[ Free Best ] The Singularity Is Near Author Ray Kurzweil – Andy-palmer.co.uk

The Singularity Is Near RAY KURZWEILThe Singularity Is NearWHEN HUMANS TRANSCEND BIOLOGYPENGUIN BOOKSPROLOGUEThe Power Of IdeasI Do Not Think There Is Any Thrill That Can Go Through The Human Heart Like That Felt By The Inventor As He Sees Some Creation Of The Brain Unfolding To SuccessKOLA TESLA INVENTOR OF ALTERNATING CURRENTAt The Age Of Five, I Had The Idea That I Would Become An Inventor I Had The Notion That Inventions Could Change The World When Other Kids Were Wondering Aloud What They Wanted To Be, I Already Had The Conceit That I Knew What I Was Going To Be The Rocket Ship To The Moon That I Was Then Building Almost A Decade Before President Kennedys Challenge To The Nation Did Not Work Out But At Around The Time I Turned Eight, My Inventions Became A Littlerealistic, Such As A Robotic Theater With Mechanical Linkages That Could Move Scenery And Characters In And Out Of View, And Virtual Baseball GamesHaving Fled The Holocaust, My Parents, Both Artists, Wanted Aworldly, Less Provincial, Religious Upbringing For Me My Spiritual Education, As A Result, Took Place In A Unitarian Church We Would Spend Six Months Studying One Religiongoing To Its Services, Reading Its Books, Having Dialogues With Its Leadersand Then Move On To The Next The Theme Was Many Paths To The Truth I Noticed, Of Course, Many Parallels Among The Worlds Religious Traditions, But Even The Inconsistencies Were Illuminating It Became Clear To Me That The Basic Truths Were Profound Enough To Transcend Apparent ContradictionsAt The Age Of Eight, I Discovered The Tom Swift Jr Series Of Books The Plots Of All Of The Thirty Three Books Only Nine Of Which Had Been Published When I Started To Read Them In Were Always The Same Tom Would Get Himself Into A Terrible Predicament, In Which His Fate And That Of His Friends, And Often The Rest Of The Human Race, Hung In The Balance Tom Would Retreat To His Basement Lab And Think About How To Solve The Problem This, Then, Was The Dramatic Tension In Each Book In The Series What Ingenious Idea Would Tom And His Friends Come Up With To Save The Day The Moral Of These Tales Was Simple The Right Idea Had The Power To Overcome A Seemingly Overwhelming ChallengeTo This Day, I Remain Convinced Of This Basic Philosophy No Matter What Quandaries We Facebusiness Problems, Health Issues, Relationship Difficulties, As Well As The Great Scientific, Social, And Cultural Challenges Of Our Timethere Is An Idea That Can Enable Us To Prevail Further, We Can Find That Idea And When We Find It, We Need To Implement It My Life Has Been Shaped By This Imperative The Power Of An Ideathis Is Itself An IdeaAround The Same Time That I Was Reading The Tom Swift Jr Series, I Recall My Grandfather, Who Had Also Fled Europe With My Mother, Coming Back From His First Return Visit To Europe With Two Key Memories One Was The Gracious Treatment He Received From The Austrians And Germans, The Same People Who Had Forced Him To Flee In The Other Was A Rare Opportunity He Had Been Given To Touch With His Own Hands Some Original Manuscripts Of Leonardo Da Vinci Both Recollections Influenced Me, But The Latter Is One Ive Returned To Many Times He Described The Experience With Reverence, As If He Had Touched The Work Of God Himself This, Then, Was The Religion That I Was Raised With Veneration For Human Creativity And The Power Of IdeasIn , At The Age Of Twelve, I Discovered The Computer And Became Fascinated With Its Ability To Model And Re Create The World I Hung Around The Surplus Electronics Stores On Canal Street In Manhattan Theyre Still There And Gathered Parts To Build My Own Computational Devices During The S, I Was As Absorbed In The Contemporary Musical, Cultural, And Political Movements As My Peers, But I Became Equally Engaged In A Muchobscure Trend Namely, The Remarkable Sequence Of Machines That IBM Proffered During That Decade, From Their Big Series , To Their Small , Effectively The First Minicomputer The Machines Were Introduced At Yearly Intervals, And Each One Was Less Expensive Andpowerful Than The Last, A Phenomenon Familiar Today I Got Access To An IBM And Began To Write Programs For Statistical Analysis And Subsequently For Music CompositionI Still Recall The Time In When I Was Allowed Into The Secure, Cavernous Chamber Housing What Was Then The Most Powerful Computer In New England, A Top Of The Line IBM Model , With A Remarkable Million Bytes One Megabyte Of Core Memory, An Impressive Speed Of One Million Instructions Per Second One MIPS , And A Rental Cost Of Only One Thousand Dollars Per Hour I Had Developed A Computer Program That Matched High School Students To Colleges, And I Watched In Fascination As The Front Panel Lights Danced Through A Distinctive Pattern As The Machine Processed Each Students Application Even Though I Was Quite Familiar With Every Line Of Code, It Nonetheless Seemed As If The Computer Were Deep In Thought When The Lights Dimmed For Several Seconds At The Denouement Of Each Such Cycle Indeed, It Could Do Flawlessly In Ten Seconds What Took Us Ten Hours To Do Manually With Far Less AccuracyAs An Inventor In The S, I Came To Realize That My Inventions Needed To Make Sense In Terms Of The Enabling Technologies And Market Forces That Would Exist When The Inventions Were Introduced, As That World Would Be A Very Different One From The One In Which They Were Conceived I Began To Develop Models Of How Distinct Technologieselectronics, Communications, Computer Processors, Memory, Magnetic Storage, And Othersdeveloped And How These Changes Rippled Through Markets And Ultimately Our Social Institutions I Realized That Most Inventions Fail Not Because The RD Department Cant Get Them To Work But Because The Timing Is Wrong Inventing Is A Lot Like Surfing You Have To Anticipate And Catch The Wave At Just The Right MomentMy Interest In Technology Trends And Their Implications Took On A Life Of Its Own In The S, And I Began To Use My Models To Project And Anticipate Future Technologies, Innovations That Would Appear In , And Beyond This Enabled Me To Invent With The Capabilities Of The Future By Conceiving And Designing Inventions Using These Future Capabilities In The Mid To Late S, I Wrote My First Book, The Age Of Intelligent Machines It Included Extensive And Reasonably Accurate Predictions For The S And S, And Ended With The Specter Of Machine Intelligence Becoming Indistinguishable From That Of Its Human Progenitors Within The First Half Of The Twenty First Century It Seemed Like A Poignant Conclusion, And In Any Event I Personally Found It Difficult To Look Beyond So Transforming An OutcomeOver The Last Twenty Years, I Have Come To Appreciate An Important Meta Idea That The Power Of Ideas To Transform The World Is Itself Accelerating Although People Readily Agree With This Observation When It Is Simply Stated, Relatively Few Observers Truly Appreciate