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Thoughts on CNAS “Preparing for War in the Robotic Age”

Friday, January 24th, 2014

[by Mark Safranski, a.k.a. “zen“]

My reading at CNAS, which had once been frequent, declined with the waning of the Abu Muqawama blog. While formerly I usually scanned through CNAS reports on a regular basis after reading what Exum and his commenters had to say, toward the end I only visited when Adam and Dan had new posts up.

At the gentle nudging of Frank Hoffman, I decided to read the latest CNAS product;  I’m pleased to say with the release of ” 20YY:Preparing for War in the Robotic Age by Robert Work ( CNAS CEO and former Undersecretary of the Navy) and Shawn Brimley (CNAS Executive V.P. and former NSC Strategic Planning Director) CNAS has rolled out an intellectually provocative analysis on an important emerging aspect of modern warfare.

Work and Brimley have done a number of things well and did them concisely (only 36 pages) in “20YY”:

  • A readable summary of the technological evolution of modern warfare in the past half century while distinguishing between military revolutions,  military-technical revolution and the the 80’s-90’s  American “revolution in military affairs“.
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  • A more specific drill-down on the history of guided munitions and their game-changing importance on the relationship between offense and defense that flourished after the Gulf War. 
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  • An argument that the proliferation of technology and information power into the hands unfriendly states and non-state actors is altering the strategic environment for the United States, writing:
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  • “Meanwhile in the 13 years since the last 20XX game, foreign nation-state C41, surveillance and reconaissance systems, and guided munitions-battle network capabilities have become increasingly capable.  Indeed, these systems now form the very robust and advanced “anti-access and area denial”  (A2/AD) capabilities envisioned in the 20XX game series. The effect has been that the dominance enjoyed by the United States in the late 1990’s/2000’s in the area of high end sensors, guided weaponry, space and cyberspace systems and stealth technology has started to erode. Moreover the erosion is now occurring at an accelerated rate.”
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  • Positing the near-future global proliferation of unmanned, autonomous, networked and swarmed robotic systems replacing( and leveraged by diminishing numbers of) expensive manpower and piloted platforms on the battlefield and altering the age-old relationship between a nation’s population base and the traditional calculation of its potential military power.
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  • An argument that “warfare in the robotic age” will mean substantial to fundamental shifts in strategic calculation of deterrence, coercion, the use of force, operational doctrines and the evolution of military technology and that the United States must prepare for this eventuality.

This report is well worth reading.  In my view there are some areas that require further exploration and debate than can be found in “20YY”. For example:

  • While the power of economics as a driver of unmanned, autonomous weapons is present, the implications are vastly understated. Every nation will face strategic investment choices between opting for simple and cheaper robotic platforms in mass and “pricing out” potential rivals by opting for “class” – fewer but more powerful, sophisticated and versatile robotic systems.
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  • The scale of robot swarms are limited primarily by computing power and cost of manufactureand could be composed of robots from the size of a fly to that of a zeppelin. As John Robb has noted, this could mean billions of drones.
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  • The US defense acquisition system and the armed services are ill-suited for fast and inexpensive introduction of robotic warfare technology – particularly if they threaten to displace profitable legacy platforms – as was demonstrated by the CIA rather than the USAF taking the lead on building a drone fleet.  Once foreign states reach parity, they may soon exceed us technologically in this area. A future presidential candidate may someday warn of  a growing ” robot gap” with China.
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  • Reliance on robotic systems as the center of gravity of your military power carries a terrific risk if effective countermeasures suddenly render them useless at the worst possible time (“Our…our drone swarm….they’ve turned around…they are attacking our own troops….Aaaaahhhh!”)
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  • The use of robotic systems to indiscriminately and autonomously kill is virtually inevitable much like terrorism is inevitable. As with WMD, the weaker the enemy, the less moral scruple they are likely to have in employing lethal robotic technology.
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  • For that matter, the use of robotic systems by an authoritarian state against its own citizens to suppress insurgency, peaceful protest or engage in genocide against minority groups is also highly probable. Is there much doubt how the Kim Family regime in north Korea or Assad in Syria would make use of an army of “killer robots” if they feel their hold on power was threatened?
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  • International Law is not currently configured for genuinely autonomous weapons with Ai operating systems. Most of the theorists and certainly the activists on the subject of  “killer robots” are more interested in waging lawfare exclusively against American possession and use of such weapons than in stopping their proliferation to authoritarian regimes or contracting realistic covenants as to their use.

