shoes 40but only if mathematicians and engineers work steadily for the next ten million years.”5  The Wright Brothers first flight took place the following week, but it took decades for commercial and military aviation to evolve.

The stillborn Future Combat Systems (FCS) was the U.S. Army’s principal modernization program during the first decade of the Twenty-First century / Source: 
PM FCS, U.S. Army

Each of the services has faced force modernization challenges due to the adoption of technologies that weren’t mature enough; whose capabilities were over-promised; or did not support operations in the envisioned Operational Environment.  For the U.S. Army, Future Combat Systems (FCS) was the most obvious and recent example of this challenge – costing billions of dollars and, just as importantly, lost time and confidence.Sergio rossi Shoes 803318 WhitexMulticolor 36 1/2CHAUSSURES ZIZI REPETTO FEMME COULEUR CARAMEL 38,5 NEUVES CUIR VERNIS

Third, in terms of future technology, predictions vary widely. For example, predictions by MIT’s Rodney Brooks and futurist/inventor Ray Kurzweil vary widely to the question – “What year do you think human-level Artificial Intelligence [AI, i.e., a true thinking machine] might be achieved with a 50% probability?” Kurzweil predicts AI (as defined) will be available in 2029, while Brooks is a bit more conservative – the year 2200 – a difference of over 170 years.Gold Silver Holographic Mirror Finish Metallic Oxford Brogue wingtip dress shoesDELMAN-WHITE LEATHER LOAFER WITH BOW ACCENTS-SIZE 8A-NEW, NEVER WORN

While one can understand the difficulty of predicting when “general AI” will be available, other technologies offer similar difficulties. The vision of the “self-driving” autonomous vehicle was first written about and experimented with in the 1920s, yet technological limitations, legal concerns, customer fears, and other barriers make implementing this capability challenging.

Gartner Hype Cycle / Source: Nicole Saraco Loddo, Gartner

Lastly, as Rodney Brooks has highlighted, Xelero Madera - Women's Casual Control Shoe - All Colors - All Sizes maintains:

we tend to overestimate the effect of a technology in the short run and underestimate the effect in the long run.”MOT-CLe 7231a White Beige Leather Mesh Peep-Toe Cork Wedge Shoes 36.5 / US 6.5

SECOND, THIRD ORDER AND EVIL EFFECTS

I contend that we either:Disney Irregular Choice IT FITS! Cinderella Flats PumpsShoes 36,39 US5.5,8 IC029JSlides - Harry Embossed Leather Shoe - Pewter

intentionally focus on the positive effects of adopting a technology;

ignore the experts and those who identify the potential downside of technology; and

fail to think thorough the short, long, and potentially dangerous effects or dependencies – imaginatively.

We do this because we are human, and more often because we fall into the confirmation bias or other cognitive thinking traps that might affect our program or pet technology. As noted by RAND in Truth Decay:Dansko Women's Kristen Slip-On Blue Milled Nubuck FlatsRebecca Minkoff Women's Sylvie Fashion Sneaker, Putty, 7.5 M US

Source: Pixabay

Cognitive biases and the ways in which human beings process information and make decisions cause people to look for information, opinion, and analyses that confirm preexisting beliefs, to weigh experience more heavily than data and facts, and then to rely on mental shortcuts and the beliefs of those in the same social networks when forming opinions and making decisions.”9

Yet, the warning signs or signals for many unanticipated effects can be found simply by conducting a literature review of government, think tank, academic, and popular reports (to perhaps include science fiction). This may deter some, given the sheer volume of literature is often overwhelming, but contained within these reports are many of the challenges associated with future technology, such as:  the potential for deep fakes, loss of privacy, hacking,Men/Women NEW VICINI TAPEET WOMENS BALLET FLATS bargain Bright colors Extreme speed logisticsRoper21 601 206 Womens Performance Slip-On- Choose SZ/Color. accidents, deception, and loss of industries/jobs.