Its Profound Implications Within The Next Several Decades, We Will Have The Opportunity To Apply Ideas To Conquer Age Old Problemsand Introduce A Few New Problems Along The WayDuring The S, I Gathered Empirical Data On The Apparent Acceleration Of All Information Related Technologies And Sought To Refine The Mathematical Models Underlying These Observations I Developed A Theory I Call The Law Of Accelerating Returns, Which Explains Why Technology And Evolutionary Processes In General Progress In An Exponential Fashion In The Age Of Spiritual Machines ASM , Which I Wrote In , I Sought To Articulate The Nature Of Human Life As It Would Exist Past The Point When Machine And Human Cognition Blurred Indeed, Ive Seen This Epoch As An Increasingly Intimate Collaboration Between Our Biological Heritage And A Future That Transcends BiologySince The Publication Of ASM, I Have Begun To Reflect On The Future Of Our Civilization And Its Relationship To Our Place In The Universe Although It May Seem Difficult To Envision The Capabilities Of A Future Civilization Whose Intelligence Vastly Outstrips Our Own, Our Ability To Create Models Of Reality In Our Mind Enables Us To Articulate Meaningful Insights Into The Implications Of This Impending Merger Of Our Biological Thinking With The Nonbiological Intelligence We Are Creating This, Then, Is The Story I Wish To Tell In This Book The Story Is Predicated On The Idea That We Have The Ability To Understand Our Own Intelligenceto Access Our Own Source Code, If You Willand Then Revise And Expand ItSome Observers Question Whether We Are Capable Of Applying Our Own Thinking To Understand Our Own Thinking AI Researcher Douglas Hofstadter Muses That It Could Be Simply An Accident Of Fate That Our Brains Are Too Weak To Understand Themselves Think Of The Lowly Giraffe, For Instance, Whose Brain Is Obviously Far Below The Level Required For Self Understandingyet It Is Remarkably Similar To Our Brain However, We Have Already Succeeded In Modeling Portions Of Our Brainneurons And Substantial Neural Regionsand The Complexity Of Such Models Is Growing Rapidly Our Progress In Reverse Engineering The Human Brain, A Key Issue That I Will Describe In Detail In This Book, Demonstrates That We Do Indeed Have The Ability To Understand, To Model, And To Extend Our Own Intelligence This Is One Aspect Of The Uniqueness Of Our Species Our Intelligence Is Just Sufficiently Above The Critical Threshold Necessary For Us To Scale Our Own Ability To Unrestricted Heights Of Creative Powerand We Have The Opposable Appendage Our Thumbs Necessary To Manipulate The Universe To Our WillA Word On Magic When I Was Reading The Tom Swift Jr Books, I Was Also An Avid Magician I Enjoyed The Delight Of My Audiences In Experiencing Apparently Impossible Transformations Of Reality In My Teen Years, I Replaced My Parlor Magic With Technology Projects I Discovered That Unlike Mere Tricks, Technology Does Not Lose Its Transcendent Power When Its Secrets Are Revealed I Am Often Reminded Of Arthur C Clarkes Third Law, That Any Sufficiently Advanced Technology Is Indistinguishable From MagicConsider J K Rowlings Harry Potter Stories From This Perspective These Tales May Be Imaginary, But They Are Not Unreasonable Visions Of Our World As It Will Exist Only A Few Decades From Now Essentially All Of The Potter Magic Will Be Realized Through The Technologies I Will Explore In This Book Playing Quid Ditch And Transforming People And Objects Into Other Forms Will Be Feasible In Full Immersion Virtual Reality Environments, As Well As In Real Reality, Using Nanoscale Devices More Dubious Is The Time Reversal As Described In Harry Potter And The Prisoner Of Azkaban , Although Serious Proposals Have Even Been Put Forward For Accomplishing Something Along These Lines Without Giving Rise To Causality Paradoxes , At Least For Bits Of Information, Which Essentially Is What We Comprise See The Discussion In Chapter On The Ultimate Limits Of Computation Consider That Harry Unleashes His Magic By Uttering The Right Incantation Of Course, Discovering And Applying These Incantations Are No Simple Matters Harry And His Colleagues Need To Get The Sequence, Procedures, And Emphasis Exactly Correct That Process Is Precisely Our Experience With Technology Our Incantations Are The Formulas And Algorithms Underlying Our Modern Day Magic With Just The Right Sequence, We Can Get A Computer To Read A Book Out Loud, Understand Human Speech, Anticipate And Prevent A Heart Attack, Or Predict The Movement Of A Stock Market Holding If An Incantation Is Just Slightly Off Mark, The Magic Is Greatly Weakened Or Does Not Work At AllOne Might Object To This Metaphor By Pointing Out That Hogwartian Incantations Are Brief And Therefore Do Not Contain Much Information Compared To, Say, The Code For A Modern Software Program But The Essential Methods Of Modern Technology Generally Share The Same Brevity The Principles Of Operation Of Software Advances Such As Speech Recognition Can Be Written In Just A Few Pages Of Formulas Often A Key Advance Is A Matter Of Applying A Small Change To A Single FormulaThe Same Observation Holds For The Inventions Of Biological Evolution Consider That The Genetic Difference Between Chimpanzees And Humans, For Example, Is Only A Few Hundred Thousand Bytes Of Information Although Chimps Are Capable Of Some Intellectual Feats, That Tiny Difference In Our Genes Was Sufficient For Our Species To Create The Magic Of TechnologyMuriel Rukeyser Says That The Universe Is Made Of Stories, Not Of Atoms In Chapter , I Describe Myself As A Patternist, Someone Who Views Patterns Of Information As The Fundamental Reality For Example, The Particles Composing My Brain And Body Change Within Weeks, But There Is A Continuity To The Patterns That These Particles Make A Story Can Be Regarded As A Meaningful Pattern Of Information, So We Can Interpret Muriel Rukeysers Aphorism From This Perspective This Book, Then, Is The Story Of The Destiny Of The Human Machine Civilization, A Destiny We Have Come To Refer To As The SingularityAPTER ONEThe Six EpochsEveryone Takes The Limits Of His Own Vision For The Limits Of The WorldTHUR SCHOPENHAUERI Am Not Sure When I First Became Aware Of The Singularity Id Have To Say It Was A Progressive Awakening In The Almost Half Century That Ive Immersed Myself In Computer And Related Technologies, Ive Sought To Understand The Meaning And Purpose Of The Continual Upheaval That I Have Witnessed At Many Levels Gradually, Ive Become Aware Of A Transforming Event Looming In The First Half Of The Twenty First Century Just As A Black Hole In Space Dramatically Alters The Patterns Of Matter And Energy Accelerating Toward Its Event Horizon, This Impending Singularity In Our Future Is Increasingly Transforming Every Institution And Aspect Of Human Life, From Sexuality To SpiritualityWhat, Then, Is The Singularity Its A Future Period During Which The Pace Of Technological