All in all “20YY:Preparing for War in the Robotic Age provides much food for thought.

Materials from the Archive 2: Adam Elkus interview

Tuesday, January 14th, 2014

[ by Charles Cameron — capturing another item now vanished from its original URL ]
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Aother repost of a web-page I occasionally want to link to, but which has disappeared into the mists, saved only by the Internet Archive, god bless ’em.

This second one comes from the Abu Muqawama blog, lately of CNAS, and features an interview Adam Elkus did with me — extremely handy when presenting my work to possible funders, publishers etc — thanks agan, Adam!

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Interview: Charles Cameron

July 31, 2013 | Posted by aelkus – 3:15pm

Periodically, I’d like to give Abu M readers some exposure to interesting thinkers they may not otherwise read. I’m leading off the first interview with Charles Cameron. It’s hard to exactly summarize his interesting career. Though his work on religious thought and apocalypticism has the most relevance for Abu M readers, he also is a game designer and Herman Hesse aficianado. He specializes in rapid-fire blogged juxtapositions of interesting connections in the news, which you can read over at the Zenpundit archive. I was most interested in Cameron’s unique style of analysis, which may have utility to people interested in things like Design and applied creative thinking for security subjects.

Adam Elkus: Your blogging is very reliant on pictorial juxtapositions and connections between disparate things. How did you come to this method, and what is it useful for?

Charles Cameron: I think we’re moving pretty rapidly from an era of textual to a time of graphical thinking — and I’d tie that in to some extent with the arrival of cybernetics. Cause and effect can be represented by a straight line, cause effect and feedback needs to be a loop. So there’s a return to the visual and the diagrammatic, visible all over the place from sidebars in major news media to Forrester’s systems diagrams, the OODA loop, Social Network Analysis and PERT charts to Mark Lombardi’s paintings — that’s high science to mass media to museum-grade art. More generally, we see that the network rather than the line is the underlying form for everything from the internet to Big Data….And if you look back, you’ll see that all this picks up on themes we haven’t seen since the Renaissance.

Another way I see it is in terms of polyphony. If you want to model all the voices in a conflict, all the various stakeholders in a problematic situation, you need a notation, a way of representing their various tensions and interactions — a way to score their polyphony. And polyphonic & contrapuntal music is the closest analog we have — JS Bach is going to be the master here.

Creative insight, and indeed all thought, depends on analogy (Hofstadter; Fauconnier & Turner; Koestler) — so my Hipbone/Sembl Games and DoubleQuotes are designed to procure & explore creative/associative leaps & the fresh insights they bring, and nothing else. This is more a poet’s mode of thought than an engineer’s mode, & underused in heavily tech oriented analysis. The necessities of visual thinking also point me toward a humanly readable graph with “the magical number seven plus or minus two” nodes, with the nodes themselves not single data points but rich & complex ideas in compact form (nasheed, flag, logo, anecdote, video clip, quote), with multiple-strand, discipline- and silo-jumping juxtapositions between them.

Almost all of the above is prefigured in Hermann Hesse’s Nobel-winning novel, The Glass Bead Game, which has been my central intellectual inspiration for at least the last two decades.

AE: You study apocalyptic tropes in religious movements. Which vision of apocalypse do you find most disturbing?