At the national level, both the current and previous administrations published reports on AI, as has the Department of Defense – some more balanced in addressing of issues of fairness, safety, governance, and ethics.10

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For example, using photo recognition to help law enforcement and others seems like a great idea, yet its use is increasingly being questioned. This past May, San Francisco became the first city to ban its use, and others may follow suit.11  While some question this decision to ban vice impose a moratorium until the technology produces less errors, the question remains – did the developers and policy makers consider if there would be push back to its introduction given its current performance?Yosi Samra Women's Nina Pump - Choose SZ/ColorECCO Women's Women's Bluma Toggle Gladiator Sandal What sources did they consult?

Another challenge is language. You’ve seen the commercials – “there is much we can do with AI” – in farming, business, and even beer making.  While “AI” is a clever tag line, it may invoke unnecessary fear and misunderstanding.  For example, I believe for most people equate “robotics” and “AI” with the “Terminator” franchise, raising the fear of uncontrolled autonomous military force overwhelming humanity.  Even worse – under the moniker of “AI,” we will buy into “snake-oil” propositions.

We are at least decades away from “general AI” where a “system exhibits apparently intelligence behavior at least as advanced as a person” across the “full range of cognitive tasks,” but we continue to flaunt the use of “AI” without elaboration.Cole Haan W05428 Womens 2.0 Studiogrand Weave Trainer Fashion SneakerCoclico Women's Pop-up Pointed Toe Flat, Black, 40 EU/9.5-10 M US

SOME ACTIONS TO TAKE

Embrace a learning organization. Popularized by Peter Senge’s The Fifth Discipline: The Art and Practice of the Learning Organization (1990), a learning organization is a place “where people continually expand their capacity to create the results they truly desire, where new and expansive patterns of thinking are nurtured, where collective aspiration is set free, and where people are continually learning how to learn together.”Gentleman/Lady Vionic Women's Wise Waverly Loafer Black Packaging diversity Known for its good quality buy online While some question whether we can truly make a learning organization, Senge’s thinking may help solve our problem of identifying 2nd/3rd order and evil effects.

First, we must embrace new and expansive patterns of thinking.  Force developers use the acronym – “DOTMPLF-P” as shorthand for Doctrine, Organization, Training, Materiel, Personnel, Leadership, Facilities, and Policy implications – yet other factors might be as important.

A convoy of leader-follower Palletized Load System (PLS) vehicles at Fort Bliss, TX / Source: U.S. Army photo by Jerome AliottaCamper Women's Right Nina K400194 Mary Jane Flat, Black, 36 M USSoftwalk Women's Murietta Clog - Choose SZ/Color

For example, trust in automated or robotics systems must be instilled and measured.  In one poll, 73% of respondents noted they would be afraid of riding in a fully autonomous vehicle – up 10% points from the previous year.14  What if we develop a military autonomous vehicle or a leader-follower system and one or more of our host nation allies prohibits its use? What happens if an accident occurs and the host population protests, Ecco FTwear Womens Women's Crisp II Mary Jane Flat - Choose SZ/Colorara Women's Phoebe Loafer,Black Croco Patent,8 M USarguing that the Americans don’t care for their safety?

Technologists and concept developers must move from being stove-piped in labs and single-focused to consider the broader view of technological implications across functions.

Embrace Humility. Given that we cannot predict the future and its potential consequences, developers must seek out diversified opinions, and more importantly, recognize divergent opinions.

U.S. B-17 bombers on mission to destroy Germany’s war production industries, Summer of 1944 / Source: U.S. Air Force photo

Embrace the Data.  In New York City during World War II, a small organization of some of the most brilliant minds in America worked in the office of the “Applied Mathematics Panel.”  In Europe, the 8th U.S. Air Force suffered from devastating bomber losses.  FRYE Women's Ivy Fray Woven Slip Fashion Sneaker, Navy, 7.5 M USMan's/Woman's Ted Baker Women's Dorline Loafer Flat bargain Skilled manufacturing Perfect processingLeaders wondered where best to reinforce the bombers with additional armor without significantly increasing their weight to improve survivability. Reports indicated returning bombers suffered gunfire hits over the wings and fuselage, but not in the tail or cockpits, so to the casual observer it made sense to reinforce the wings and fuselage where the damage was clearly visible.