Change Will Be So Rapid, Its Impact So Deep, That Human Life Will Be Irreversibly Transformed Although Neither Utopian Nor Dystopian, This Epoch Will Transform The Concepts That We Rely On To Give Meaning To Our Lives, From Our Business Models To The Cycle Of Human Life, Including Death Itself Understanding The Singularity Will Alter Our Perspective On The Significance Of Our Past And The Ramifications For Our Future To Truly Understand It Inherently Changes Ones View Of Life In General And Ones Own Particular Life I Regard Someone Who Understands The Singularity And Who Has Reflected On Its Implications For His Or Her Own Life As A SingularitarianI Can Understand Why Many Observers Do Not Readily Embrace The Obvious Implications Of What I Have Called The Law Of Accelerating Returns The Inherent Acceleration Of The Rate Of Evolution, With Technological Evolution As A Continuation Of Biological Evolution After All, It Took Me Forty Years To Be Able To See What Was Right In Front Of Me, And I Still Cannot Say That I Am Entirely Comfortable With All Of Its ConsequencesThe Key Idea Underlying The Impending Singularity Is That The Pace Of Change Of Our Human Created Technology Is Accelerating And Its Powers Are Expanding At An Exponential Pace Exponential Growth Is Deceptive It Starts Out Almost Imperceptibly And Then Explodes With Unexpected Furyunexpected, That Is, If One Does Not Take Care To Follow Its Trajectory See The Linear Vs Exponential Growth Graph On P Consider This Parable A Lake Owner Wants To Stay At Home To Tend To The Lakes Fish And Make Certain That The Lake Itself Will Not Become Covered With Lily Pads, Which Are Said To Double Their Number Every Few Days Month After Month, He Patiently Waits, Yet Only Tiny Patches Of Lily Pads Can Be Discerned, And They Dont Seem To Be Expanding In Any Noticeable Way With The Lily Pads Covering Less Than Percent Of The Lake, The Owner Figures That Its Safe To Take A Vacation And Leaves With His Family When He Returns A Few Weeks Later, Hes Shocked To Discover That The Entire Lake Has Become Covered With The Pads, And His Fish Have Perished By Doubling Their Number Every Few Days, The Last Seven Doublings Were Sufficient To Extend The Pads Coverage To The Entire Lake Seven Doublings Extended Their Reach Fold This Is The Nature Of Exponential GrowthConsider Gary Kasparov, Who Scorned The Pathetic State Of Computer Chess In Yet The Relentless Doubling Of Computer Power Every Year Enabled A Computer To Defeat Him Only Five Years Later The List Of Ways Computers Can Now Exceed Human Capabilities Is Rapidly Growing Moreover, The Once Narrow Applications Of Computer Intelligence Are Gradually Broadening In One Type Of Activity After Another For Example, Computers Are Diagnosing Electrocardiograms And Medical Images, Flying And Landing Airplanes, Controlling The Tactical Decisions Of Automated Weapons, Making Credit And Financial Decisions, And Being Given Responsibility For Many Other Tasks That Used To Require Human Intelligence The Performance Of These Systems Is Increasingly Based On Integrating Multiple Types Of Artificial Intelligence AI But As Long As There Is An AI Shortcoming In Any Such Area Of Endeavor, Skeptics Will Point To That Area As An Inherent Bastion Of Permanent Human Superiority Over The Capabilities Of Our Own CreationsThis Book Will Argue, However, That Within Several Decades Information Based Technologies Will Encompass All Human Knowledge And Proficiency, Ultimately Including The Pattern Recognition Powers, Problem Solving Skills, And Emotional And Moral Intelligence Of The Human Brain ItselfAlthough Impressive In Many Respects, The Brain Suffers From Severe Limitations We Use Its Massive Parallelism One Hundred Trillion Interneuronal Connections Operating Simultaneously To Quickly Recognize Subtle Patterns But Our Thinking Is Extremely Slow The Basic Neural Transactions Are Several Million Times Slower Than Contemporary Electronic Circuits That Makes Our Physiological Bandwidth For Processing New Information Extremely Limited Compared To The Exponential Growth Of The Overall Human Knowledge BaseOur Version Biological Bodies Are Likewise Frail And Subject To A Myriad Of Failure Modes, Not To Mention The Cumbersome Maintenance Rituals They Require While Human Intelligence Is Sometimes Capable Of Soaring In Its Creativity And Expressiveness, Much Human Thought Is Derivative, Petty, And CircumscribedThe Singularity Will Allow Us To Transcend These Limitations Of Our Biological Bodies And Brains We Will Gain Power Over Our Fates Our Mortality Will Be In Our Own Hands We Will Be Able To Live As Long As We Want A Subtly Different Statement From Saying We Will Live Forever We Will Fully Understand Human Thinking And Will Vastly Extend And Expand Its Reach By The End Of This Century, The Nonbiological Portion Of Our Intelligence Will Be Trillions Of Trillions Of Timespowerful Than Unaided Human IntelligenceWe Are Now In The Early Stages Of This Transition The Acceleration Of Paradigm Shift The Rate At Which We Change Fundamental Technical Approaches As Well As The Exponential Growth Of The Capacity Of Information Technology Are Both Beginning To Reach The Knee Of The Curve, Which Is The Stage At Which An Exponential Trend Becomes Noticeable Shortly After This Stage, The Trend Quickly Becomes Explosive Before The Middle Of This Century, The Growth Rates Of Our Technologywhich Will Be Indistinguishable From Ourselveswill Be So Steep As To Appear Essentially Vertical From A Strictly Mathematical Perspective, The Growth Rates Will Still Be Finite But So Extreme That The Changes They Bring About Will Appear To Rupture The Fabric Of Human History That, At Least, Will Be The Perspective Of Unenhanced Biological HumanityThe Singularity Will Represent The Culmination Of The Merger Of Our Biological Thinking And Existence With Our Technology, Resulting In A World That Is Still Human But That Transcends Our Biological Roots There Will Be No Distinction, Post Singularity, Between Human And Machine Or Between Physical And Virtual Reality If You Wonder What Will Remain Unequivocally Human In Such A World, Its Simply This Quality Ours Is The Species That Inherently Seeks To Extend Its Physical And Mental Reach Beyond Current LimitationsMany Commentators On These Changes Focus On What They Perceive As A Loss Of Some Vital Aspect Of Our Humanity That Will Result From This Transition This Perspective Stems, However, From A Misunderstanding Of What Our Technology Will Become All The Machines We Have Met To Date Lack The Essential Subtlety Of Human Biological Qualities Although The Singularity Has Many Faces, Its Most Important Implication Is This Our Technology Will Match And Then Vastly Exceed The Refinement And Suppleness Of What We Regard As The Best Of Human Traits The Intuitive Linear View Versusthe Historical Exponential ViewWhen The First Transhuman Intelligence Is Created And Launches Itself Into