CC: Well, first I should say that I’m not talking about the current pop-culture trope of nuclear-devastated landscapes and zombie invasions. I’m talking religious “end times” beliefs, aka eschatology, cross-culturally, and with specific attention to those with violent potential.  Religion is often pigeonholed under politics, as though it’s just a veneer and everything can be satisfactorily explained without considering, eg, that it treats life after death as, if anything, a more powerful motivator than life before it — so we miss the turning point that “end times” thinking represents, with its implication that the current war is the final test on which you will be judged pass/fail by the One who created life, death and you yourself…

Broadly, I pay particularly note to unforeseen apocalypses, clashing apocalypses, and fictitious apocalypses. Muslim (Mahdist) apocalypticism was widely ignored because we knew so little about it, until well after 9/11 – yet the hadith saying the Mahdi’s victorious end times army with black banners will sweep from Khorasan (plausibly: Afghanistan) to Jerusalem has long been a major lure in AQ propaganda — while its correlate, the Ghazwa-e-Hind, is still largely dismissed. By clashing apocalypses I mean what happens when rival apocalypses mutually antagonize one another, as when the Mahdi is equated with Antichrist in Joel Richardson’s writings, or when Judaic, Christian and Islamic apocalypses clash over Israel and the Temple Mount — probably the driest tinder in the world right now, And by fictitious apocalypses, I mean the ones influentially but mistakenly portrayed in works of best-selling fiction such as the Left Behind series, or Joel Rosenberg’s far more engaging politico-religious novels.

AE: How has the study of apocalyptic tropes and culture changed (if it has at all) since 9/11 focused attention on radical Islamist movements?

CC: USC’s Stephen O’Leary was the first to study apocalyptic as rhetoric in his 1994 Arguing the Apocalypse, and joined BU’s Richard Landes in forming the (late, lamented) Center for Millennial Studies, which gave millennial scholars a platform to engage with one another. David Cook opened my eyes to Islamist messianism at CMS around 1998, and the publication of his two books (Studies in Muslim Apocalyptic, Contemporary Muslim Apocalyptic Literature), Tim Furnish’s Holiest Wars and J-P Filiu’s Apocalypse in Islam brought it to wider scholarly attention — while Landes’ own encyclopedic Heaven on Earth: The Varieties of the Millennial Experience gives a wide-angle view of the field in extraordinary detail.

I’d say we’ve gone from brushing off apocalyptic as a superstitious irrelevance to an awareness that apocalyptic features strongly in Islamist narratives, both Shia and Sunni, over the past decade, but still tend to underestimate its significance within contemporary movements within American Christianity. When Harold Camping proclaimed the end of the world in 2011, he spent circa $100 million worldwide on warning ads, and reports suggest that hundreds of Hmong tribespeople in Vietnam lost their lives in clashes with the police after moving en masse to a mountain to await the rapture. Apocalyptic movements can have significant impact — cf. the Taiping Rebellion in China, which left 20 million or so dead in its wake.

AE: What advice do you have for people looking to understand esoteric secular and religious movements relevant to national security and foreign policy?

CC: Since “feeling is first”, as ee cummings said, to “know your enemy” (Sun Tze) requires an act of empathy, the ability to feel how the enemy’s feelings must feel. That’s not an easy task for the rational secular mind, but to get a sense of the apocalyptic feelings of the jihadists, I’d recommend reading Abdullah Azzam’s Signs of the Merciful in Afghanistan, with its tales of miracle upon miracle, considering the impact of those narratives on pious but unlettered readers sympathetic to the idea of jihad…

Pay no attention to pundits. For real expertise, follow twitter and blogosphere, not Fox or CNN. Read widely.  Read above your pay grade, see what the experts think are most significant distinctions. Look for similarities in own tradition and explore the differences — read Rushdoony on Christian Dominionism and C Peter Wagner on the New Apostolic Reformation to compare with the Islamist narrative.