Abraham Wald, a mathematician, worked on the problem. He noted that reinforcing the spots where damage was evident in returning aircraft wasn’t necessarily the best course of action, given that hits to the cockpit and tail were probably causing aircraft (and aircrew) losses during the mission.  In a series of memorandums, he developed a “method of estimating plane vulnerability based on damage of survivors.” As Sir Arthur Conan Doyle’s Sherlock Holmes noted more than 100 years ago,  “It is a capital mistake to theorize before one has data. Insensibly one begins to twist facts to suit theories, instead of theories to suit facts.”OTBT Women's Snowbird Sneaker, Wine - 6 BM USGentleman/Lady NEW MOMA WOMENS LOAFER Easy to use Ranked first in its class Quality and consumer first

Additionally, we need to reinforce our practice of performing quality literature reviews to aid in our identification of these issues.

The office of Devil’s Advocate was established by Pope Sixtus V in 1587 / Source: Wikimedia Commons, Artist unknownSam Edelman Women's Felicia 2 Ballet Flat Indigo Blue Suede 9 M USNew Santoni Red Chocolate Brown Semi Patent Penny Loafers 6 B

Employ Skepticism and a Devil’s Advocate Approach.  In 1587, the Roman Catholic Church created the position of Promoter of the Faith – commonly referred to as the Devil’s Advocate. To insure a candidate for sainthood met the qualification of being canonized, the role of the Devil’s Advocate was to be the skeptic (loyal to the institution), looking for reasons why not to canonize the individual.  Similarly, Leaders must embrace the concept of employing a devil’s advocate approach to identifying 2nd/3rd order and evil effects of technology – if not designating a devil’s advocate with the right expertise to identify assumptions, risks, and effects. But creating any devil’s advocate or “risk identification” positions is only useful if their input is seriously considered.

Embrace the Suck.  Lastly, if we are serious in identifying the 2nd/3rd order and evil effects, Tory Burch Reva Cobra black natural leather ballet flat 9 logo snake tan pewter460$ Tod's patent leather loafers driving shoes moccasins flats, us 6.5to include identifying new dependencies, ethical issues, or other issues which challenge the adaption or development of a new technology or policy – then we must be honest, resilient, and tough. There will be setbacks, delays, and frustration.

FINAL THOUGHT

Technology holds the power to improve and change our personal and professional lives.  For the military, technology changes the ways wars are fought (i.e., the character of war), but it may also change the nature of war by potentially reducing the “human dimension” in war.  If robotics, AI, and other technological developments eliminate “danger, physical exertion, intelligence and friction,”17 is war easier to wage?  Will technology increase its potential frequency?  Will technology create a further separation between the military and the population by decreasing the number of personnel needed? These may be some of the 2nd/3rd order and “evil” effects we need to consider.

If you enjoyed this post, please see Dr. Marsella’s previous post “Second/Third Order, and Evil Effects” – The Dark Side of Technology (Sacha London Black Suede Gold Buckle Lily Loafer Flat Comfort Shoe 9 New)

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[Editor’s Note: Mad Scientist Laboratory is pleased to publish today’s post by guest blogger LTCOL Greg Colton, Australian Army, addressing the intellectual component of military power.  In our current drive to modernize the U.S. Army into a Multi-Domain Operations (MDO)-Capable Force by 2028 and set the conditions for fielding an MDO-Ready Force in 2035, we must not forget the lessons learned from our last major transformation in the 1980s. Men's/Women's Salvatore ferragamo Blue Flats 37 Exquisite (middle) workmanship fashionable Superb craftsmanshipTOD'S WOMEN'S LEATHER BALLET FLATS BALLERINAS NEW GOLD 9B9 The tactical and operational excellence that enabled us to completely rout Iraqi ground forces in 100 hours was not only the result of effective doctrine and the acquisition of the “Big 5” weapon systems, but also due to the development of our Combat Training Centers (CTCs) and Leader Development platforms like the Non-Commissioned Officer Education System and the School of Advanced Military Studies. Read on to learn how one of our key allies is approaching their Army’s Professional Military Education.]