Recursive Self Improvement, A Fundamental Discontinuity Is Likely To Occur, The Likes Of Which I Cant Even Begin To PredictMICHAEL ANISSIMOVIn The S John Von Neumann, The Legendary Information Theorist, Was Quoted As Saying That The Ever Accelerating Progress Of Technology Gives The Appearance Of Approaching Some Essential Singularity In The History Of The Race Beyond Which Human Affairs, As We Know Them, Could Not Continue Von Neumann Makes Two Important Observations Here Acceleration And Singularity The First Idea Is That Human Progress Is Exponential That Is, It Expands By Repeatedly Multiplying By A Constant Rather Than Linear That Is, Expanding By Repeatedly Adding A Constant Linear Versus Exponential Linear Growth Is Steady Exponential Growth Becomes ExplosiveThe Second Is That Exponential Growth Is Seductive, Starting Out Slowly And Virtually Unnoticeably, But Beyond The Knee Of The Curve It Turns Explosive And Profoundly Transformative The Future Is Widely Misunderstood Our Forebears Expected It To Be Pretty Much Like Their Present, Which Had Been Pretty Much Like Their Past Exponential Trends Did Exist One Thousand Years Ago, But They Were At That Very Early Stage In Which They Were So Flat And So Slow That They Looked Like No Trend At All As A Result, Observers Expectation Of An Unchanged Future Was Fulfilled Today, We Anticipate Continuous Technological Progress And The Social Repercussions That Follow But The Future Will Be Farsurprising Than Most People Realize, Because Few Observers Have Truly Internalized The Implications Of The Fact That The Rate Of Change Itself Is AcceleratingMost Long Range Forecasts Of What Is Technically Feasible In Future Time Periods Dramatically Underestimate The Power Of Future Developments Because They Are Based On What I Call The Intuitive Linear View Of History Rather Than The Historical Exponential View My Models Show That We Are Doubling The Paradigm Shift Rate Every Decade, As I Will Discuss In The Next Chapter Thus The Twentieth Century Was Gradually Speeding Up To Todays Rate Of Progress Its Achievements, Therefore, Were Equivalent To About Twenty Years Of Progress At The Rate In Well Make Another Twenty Years Of Progress In Just Fourteen Years By , And Then Do The Same Again In Only Seven Years To Express This Another Way, We Wont Experience One Hundred Years Of Technological Advance In The Twenty First Century We Will Witness On The Order Of Twenty Thousand Years Of Progress Again, When Measured By Todays Rate Of Progress , Or About One Thousand Times Greater Than What Was Achieved In The Twentieth CenturyMisperceptions About The Shape Of The Future Come Up Frequently And In A Variety Of Contexts As One Example Of Many, In A Recent Debate In Which I Took Part Concerning The Feasibility Of Molecular Manufacturing, A Nobel Prizewinning Panelist Dismissed Safety Concerns Regarding Nanotechnology, Proclaiming That Were Not Going To See Self Replicating Nanoengineered Entities Devices Constructed Molecular Fragment By Fragment For A Hundred Years I Pointed Out That One Hundred Years Was A Reasonable Estimate And Actually Matched My Own Appraisal Of The Amount Of Technical Progress Required To Achieve This Particular Milestone When Measured At Todays Rate Of Progress Five Times The Average Rate Of Change We Saw In The Twentieth Century But Because Were Doubling The Rate Of Progress Every Decade, Well See The Equivalent Of A Century Of Progress At Todays Ratein Only Twenty Five Calendar YearsSimilarly At Time Magazines Future Of Life Conference, Held In To Celebrate The Fiftieth Anniversary Of The Discovery Of The Structure Of DNA, All Of The Invited Speakers Were Asked What They Thought The Next Fifty Years Would Be Like Virtually Every Presenter Looked At The Progress Of The Last Fifty Years And Used It As A Model For The Next Fifty Years For Example, James Watson, The Codiscoverer Of DNA, Said That In Fifty Years We Will Have Drugs That Will Allow Us To Eat As Much As We Want Without Gaining WeightI Replied, Fifty Years We Have Accomplished This Already In Mice By Blocking The Fat Insulin Receptor Gene That Controls The Storage Of Fat In The Fat Cells Drugs For Human Use Using RNA Interference And Other Techniques We Will Discuss In Chapter Are In Development Now And Will Be In FDA Tests In Several Years These Will Be Available In Five To Ten Years, Not Fifty Other Projections Were Equally Shortsighted, Reflecting Contemporary Research Priorities Rather Than The Profound Changes That The Next Half Century Will Bring Of All The Thinkers At This Conference, It Was Primarily Bill Joy And I Who Took Account Of The Exponential Nature Of The Future, Although Joy And I Disagree On The Import Of These Changes, As I Will Discuss In Chapter People Intuitively Assume That The Current Rate Of Progress Will Continue For Future Periods Even For Those Who Have Been Around Long Enough To Experience How The Pace Of Change Increases Over Time, Unexamined Intuition Leaves One With The Impression That Change Occurs At The Same Rate That We Have Experienced Most Recently From The Mathematicians Perspective, The Reason For This Is That An Exponential Curve Looks Like A Straight Line When Examined For Only A Brief Duration As A Result, Even Sophisticated Commentators, When Considering The Future, Typically Extrapolate The Current Pace Of Change Over The Next Ten Years Or One Hundred Years To Determine Their Expectations This Is Why I Describe This Way Of Looking At The Future As The Intuitive Linear ViewBut A Serious Assessment Of The History Of Technology Reveals That Technological Change Is Exponential Exponential Growth Is A Feature Of Any Evolutionary Process, Of Which Technology Is A Primary Example You Can Examine The Data In Different Ways, On Different Timescales, And For A Wide Variety Of Technologies, Ranging From Electronic To Biological, As Well As For Their Implications, Ranging From The Amount Of Human Knowledge To The Size Of The Economy The Acceleration Of Progress And Growth Applies To Each Of Them Indeed, We Often Find Not Just Simple Exponential Growth, But Double Exponential Growth, Meaning That The Rate Of Exponential Growth That Is, The Exponent Is Itself Growing Exponentially For Example, See The Discussion On The Price Performance Of Computing In The Next ChapterMany Scientists And Engineers Have What I Call Scientists Pessimism Often, They Are So Immersed In The Difficulties And Intricate Details Of A Contemporary Challenge That They Fail To Appreciate The Ultimate Long Term Implications Of Their Own Work, And The Larger Field Of Work In Which They Operate They Likewise Fail To Account For The Farpowerful Tools They Will Have Available With Each New Generation Of TechnologyScientists Are Trained To Be Skeptical, To Speak Cautiously Of Current Research Goals, And To Rarely Speculate Beyond The Current Generation Of Scientific Pursuit This May Have Been A Satisfactory Approach When A Generation