Look for blind spots, and focus on them — they’re as important as the rear view mirror is when driving.  Watch for undertows, movements in the making. Read comments sections, which will contain more unvarnished truth than is entirely comfortable.  Notice where disciplines (or silos) intersect — learning which applies in two disciplines is at least twice as valuable as learning that only occurs in one. Read where worldviews collide. Lastly, I’d ask you to explore any tradition, whether you think it’s idiotic or not, until you know what’s most beautiful in it — so that, again, you see it with empathy & nuance, not just in black and white…

Making Historical Analogies about 1914

Friday, January 10th, 2014

[by Mark Safranski, a.k.a. “zen“]

The Independent has a short, quasi-sensationalist, article featuring historian Margaret MacMillan discussing what is likely to become the first pop academic cottage industry of 2014….making historical analogies about 1914 and World War I! MacMillan is a senior scholar of international relations and administrator at Oxford ( where she is Warden of St Antony’s College)  with a wide range of research interests, including the First World War on which she has published two books.  I am just going to excerpt and comment on the historical analogies MacMillan made – or at least the ones filtered by the reporter and editor – she’s more eloquent in her own writing where each of these points are treated at greater length:

Is it 1914 all over again? We are in danger of repeating the mistakes that started WWI, says a leading historian 

Professor Margaret MacMillan, of the University of Cambridge, argues that the Middle East could be viewed as the modern-day equivalent of this turbulent region. A nuclear arms race that would be likely to start if Iran developed a bomb “would make for a very dangerous world indeed, which could lead to a recreation of the kind of tinderbox that exploded in the Balkans 100 years ago – only this time with mushroom clouds,”

…..While history does not repeat itself precisely, the Middle East today bears a worrying resemblance to the Balkans then,” she says. “A similar mix of toxic nationalisms threatens to draw in outside powers as the US, Turkey, Russia, and Iran look to protect their interests and clients. 

Several comments here. There is a similarity in that like the unstable Balkan states of the early 20th century, many of the Mideastern countries are young, autocratic, states with ancient cultures that are relatively weak  and measure their full independence from imperial rule only in decades.  The Mideast is also like the Balkans, divided internally along ethnic, tribal, religious, sectarian and linguistic lines.

The differences though, are substantial. The world may be more polycentric now than in 1954 or 1994 but the relative and absolute preponderance of American power versus all possible rivals, even while war-weary and economically dolorous, is not comparable to Great Britain’s position in 1914.  The outside great powers MacMillan points to are far from co-equal and there is no alliance system today that would guarantee escalation of a local conflict to a general war. Unlike Russia facing Austria-Hungary over Serbia there is no chance that Iran or Russia would court a full-scale war with the United States over Syria.

On the negative side of the ledger, the real problem  is not possible imperial conquest but the danger of regional collapse. “Toxic nationalism” is less the problem than the fact that the scale of a Mideastern Sunni-Shia sectarian conflict is so enormous, as are the implications . Nothing in the Balkans after the turn of the century compares to Syria, then Iraq and then other states sliding into a Muslim version of the Thirty Year’s War. An arc of failed states from Beirut to Islamabad is likelier than, say, a new Persian empire run by Tehran’s mullahs.

Modern-day Islamist terrorists mirror the revolutionary communists and anarchists who carried out a string of assassinations in the name of a philosophy that sanctioned murder to achieve their vision of a better world

Agree here. The analogy between 21st revolutionary Islamists and the 19th century revolutionary anarchists is sound.

And in 1914, Germany was a rising force that sought to challenge the pre-eminent power of the time, the UK. Today, the growing power of China is perceived as a threat by some in the US.

Transitions from one world power to another are always seen as dangerous times. In the late 1920s, the US drew up plans for a war with the British Empire that would have seen the invasion of Canada, partly because it was assumed conflict would break out as America took over as the world’s main superpower.

Imperial Germany’s growing power was less troublesome to Edwardian British statesmen than the strategic error of the Kaiser and von Tirpitz to pursue a naval arms race with Great Britain that did not give Germany’even the ability to break a naval blockade but needlessly antagonized the British with an existential threat that pushed London into the French camp.

As to military plans for invading Canada (or anywhere else), the job of military planning staffs are to create war plans to cover hypothetical contingencies so that if a crisis breaks out, there is at least a feasible starting point on the drawing board from which to begin organizing a campaign. This is what staff officers do be they American, French, Russian, German, Chinese and even British. This is not to be taken as serious evidence that the Coolidge or Hoover administrations were hatching schemes to occupy Quebec.