LTGEN Rick Burr, Australian Chief of Army

We must push ourselves to think in creative and unconstrained ways to ensure our warfighting philosophy is appropriate and informs our future capabilities” — LTGEN Rick Burr, Australian Chief of Army, in Accelerated Warfare

In an increasingly volatile world, militaries need to be prepared to conduct a broad range of contemporary operations while also continuously anticipating the requirements of future conflicts. As the Australian Chief of Army Hermes paris Leather Round Toe Ballet flats Shoes Sz 8 38 iconic logo, “Preparedness is dynamic. It requires us to be ready now, while concurrently becoming future ready.” Key to this is the development of the NIB CELINE pointy patent leather flat size 36, both of individuals and of the Army as an organisation, so that the Army is able to adapt to changes in circumstances quickly enough to win future conflicts.

Yet, as the Tory Burch Blossom T Strap Flats - Black Size 7 points out, “military institutions recognize the need for leaders who can adapt, but struggle with exactly how to teach or train them to do so.” Within the Australian Army, Professional Military Education (PME) is an important component of a wider approach that blends training, education, and experience to develop a workforce able to cope with the demands of war in an ever-changing environment.

The Army’s approach to PME

The Australian Army’s approach to PME is laid out in its PME Strategy, executed on behalf of the Chief of Army by the Directorate of Professional Military Education, which itself falls under command of the Director-General Training and Doctrine (DG TRADOC). The Directorate uses two broad approaches to enhance the intellectual component of fighting power. First, using the principle of connectivism it seeks to connect those who can impart specialist knowledge to the workforce. Secondly, it seeks to develop organisational adaptability through promoting a contest of ideas. It delivers these approaches through a number of different mechanisms which allows content to be tailored to the target audience. These mechanisms include its online portal, Alexander McQueen New sz 39.5 - 9.5 Auth Designer Womens Flats Shoes black $995, unit PME packages, webinars, and conferences.

Connectivism

Trialing a UGV during Exercise Talisman Sabre 2019 with the U.S. / Source: Australian Defence Image Library; CPL Tristan Kennedy, Photographer

The Australian Army’s approach to connectivism is based on connecting our soldiers with acknowledged subject matter experts or those who have specific expertise in their field. A good example of the former is TX Hammes who gave a CoveTalk on the development of artificial intelligence in unmanned platforms, while an example of the latter is this article by a military workshop manager on improving the efficiency of his workshop’s layout and processes. Regardless of the source, connectivism enables the Army to link both experts and expertise with the wider workforce to develop the intellectual component of fighting power within our individual soldiers and officers. In doing so, it promotes the dissemination of best practice across the force.

Australian Army soldiers during Exercise Night Naip 2014 with the Papua New Guinea Defence Force / Source: Australian Defence Image Library; Leading Seaman Justin Brown, Photographer

However, this approach only provides half of the solution. For argument’s sake, let’s take as a given that warfare is an ever-evolving phenomenon. As such,Gentlemen/Ladies Tod's Tassel Suede Mule Exquisite (middle) workmanship fashionable various kindsNIB $895+ Christian Louboutin Black Octavian Spike Patent Loafers Flats 36.5 - 6 best practice in and of itself cannot be enough, as the very term indicates the pre-determination of an optimal solution derived within a static set of variables. The uniqueness of each theatre, campaign, battlefield, or individual soldier’s field of fire will mean that the variables on which best practice has been developed will never exactly replicate. Consequently, tactical solutions to complex problems will rarely (if ever) be found using a cookie cutter Burberry Avonwick Qui Black Slip On Flats Size US 5.5 Quilted BalletNew Fendi Flats w/ mustard detail size 9/39template. Instead, we need an Army that is institutionally flexible enough to recognise and incorporate emerging practice to solve unique problem sets. In other words, if best practice provides the theoretical foundations required to understand the tactical problem, emerging practice provides the intellectual adaptability to actually solve it.

A contest of ideas

This leads us to the second approach we use to enhance the intellectual component of fighting power: Tabitha Simmons Black Leather Zipper and Chain Flats 38THE CORDWAINERS SHOP Deerfield NH Handmade Black Leather Venus Slip On Shoes 8 B promoting a contest of ideas.  Fostering a culture of contesting ideas has two benefits. Firstly, it gives our people the confidence to analyse the unique problem set they are faced with and recommend bespoke solutions to a hierarchy that is often one or two steps removed from the ground truth. Secondly, and just as importantly, it inculcates an organisational culture within the Army that is willing to recognise, and accept, emerging practice (i.e., the recommendations from those trying to solve the current problem) rather than always insisting on best practice (i.e., what we have always done in similar circumstances). This is essential if we are to win future wars.Saint Laurent YSL Espadrilles St Venice Floral Studded Flats Ballerina 36.5 6.5$710 NIB Dior Embroidered Mesh Riviera Espadrille Slip On Flats Black 38.5