Of Science And Technology Lasted Longer Than A Human Generation, But It Does Not Serve Societys Interests Now That A Generation Of Scientific And Technological Progress Comprises Only A Few YearsConsider The Biochemists Who, In , Were Skeptical Of The Goal Of Transcribing The Entire Human Genome In A Mere Fifteen Years These Scientists Had Just Spent An Entire Year Transcribing A Mere One Ten Thousandth Of The Genome So, Even With Reasonable Anticipated Advances, It Seemed Natural To Them That It Would Take A Century, If Not Longer, Before The Entire Genome Could Be SequencedOr Consider The Skepticism Expressed In The Mid S That The Internet Would Ever Be A Significant Phenomenon, Given That It Then Included Only Tens Of Thousands Of Nodes Also Known As Servers In Fact, The Number Of Nodes Was Doubling Every Year, So That There Were Likely To Be Tens Of Millions Of Nodes Ten Years Later But This Trend Was Not Appreciated By Those Who Struggled With State Of The Art Technology In , Which Permitted Adding Only A Few Thousand Nodes Throughout The World In A Single YearThe Converse Conceptual Error Occurs When Certain Exponential Phenomena Are First Recognized And Are Applied In An Overly Aggressive Manner Without Modeling The Appropriate Pace Of Growth While Exponential Growth Gains Speed Over Time, It Is Not Instantaneous The Run Up In Capital Values That Is, Stock Market Prices During The Internet Bubble And Related Telecommunications Bubble Was Greatly In Excess Of Any Reasonable Expectation Of Even Exponential Growth As I Demonstrate In The Next Chapter, The Actual Adoption Of The Internet And E Commerce Did Show Smooth Exponential Growth Through Both Boom And Bust The Overzealous Expectation Of Growth Affected Only Capital Stock Valuations We Have Seen Comparable Mistakes During Earlier Paradigm Shiftsfor Example, During The Early Railroad Era S , When The Equivalent Of The Internet Boom And Bust Led To A Frenzy Of Railroad ExpansionAnother Error That Prognosticators Make Is To Consider The Transformations That Will Result From A Single Trend In Todays World As If Nothing Else Will Change A Good Example Is The Concern That Radical Life Extension Will Result In Overpopulation And The Exhaustion Of Limited Material Resources To Sustain Human Life, Which Ignores Comparably Radical Wealth Creation From Nanotechnology And Strong AI For Example, Nanotechnology Based Manufacturing Devices In The S Will Be Capable Of Creating Almost Any Physical Product From Inexpensive Raw Materials And InformationI Emphasize The Exponential Versus Linear Perspective Because Its The Most Important Failure That Prognosticators Make In Considering Future Trends Most Technology Forecasts And Forecasters Ignore Altogether This Historical Exponential View Of Technological Progress Indeed, Almost Everyone I Meet Has A Linear View Of The Future Thats Why People Tend To Overestimate What Can Be Achieved In The Short Term Because We Tend To Leave Out Necessary Details But Underestimate What Can Be Achieved In The Long Term Because Exponential Growth Is Ignored The Six EpochsFirst We Build The Tools, Then They Build UsRSHALL MCLUHANThe Future Aint What It Used To BeYOGI BERRAEvolution Is A Process Of Creating Patterns Of Increasing Order Ill Discuss The Concept Of Order In The Next Chapter The Emphasis In This Section Is On The Concept Of Patterns I Believe That Its The Evolution Of Patterns That Constitutes The Ultimate Story Of Our World Evolution Works Through Indirection Each Stage Or Epoch Uses The Information Processing Methods Of The Previous Epoch To Create The Next I Conceptualize The History Of Evolutionboth Biological And Technologicalas Occurring In Six Epochs As We Will Discuss, The Singularity Will Begin With Epoch Five And Will Spread From Earth To The Rest Of The Universe In Epoch SixEpoch One Physics And Chemistry We Can Trace Our Origins To A State That Represents Information In Its Basic Structures Patterns Of Matter And Energy Recent Theories Of Quantum Gravity Hold That Time And Space Are Broken Down Into Discrete Quanta, Essentially Fragments Of Information There Is Controversy As To Whether Matter And Energy Are Ultimately Digital Or Analog In Nature, But Regardless Of The Resolution Of This Issue, We Do Know That Atomic Structures Store And Represent Discrete InformationA Few Hundred Thousand Years After The Big Bang, Atoms Began To Form, As Electrons Became Trapped In Orbits Around Nuclei Consisting Of Protons And Neutrons The Electrical Structure Of Atoms Made Them Sticky Chemistry Was Born A Few Million Years Later As Atoms Came Together To Create Relatively Stable Structures Called Molecules Of All The Elements, Carbon Proved To Be The Most Versatile Its Able To Form Bonds In Four Directions Versus One To Three For Most Other Elements , Giving Rise To Complicated, Information Rich, Three Dimensional StructuresThe Rules Of Our Universe And The Balance Of The Physical Constants That Govern The Interaction Of Basic Forces Are So Exquisitely, Delicately, And Exactly Appropriate For The Codification And Evolution Of Information Resulting In Increasing Complexity That One Wonders How Such An Extraordinarily Unlikely Situation Came About Where Some See A Divine Hand, Others See Our Own Handsnamely, The Anthropic Principle, Which Holds That Only In A Universe That Allowed Our Own Evolution Would We Be Here To Ask Such Questions Recent Theories Of Physics Concerning Multiple Universes Speculate That New Universes Are Created On A Regular Basis, Each With Its Own Unique Rules, But That Most Of These Either Die Out Quickly Or Else Continue Without The Evolution Of Any Interesting Patterns Such As Earth Based Biology Has Created Because Their Rules Do Not Support The Evolution Of Increasingly Complex Forms Its Hard To Imagine How We Could Test These Theories Of Evolution Applied To Early Cosmology, But Its Clear That The Physical Laws Of Our Universe Are Precisely What They Need To Be To Allow For The Evolution Of Increasing Levels Of Order And ComplexityEpoch Two Biology And DNA In The Second Epoch, Starting Several Billion Years Ago, Carbon Based Compounds Becameandintricate Until Complex Aggregations Of Molecules Formed Self Replicating Mechanisms, And Life Originated Ultimately, Biological Systems Evolved A Precise Digital Mechanism DNA To Store Information Describing A Larger Society Of Molecules This Molecule And Its Supporting Machinery Of Codons And Ribosomes Enabled A Record To Be Kept Of The Evolutionary Experiments Of This Second EpochEpoch Three Brains Each Epoch Continues The Evolution Of Information Through A Paradigm Shift To A Further Level Of Indirection That Is, Evolution Uses The Results Of One Epoch To Create The Next For Example, In The Third Epoch, DNA Guided Evolution Produced Organisms That Could Detect Information With Their Own Sensory Organs And Process And Store That Information In Their Own Brains And Nervous Systems These Were