More importantly, nuclear weapons create an impediment to Sino-American rivalry ending in an “August 1914” moment ( though not, arguably, an accidental or peripheral clash at sea or a nasty proxy conflict). Even bullying Japan ultimately carries a risk that at a certain point, the Japanese will get fed-up with Beijing, decide they need parity with China, and become a nuclear weapons state.

Professor MacMillan, whose book The War That Ended Peace was published last year, said right-wing and nationalist sentiments were rising across the world and had also been a factor before the First World War

In China and Japan, patriotic passions have been inflamed by the dispute over a string of islands in the East China Sea, known as the Senkakus in Japan and Diaoyus in China. “Increased Chinese military spending and the build-up of its naval capacity suggest to many American strategists that China intends to challenge the US as a Pacific power, and we are now seeing an arms race between the two countries in that region,” she writes in her essay. “The Wall Street Journal has authoritative reports that the Pentagon is preparing war plans against China – just in case.” 

“It is tempting – and sobering –to compare today’s relationship between China and the US with that between Germany and England a century ago,” Professor MacMillan writes. She points to the growing disquiet in the US over Chinese investment in America while “the Chinese complain that the US treats them as a second-rate power”.

The “dispute” of the Senkakus has been intentionally and wholly created by Beijing in much the same way Chinese leaders had PLA troops provocatively infringe on Indian territory, claim the South China Sea as sovereign territory and bully ships of all nearby nations other than Russia in international or foreign national waters. This is, as Edward Luttwak recently pointed out, not an especially smart execution of strategy. China’s recent burst of nationalistic bluffing, intimidation and paranoia about encirclement are working along the path of self-fulfilling prophecy.

Another similarity highlighted by the historian is the belief that a full-scale war between the major powers is unthinkable after such a prolonged period of peace. “Now, as then, the march of globalisation has lulled us into a false sense of safety,” she says. “The 100th anniversary of 1914 should make us reflect anew on our vulnerability to human error, sudden catastrophes, and sheer accident.

Agree that globalization is no guarantee against human folly, ambition or the caprice of chance.

What are your thoughts?

Happy New “Creative Leap” Year

Wednesday, January 1st, 2014

[ by Charles Cameron — wondering whether a von Kármán vortex street might be a good place to take a Paul Lévy walk one of these days — when I’m out and about, foraging for new ideas ]
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"Named after French mathematician Paul Lévy, a Lévy walk is characterized by many small moves combined with a few longer trajectories."

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M’friend Bill Benzon of the New Savanna blog posted two paras out of an NYT blog piece, Navigating Our World Like Birds and Bees, today:

What they have found is that when moving with a purpose such as foraging for food, many creatures follow a particular and shared pattern. They walk (or wing or lope) for a short time in one direction, scouring the ground for edibles, then turn and start moving in another direction for a short while, before turning and strolling or flying in another direction yet again. This is a useful strategy for finding tubers and such, but if maintained indefinitely brings creatures back to the same starting point over and over; they essentially move in circles.

So most foragers and predators occasionally throw in a longer-distance walk (or flight), which researchers refer to as a “long step,” bringing them into new territory, where they then return to short walks and frequent turns as they explore the new place.

I can’t help but think that this may give us a closer approximation to the way minds can think than our usual terms, linear and lateral, or on a wider scale, disciplinary and interdisciplinary thinking, with the short walks involving thoughts that require investigation but not analogy, and the long steps being leaps by analogy into new territory — the familiar hop, skip and jumps we also call creative leaps.

From my POV, seeing both linear and leaping thoughts this way allows for the fact that what we’ve been calling linear thoughts aren’t so much linear as local, while analogical thoughts by their very nature take us from one thought domain to another — via parallelism or opposition — leaping conceptual distances.

Which is why I can wish you a Happy New “Creative Leap” Year! — even though 2014 isn’t divisible by 4 and there will still only be 28 days this February.

Metaheuristics of War

Monday, December 23rd, 2013

(by Adam Elkus)

I have been thinking about the problem of the “principles of war,” and various military authors’ differing takes on the viability of the concept. This is perhaps the best way to respond to the thought-provoking post Lynn Rees fashioned out of fragments of our gchat conversations.