Australian Army Boxer 8×8 Combat Reconnaissance Vehicle (CRV) with 30mm automatic cannon / Source:  Multiple Australian media sites

A good example of how the Australian Army promotes a contest of ideas is The Cove’s recent V 1969 Italia Womens Loafer Blue AMALFI, in which readers were invited to submit a ‘script’ of no more than 100 words on what they thought the Army of 2030 should look like. Run over the period of a calendar month, it generated 48 entries from a broad range of authors,4845 NEW MANOLO BLAHNIK Gotria silver Specchio PVC BB Heels Pumps SHOES 37Men's/Women's Max Azria ladies ballerina MA-CLOE RUST Best-selling worldwide Modern and stylish fashion Preferred boutique from front-line practitioners to life-long academics. Collectively, these scripts were viewed over 93,000 times in 31 days and were the genesis for numerous comments on our website, within units and messes across the country, and on social media. At the end of the competition,Fendi Pink & Brown Stripe Canvas Pequin Espadrille Flats SZ 41TOD'S WOMEN'S LEATHER LOAFERS MOCCASINS NEW RUBBER VK TRAVERSINA MACRO CLA 07F the entries and online discussion were captured and passed on to the Australian Army’s Directorate of Future Land Warfare to inform its work.

This ‘crowd sourcing’ of ideas doesn’t just support the work of those tasked with thinking about the future structures and capabilities of the Army. It also encourages the Army’s people to think about the future of warfare, encourages debate on how the organisation can best meet the challenges of the future, and gives our people the confidence to contribute to that debate.

A complementary approach

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Most readers will already have realised that when these two aspects are combined, they form a complementary approach to PME: collectivism harnesses the experience of experts for the development of the workforce, while a contest of ideas harnesses the experience of the workforce for the development of the organisation. If the Army is to be truly adaptive, one cannot exist without the other. An organisation which always insists on best practice, rather than emerging practice,VALENTINO Women's Rock Runner Camo Sneakers NW2S0291TCC 37D EU Size is risking ruin through imposing dogmatic solutions to complex problems, while an army that automatically reacts to instantaneous suggestions from the workforce, ungrounded in theoretical understanding, risks repeating the mistakes of the past.

Thus, contributions need to be sought from a broad range of viewpoints if the Army is to be ready for future conflict. As Kevin O’Leary from Shark Tank is at Mr/Ms André Assous Women's Josephine Loafer Charming design Won highly appreciated and widely trusted at home and abroad Selling new products:  “Nobody has a monopoly on good ideas.” This is particularly important to remember within hierarchical organisations such as the military.Salvatore Ferragamo Women's Lev C. Nero 8 BNew Santoni Italy Cherry Red Semi Patent, Penny Loafer / Driving 7.5 B It can be all too easy for generals, staff officers, or senior public servants to fall into the trap of believing that experience alone is the foundation of hard-earned knowledge, and that new ideas from juniors that challenge doctrine, the status quo, or the strategic narrative are unnecessarily subversive.

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Yet, when the next war comes it will not be the desk officers or policy experts that do the fighting, or the dying, in foreign fields. It is the young military practitioner who, regardless of rank, will find themselves trying to solve a unique problem set in the most testing of circumstances. In the words of Nassim Taleb, it is they who have ‘Leisure Womens Flats Slip On Shoes Retro Sandals Round Toes Ballet Boat Loafers.’ As such, we owe that young soldier or officer not only the very best foundational professional military education we can give them, but also an organisation willing and able to adapt to bespoke solutions based on ground truth. As an Army, we must set the conditions such that our people challenging the status quo and contesting ideas is our organisation’s comfort zone.

This requires a complementary approach to PME, developed and delivered now, so that we may enhance the intellectual component of fighting power in time for the Army to fight, and win, the next war. It is an approach that the team at The Cove is dedicated to delivering for the Australian Army.

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