Made Possible By Second Epoch Mechanisms DNA And Epigenetic Information Of Proteins And RNA Fragments That Control Gene Expression , Which Indirectly Enabled And Defined Third Epoch Information Processing Mechanisms The Brains And Nervous Systems Of Organisms The Third Epoch Started With The Ability Of Early Animals To Recognize Patterns, Which Still Accounts For The Vast Majority Of The Activity In Our Brains Ultimately, Our Own Species Evolved The Ability To Create Abstract Mental Models Of The World We Experience And To Contemplate The Rational Implications Of These Models We Have The Ability To Redesign The World In Our Own Minds And To Put These Ideas Into ActionEpoch Four Technology Combining The Endowment Of Rational And Abstract Thought With Our Opposable Thumb, Our Species Ushered In The Fourth Epoch And The Next Level Of Indirection The Evolution Of Human Created Technology This Started Out With Simple Mechanisms And Developed Into Elaborate Automata Automated Mechanical Machines Ultimately, With Sophisticated Computational And Communication Devices, Technology Was Itself Capable Of Sensing, Storing, And Evaluating Elaborate Patterns Of Information To Compare The Rate Of Progress Of The Biological Evolution Of Intelligence To That Of Technological Evolution, Consider That The Most Advanced Mammals Have Added About One Cubic Inch Of Brain Matter Every Hundred Thousand Years, Whereas We Are Roughly Doubling The Computational Capacity Of Computers Every Year See The Next Chapter Of Course, Neither Brain Size Nor Computer Capacity Is The Sole Determinant Of Intelligence, But They Do Represent Enabling FactorsIf We Place Key Milestones Of Both Biological Evolution And Human Technological Development On A Single Graph Plotting Both The X Axis Number Of Years Ago And The Y Axis The Paradigm Shift Time On Logarithmic Scales, We Find A Reasonably Straight Line Continual Acceleration , With Biological Evolution Leading Directly To Human Directed Development Countdown To SingularityBiological Evolution And Human Technology Both Show Continual Acceleration, Indicated By The Shorter Time To The Next Event Two Billion Years From The Origin Of Life To Cells Fourteen Years From The PC To The World Wide Web Linear View Of EvolutionThis Version Of The Preceding Figure Uses The Same Data But With A Linear Scale For Time Before Present Instead Of A Logarithmic One This Shows The Accelerationdramatically, But Details Are Not Visible From A Linear Perspective, Most Key Events Have Just Happened RecentlyThe Above Figures Reflect My View Of Key Developments In Biological And Technological History Note, However, That The Straight Line, Demonstrating The Continual Acceleration Of Evolution, Does Not Depend On My Particular Selection Of Events Many Observers And Reference Books Have Compiled Lists Of Important Events In Biological And Technological Evolution, Each Of Which Has Its Own Idiosyncrasies Despite The Diversity Of Approaches, However, If We Combine Lists From A Variety Of Sources For Example, The Encyclopaedia Britannica, The American Museum Of Natural History, Carl Sagans Cosmic Calendar, And Others , We Observe The Same Obvious Smooth Acceleration The Following Plot Combines Fifteen Different Lists Of Key Events Since Different Thinkers Assign Different Dates To The Same Event, And Different Lists Include Similar Or Overlapping Events Selected According To Different Criteria, We See An Expected Thickening Of The Trend Line Due To The Noisiness Statistical Variance Of This Data The Overall Trend, However, Is Very Clear Fifteen Views Of EvolutionMajor Paradigm Shifts In The History Of The World, As Seen By Fifteen Different Lists Of Key Events There Is A Clear Trend Of Smooth Acceleration Through Biological And Then Technological EvolutionPhysicist And Complexity Theorist Theodore Modis Analyzed These Lists And Determined Twenty Eight Clusters Of Events Which He Called Canonical Milestones By Combining Identical, Similar, And Or Related Events From The Different Lists This Process Essentially Removes The Noise For Example, The Variability Of Dates Between Lists From The Lists, Revealing Again The Same ProgressionCanonical Milestones Based On Clusters Of Events From Thirteen ListsThe Attributes That Are Growing Exponentially In These Charts Are Order And Complexity, Concepts We Will Explore In The Next Chapter This Acceleration Matches Our Commonsense Observations A Billion Years Ago, Not Much Happened Over The Course Of Even One Million Years But A Quarter Million Years Ago Epochal Events Such As The Evolution Of Our Species Occurred In Time Frames Of Just One Hundred Thousand Years In Technology, If We Go Back Fifty Thousand Years, Not Much Happened Over A One Thousand Year Period But In The Recent Past, We See New Paradigms, Such As The World Wide Web, Progress From Inception To Mass Adoption Meaning That They Are Used By A Quarter Of The Population In Advanced Countries Within Only A DecadeEpoch Five The Merger Of Human Technology With Human Intelligence Looking Ahead Several Decades, The Singularity Will Begin With The Fifth Epoch It Will Result From The Merger Of The Vast Knowledge Embedded In Our Own Brains With The Vastly Greater Capacity, Speed, And Knowledge Sharing Ability Of Our Technology The Fifth Epoch Will Enable Our Human Machine Civilization To Transcend The Human Brains Limitations Of A Mere Hundred Trillion Extremely Slow ConnectionsThe Singularity Will Allow Us To Overcome Age Old Human Problems And Vastly Amplify Human Creativity We Will Preserve And Enhance The Intelligence That Evolution Has Bestowed On Us While Overcoming The Profound Limitations Of Biological Evolution But The Singularity Will Also Amplify The Ability To Act On Our Destructive Inclinations, So Its Full Story Has Not Yet Been WrittenEpoch Six The Universe Wakes Up I Will Discuss This Topic In Chapter , Under The Heading On The Intelligent Destiny Of The Cosmos In The Aftermath Of The Singularity, Intelligence, Derived From Its Biological Origins In Human Brains And Its Technological Origins In Human Ingenuity, Will Begin To Saturate The Matter And Energy In Its Midst It Will Achieve This By Reorganizing Matter And Energy To Provide An Optimal Level Of Computation Based On Limits We Will Discuss In Chapter To Spread Out From Its Origin On EarthWe Currently Understand The Speed Of Light As A Bounding Factor On The Transfer Of Information Circumventing This Limit Has To Be Regarded As Highly Speculative, But There Are Hints That This Constraint May Be Able To Be Superseded If There Are Even Subtle Deviations, We Will Ultimately Harness This Superluminal Ability Whether Our Civilization Infuses The Rest Of The Universe With Its Creativity And Intelligence Quickly Or Slowly Depends On Its Immutability In Any Event The Dumb Matter And Mechanisms Of The Universe Will Be Transformed Into Exquisitely Sublime Forms Of Intelligence, Which Will Constitute The Sixth Epoch