Principles of war remain part of military manuals the world over, despite the fact that historical work has exposed substantial variance in their content. Principles of war evolve in time. John Alger’s work in particular is very interesting on this question. The basic pattern was, as one reviewer of Alger’s book argued, a canonization of Napoleonic principles followed by a grafting of midcentury combined arms warfare onto those already canonized Napoleonic principles. However, this element of relative consensus proved to be short-lived.

There has been widespread debate over whether “principles of war” are still valid for the so-called information age or irregular warfare. Military theorist William F. Owen‘s praise for Robert Leonhard’s late 1990s information-age update of the principles caused me to read it in college, and I found it very enlightening if overly optimistic about Transformation-era technologies. The principles of war are also being perpetually re-defined in countless books, articles, military college student monographs, and PowerPoint slides.

The way principles of war became proxies for principles of Napoleonic warfare leads us to question if there can be principles of war that generalize.  If we take Clausewitz’s injunction about politics seriously, then we realize while war may have a underlying logic everything else will vary. Hence the problem with Basil Liddell-Hart’s book On Strategy — it tortures every historical example so thoroughly until it yields to supporting the indirect approach. A recent criticism of John Boyd recently elucidated this point as well. Boyd indulges in the conceptual equivalent of German attrition strategy at Verdun to force military history to conform to his PowerPoint magnum opus. Not surprisingly, Boyd inflicts grave losses on his opponent but is unable to extract too much strategic advantage relative to his own costs.

To seek time-invariant principles of war  risks indulging in a John Yoo approach to military history . Indeed, books like Liddell-Hart’s own Great Captains Unveiled waterboard great military personages like Subotai and De Saxe until they cry “I’ll talk! I’ll talk! I won because I used the indirect approach! Just make the pain stop!”  Torture is immoral and ineffectual in public policy, so why apply it to military history?

So what to do? One solution is try to boil principles of war down to pithy nubs stripped of unnecessary detail that express timeless truths about the “best practices” of warfighting — and build a doctrinal scaffolding around them. It would prune even highly abstract principles of war seen in doctrine down to more defensible levels of abstraction. But this idea suffers from several problems.

First, we dramatically overstate our current ability to tell what is “timeless.” That is the core of Rees’ recent entry – we are far more confused than we believe. And if the current, aphoristic principles of war were enough, would we see such a frenzy to re-define the terminology? It strikes me that what defense professionals often seek is a way to take principles down from the 747 jet flight level to the granular world of practice. As a result, they often turn to vulgar novelty over tradition when they are really searching for a process that might help them navigate the mismatch between supposed timeless principles and the actual problems they face.

Traditionalists (often correctly) believe this desire for novelty stems from fads, pressure to conform to political or bureaucratic directives, and personal empire-building. But in the last 12 years there has been a sincere outpouring of angst from soldiers, intelligence analysts, and civilian policy analysts in the government sector who find that principle of war aphorisms are not enough. One might not agree with Emile Simpson’s contentious take on war and politics, but he wrote the book because so-called timeless truths obviously did not help Simpson do his military job in Afghanistan. And I have often seen Mark Safranski argue here over the years that the concept of Fourth Generation Warfare was necessary as a forcing mechanism to get the US military to adapt to challenges it faced in Iraq and Afghanistan.

It is tempting to respond to this by saying “they need to read ___ old strategy master  I like and study military history in the subjective way I like until they can understand strategy.” But this is a recipe for indoctrination since “understanding” = agreeing with old strategy master + the aforementioned fuzzy and didactic approach to extracting timeless or eternal ideas from military history. Instead, we might introduce metaheuristics of war as a complementary concept to the principles of war:

Metaheuristics is a rather unfortunate term often used to describe a major subfield, indeed the primary subfield, of stochastic optimization. Stochastic optimization is the general class of algorithms and techniques which employ some degree of randomness to find optimal (or as optimal as possible) solutions to hard problems. Metaheuristics are the most general of these kinds of algorithms, and are applied to a very wide range of problems.