In The Evolution Of Patterns Of InformationThis Is The Ultimate Destiny Of The Singularity And Of The Universe The Singularity Is NearYou Know, Things Are Going To Be Really Different No, No, I Mean Really Different MARK MILLER COMPUTER SCIENTIST TO ERIC DREXLER, AROUND What Are The Consequences Of This Event When Greater Than Human Intelligence Drives Progress, That Progress Will Be Muchrapid In Fact, There Seems No Reason Why Progress Itself Would Not Involve The Creation Of Stillintelligent Entitieson A Still Shorter Time Scale The Best Analogy That I See Is With The Evolutionary Past Animals Can Adapt To Problems And Make Inventions, But Often No Faster Than Natural Selection Can Do Its Workthe World Acts As Its Own Simulator In The Case Of Natural Selection We Humans Have The Ability To Internalize The World And Conduct What Ifs In Our Heads We Can Solve Many Problems Thousands Of Times Faster Than Natural Selection Now, By Creating The Means To Execute Those Simulations At Much Higher Speeds, We Are Entering A Regime As Radically Different From Our Human Past As We Humans Are From The Lower Animals From The Human Point Of View, This Change Will Be A Throwing Away Of All The Previous Rules, Perhaps In The Blink Of An Eye, An Exponential Runaway Beyond Any Hope Of ControlRNOR VINGE, THE TECHNOLOGICAL SINGULARITY, Let An Ultraintelligent Machine Be Defined As A Machine That Can Far Surpass All The Intellectual Activities Of Any Man However Clever Since The Design Of Machines Is One Of These Intellectual Activities, An Ultraintelligent Machine Could Design Even Better Machines There Would Then Unquestionably Be An Intelligence Explosion, And The Intelligence Of Man Would Be Left Far Behind Thus The First Ultraintelligent Machine Is The Last Invention That Man Need Ever MakeVING JOHN GOOD, SPECULATIONS CONCERNING THE FIRST ULTRAINTELLIGENT MACHINE, To Put The Concept Of Singularity Into Further Perspective, Lets Explore The History Of The Word Itself Singularity Is An English Word Meaning A Unique Event With, Well, Singular Implications The Word Was Adopted By Mathematicians To Denote A Value That Transcends Any Finite Limitation, Such As The Explosion Of Magnitude That Results When Dividing A Constant By A Number That Gets Closer And Closer To Zero Consider, For Example, The Simple Function Y X As The Value Of X Approaches Zero, The Value Of The Function Y Explodes To Larger And Larger Values A Mathematical SingularityAs X Approaches Zero From Right To Left , X Or Y Approaches InfinitySuch A Mathematical Function Never Actually Achieves An Infinite Value, Since Dividing By Zero Is Mathematically Undefined Impossible To Calculate But The Value Of Y Exceeds Any Possible Finite Limit Approaches Infinity As The Divisor X Approaches ZeroThe Next Field To Adopt The Word Was Astrophysics If A Massive Star Undergoes A Supernova Explosion, Its Remnant Eventually Collapses To The Point Of Apparently Zero Volume And Infinite Density, And A Singularity Is Created At Its Center Because Light Was Thought To Be Unable To Escape The Star After It Reached This Infinite Density, It Was Called A Black Hole It Constitutes A Rupture In The Fabric Of Space And TimeOne Theory Speculates That The Universe Itself Began With Such A Singularity Interestingly, However, The Event Horizon Surface Of A Black Hole Is Of Finite Size, And Gravitational Force Is Only Theoretically Infinite At The Zero Size Center Of The Black Hole At Any Location That Could Actually Be Measured, The Forces Are Finite, Although Extremely LargeThe First Reference To The Singularity As An Event Capable Of Rupturing The Fabric Of Human History Is John Von Neumanns Statement Quoted Above In The S, I J Good Wrote Of An Intelligence Explosion Resulting From Intelligent Machines Designing Their Next Generation Without Human Intervention Vernor Vinge, A Mathematician And Computer Scientist At San Diego State University, Wrote About A Rapidly Approaching Technological Singularity In An Article For Omni Magazine In And In A Science Fiction Novel, Marooned In Realtime, In My Book, The Age Of Intelligent Machines, Presented A Future Headed Inevitably Toward Machines Greatly Exceeding Human Intelligence In The First Half Of The Twenty First Century Hans Moravecs Book Mind Children Came To A Similar Conclusion By Analyzing The Progression Of Robotics In Vinge Presented A Paper To A NASA Organized Symposium That Described The Singularity As An Impending Event Resulting Primarily From The Advent Of Entities With Greater Than Human Intelligence, Which Vinge Saw As The Harbinger Of A Runaway Phenomenon My Book, The Age Of Spiritual Machines When Computers Exceed Human Intelligence, Described The Increasingly Intimate Connection Between Our Biological Intelligence And The Artificial Intelligence We Are Creating Hans Moravecs Book Robot Mere Machine To Transcendent Mind, Also Published In , Described The Robots Of The S As Our Evolutionary Heirs, Machines That Will Grow From Us, Learn Our Skills, And Share Our Goals And Values, Children Of Our Minds Australian Scholar Damien Brodericks And Books, Both Titled The Spike, Analyzed The Pervasive Impact Of The Extreme Phase Of Technology Acceleration Anticipated Within Several Decades In An Extensive Series Of Writings, John Smart Has Described The Singularity As The Inevitable Result Of What He Calls MEST Matter, Energy, Space, And Time CompressionFrom My Perspective, The Singularity Has Many Faces It Represents The Nearly Vertical Phase Of Exponential Growth That Occurs When The Rate Is So Extreme That Technology Appears To Be Expanding At Infinite Speed Of Course, From A Mathematical Perspective, There Is No Discontinuity, No Rupture, And The Growth Rates Remain Finite, Although Extraordinarily Large But From Our Currently Limited Framework, This Imminent Event Appears To Be An Acute And Abrupt Break In The Continuity Of Progress I Emphasize The Word Currently Because One Of The Salient Implications Of The Singularity Will Be A Change In The Nature Of Our Ability To Understand We Will Become Vastly Smarter As We Merge With Our TechnologyCan The Pace Of Technological Progress Continue To Speed Up Indefinitely Isnt There A Point At Which Humans Are Unable To Think Fast Enough To Keep Up For Unenhanced Humans, Clearly So But What Would , Scientists, Each , Timesintelligent Than Human Scientists Today, And Each Operating , Times Faster Than Contemporary Humans Because The Information Processing In Their Primarily Nonbiological Brains Is Faster Accomplish One Chronological Year Would Be Like A Millennium For Them What Would They Come Up With Well, For One Thing, They Would Come Up With Technology To Become Evenintelligent Because Their Intelligence Is No Longer Of Fixed Capacity They Would Change Their Own Thought Processes To Enable Them To Think Even Faster When Scientists Become A Million Timesintelligent And Operate A Million Times Faster, An Hour Would Result