What kinds of problems? In Jacobellis v. Ohio (1964, regarding obscenity), the United States Supreme Court Justice Potter Stewart famously wrote,

I shall not today attempt further to define the kinds of material I understand to be embraced within that shorthand description; and perhaps I could never succeed in intelligibly doing so. But I know it when I see it, and the motion picture involved in this case is not that.

Metaheuristics are applied to I know it when I see it problems. They’re algorithms used to find answers to problems when you have very little to help you: you don’t know what the optimal solution looks like, you don’t know how to go about finding it in a principled way, you have very little heuristic information to go on, and brute-force search is out of the question because the space is too large. But if you’re given a candidate solution to your problem, you can test it and assess how good it is. That is, you know a good one when you see it.

Sean Luke, Essentials of Metaheuristics, (self-published lecture notes), 2013, 7.

Metaheuristics are not heuristics of heuristics, as Luke notes in a parenthetical comment. Rather, they are algorithms that select useful solutions for problems under the difficult conditions Luke specifies in the above quote. Let’s see an example:

For example: imagine if you’re trying to find an optimal set of robot behaviors for a soccer goalie robot. You have a simulator for the robot and can test any given robot behavior set and assign it a quality (you know a good one when you see it). And you’ve come up with a definition for what robot behavior sets look like in general. But you have no idea what the optimal behavior set is, nor even how to go about finding it.

The simplest thing you could do in this situation is Random Search: just try random behavior sets as long as you have time, and return the best one you discovered. But before you give up and start doing random search, consider the following alternative, known as Hill-Climbing. Start with a random behavior set. Then make a small, random modification to it and try the new version. If the new version is better, throw the old one away. Else throw the new version away. Now make another small, random modification to your current version (which ever one you didn’t throw away). If this newest version is better, throw away your current version, else throw away the newest version. Repeat as long as you can.

Hill-climbing is a simple metaheuristic algorithm. It exploits a heuristic belief about your space of candidate solutions which is usually true for many problems: that similar solutions tend to behave similarly (and tend to have similar quality), so small modifications will generally result in small, well-behaved changes in quality, allowing us to “climb the hill” of quality up to good solutions. This heuristic belief is one of the central defining features of metaheuristics: indeed, nearly all metaheuristics are essentially elaborate combinations of hill-climbing and random search.

One must use caution. When Clausewitz uses a metaphor, he does so because it helps us understand some dimension of the problem being discussed — not because a Center of Gravity in war maps exactly onto the meaning of the Center of Gravity in physics. Boyd does not make this distinction, and thus is vulnerable to criticisms from those that accurately point out that his interpretation of scientific concepts do not match their original usage. The level of abstraction I am discussing with in this post must be qualified in this respect, as I hope to avoid repeating Boyd’s mistake.

However, the following aspects of metaheuristics are still appealing in abstract. In many real-world problems, we do not know what an optimal solution looks like. We don’t know how to find it. We have a nub of information we can use, but not much more. Most importantly, the space of possible solutions is too large for us to just use brute force search for an answer:

A brute-force approach for the eight queens puzzle would examine all possible arrangements of 8 pieces on the 64-square chessboard, and, for each arrangement, check whether each (queen) piece can attack any other.

While hill-climbing and random-search are inherent in most metaheuristics, there are different types of metaheuristic algorithms for different problems with varying performance in climbing the “hill of quality.” Hence it is customizable and recognizes variation in performance of methods. Some methods will perform well on some problems, but will get stuck at a local optima instead of a peak when faced with others.

One gigantic caveat: the idea of peaks and valleys in the solution space is derived from the assumption of a static, not dynamically evolving, landscape of candidate solutions. A perfect example is the application of the Ant Colony Optimization method to the notoriously hard Traveling Salesman Problem or the use of genetic algorithms to optimize the Starcraft tech tree’s build orders. When the solution space you are searching and climbing evolves in time, algorithms that assume a static landscape run into problems.

However, this is also why (in more mathematically dense language) nailing down principles of war is so perilous.  A solution that you might have used a principle of war to get to is  fine at time T. But it loses validity as we shift to T+1 and tick upwards towards T+k. And should you use a principle that better fits war’s grammar in 1830 than 2013, then you are even more screwed.

The advantage of metaheuristics of war compared to principles of war is that, while both consider solutions to problems with discrete (not continuously shifting) solution landscapes, metaheuristics are about how you find solutions. Hill-climbing is (oversimplified) method of moving through solutions that exploits heuristic information, and random search is  (also oversimplified) “try and see what happens.” The process of a metaheuristic involves a combination of both.

In contrast, principles of war are not really a process as much as a set of general guidelines designed to dramatically and a priori shrink the possible space of solutions to be considered in ways far more sweeping than hill-climbing. They imply a very, very restricted set of solutions while still being too vague to help a practitioner think about how the solutions fit the problem. Principles of war generally say to the practitioner, “generally, you do ___ but how you apply this is up to your specific situation and needs.” It has a broad set of do’s and don’ts that — by definition — foreclose consideration of possible solutions when they conflict with a given principle.

Yes, they are suggestions not guidelines, but the burden of proof is on the principle-violating solution, not the principle of war.  It may be that many problems will require flagrantly violating a given principle. The Royal Navy’s idea about distributing its forces to deal with the strategic problem posed by early 20th century imperial geopolitics potentially runs afoul of several principles of war, but it still worked. Finally, many principles of war as incorporated in military instruction are shaped more by cultural bias than timeless warfighting ideas.

As noted previously, metaheuristic algorithms are flexible. Different metaheuristics can be specified for differing problems. Additionally, when we consider past military problems (which the didactic teaching of principles of war concerns), metaheuristics can serve as alternative method for thinking about canonical historical military problems. Algorithms are measured against benchmark problems. One can consider abstract “benchmark” military problems and more specific classes of problems. By doing so, we may shed light on conditions impacting the usefulness of various principles of war on various problems of interest.

I will stress again that the loose notion of metaheuristics of war and the the principles of war should be complementary, not an either-or. And they can be combined with methods that are more interpretive and frame-based, since you will not be able to use a metaheuristic without having the “I know it when I see it” understanding Luke referenced in the beginning of his quoted text. On a similar note, I’ll also stress that an algorithm makes up only one part of a software program’s design pattern. A strategy or strategic concept is a larger architecture (e.g. a “strategy bridge“) that cannot simply be reduced to some narrow subcomponent — which is how the principles of war have always been understood within the context of strategic thought.

That being said…….what about war in real time, the dynamic and nonlinear contest of wills that Clausewitz describes? Note the distinction between the idea of principles of war that reasonably explain a past collection of military problems/offer guidance to understanding reasonably well-known military problems and the conceptual ability to understand the underlying dynamics of a specific present or future military contest.

The principle of objective, unity of command, or mass will not tell you much about the context of the strategic dilemma Robert E. Lee faced as a Confederate commander because geography, technology, ideology, state policy, the choices of neutral states, etc all structured his decision. They are much better when applied to the general class of problem that Lee’s dilemma could be abstracted into.

This is the difference between Clausewitz’s “ideal” and “real” war. Ideal war lacks the constraints and context of real war, and real war is something more than the sum of its parts. For example, maneuverists often argued that the US should implement an German-style elastic defense to defeat the Soviets in Central Europe. But such an solution, while perhaps valid in the abstract, would not be tolerated by European coalition partners that sought to avoid another spate of WWII-like demolition of their homelands.

Principles of war tell us very little about the Trinity’s notion of passion, reason, and chance, or the very political, economic, geographic, and technological conditions that might allow us to understand how Clausewitz’s two interacting “duel” partners move from the start of the match to conclusion. We need to think about how the duel plays out in time. And for reasons already explained metaheuristics also have some big limitations of their own with respect to dynamically evolving solution spaces.

An entirely different set of conceptual tools is needed, but that’s a problem for another post. For now, I leave you with a NetLogo implementation of Particle Swarm Optimization. Look at those NetLogo turtles go!!


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