In A Century Of Progress In Todays TermsThe Singularity Involves The Following Principles, Which I Will Document, Develop, Analyze, And Contemplate Throughout The Rest Of This BookThe Rate Of Paradigm Shift Technical Innovation Is Accelerating, Right Now Doubling Every Decade The Power Price Performance, Speed, Capacity, And Bandwidth Of Information Technologies Is Growing Exponentially At An Even Faster Pace, Now Doubling About Every Year This Principle Applies To A Wide Range Of Measures, Including The Amount Of Human Knowledge For Information Technologies, There Is A Second Level Of Exponential Growth That Is, Exponential Growth In The Rate Of Exponential Growth The Exponent The Reason As A Technology Becomescost Effective,resources Are Deployed Toward Its Advancement, So The Rate Of Exponential Growth Increases Over Time For Example, The Computer Industry In The S Consisted Of A Handful Of Now Historically Important Projects Today Total Revenue In The Computer Industry Isthan One Trillion Dollars, So Research And Development Budgets Are Comparably Higher Human Brain Scanning Is One Of These Exponentially Improving Technologies As I Will Show In Chapter , The Temporal And Spatial Resolution And Bandwidth Of Brain Scanning Are Doubling Each Year We Are Just Now Obtaining The Tools Sufficient To Begin Serious Reverse Engineering Decoding Of The Human Brains Principles Of Operation We Already Have Impressive Models And Simulations Of A Couple Dozen Of The Brains Several Hundred Regions Within Two Decades, We Will Have A Detailed Understanding Of How All The Regions Of The Human Brain Work We Will Have The Requisite Hardware To Emulate Human Intelligence With Supercomputers By The End Of This Decade And With Personal Computer Size Devices By The End Of The Following Decade We Will Have Effective Software Models Of Human Intelligence By The Mid S With Both The Hardware And Software Needed To Fully Emulate Human Intelligence, We Can Expect Computers To Pass The Turing Test, Indicating Intelligence Indistinguishable From That Of Biological Humans, By The End Of The S When They Achieve This Level Of Development, Computers Will Be Able To Combine The Traditional Strengths Of Human Intelligence With The Strengths Of Machine Intelligence The Traditional Strengths Of Human Intelligence Include A Formidable Ability To Recognize Patterns The Massively Parallel And Self Organizing Nature Of The Human Brain Is An Ideal Architecture For Recognizing Patterns That Are Based On Subtle, Invariant Properties Humans Are Also Capable Of Learning New Knowledge By Applying Insights And Inferring Principles From Experience, Including Information Gathered Through Language A Key Capability Of Human Intelligence Is The Ability To Create Mental Models Of Reality And To Conduct Mental What If Experiments By Varying Aspects Of These Models The Traditional Strengths Of Machine Intelligence Include The Ability To Remember Billions Of Facts Precisely And Recall Them Instantly Another Advantage Of Nonbiological Intelligence Is That Once A Skill Is Mastered By A Machine, It Can Be Performed Repeatedly At High Speed, At Optimal Accuracy, And Without Tiring Perhaps Most Important, Machines Can Share Their Knowledge At Extremely High Speed, Compared To The Very Slow Speed Of Human Knowledge Sharing Through Language Nonbiological Intelligence Will Be Able To Download Skills And Knowledge From Other Machines, Eventually Also From Humans Machines Will Process And Switch Signals At Close To The Speed Of Light About Three Hundred Million Meters Per Second , Compared To About One Hundred Meters Per Second For The Electrochemical Signals Used In Biological Mammalian Brains This Speed Ratio Is At Least Three Million To One Machines Will Have Access Via The Internet To All The Knowledge Of Our Human Machine Civilization And Will Be Able To Master All Of This Knowledge Machines Can Pool Their Resources, Intelligence, And Memories Two Machinesor One Million Machinescan Join Together To Become One And Then Become Separate Again Multiple Machines Can Do Both At The Same Time Become One And Separate Simultaneously Humans Call This Falling In Love, But Our Biological Ability To Do This Is Fleeting And Unreliable The Combination Of These Traditional Strengths The Pattern Recognition Ability Of Biological Human Intelligence And The Speed, Memory Capacity And Accuracy, And Knowledge And Skill Sharing Abilities Of Nonbiological Intelligence Will Be Formidable Machine Intelligence Will Have Complete Freedom Of Design And Architecture That Is, They Wont Be Constrained By Biological Limitations, Such As The Slow Switching Speed Of Our Interneuronal Connections Or A Fixed Skull Size As Well As Consistent Performance At All Times Once Nonbiological Intelligence Combines The Traditional Strengths Of Both Humans And Machines, The Nonbiological Portion Of Our Civilizations Intelligence Will Then Continue To Benefit From The Double Exponential Growth Of Machine Price Performance, Speed, And Capacity Once Machines Achieve The Ability To Design And Engineer Technology As Humans Do, Only At Far Higher Speeds And Capacities, They Will Have Access To Their Own Designs Source Code And The Ability To Manipulate Them Humans Are Now Accomplishing Something Similar Through Biotechnology Changing The Genetic And Other Information Processes Underlying Our Biology , But In A Much Slower And Farlimited Way Than What Machines Will Be Able To Achieve By Modifying Their Own Programs Biology Has Inherent Limitations For Example, Every Living Organism Must Be Built From Proteins That Are Folded From One Dimensional Strings Of Amino Acids Protein Based Mechanisms Are Lacking In Strength And Speed We Will Be Able To Reengineer All Of The Organs And Systems In Our Biological Bodies And Brains To Be Vastlycapable As We Will Discuss In Chapter , Human Intelligence Does Have A Certain Amount Of Plasticity Ability To Change Its Structure ,so Than Had Previously Been Understood But The Architecture Of The Human Brain Is Nonetheless Profoundly Limited For Example, There Is Room For Only About One Hundred Trillion Interneuronal Connections In Each Of Our Skulls A Key Genetic Change That Allowed For The Greater Cognitive Ability Of Humans Compared To That Of Our Primate Ancestors Was The Development Of A Larger Cerebral Cortex As Well As The Development Of Increased Volume Of Gray Matter Tissue In Certain Regions Of The Brain This Change Occurred, However, On The Very Slow Timescale Of Biological Evolution And Still Involves An Inherent Limit To The Brains Capacity Machines Will Be Able To Reformulate Their Own Designs And Augment Their Own Capacities Without Limit By Using Nanotechnology Based Designs, Their Capabilities Will Be Far Greater Than Biological Brains Without Increased Size Or Energy Consumption Machines Will Also Benefit From Using Very Fast Three Dimensional Molecular Circuits Todays Electronic Circuits Arethan One Million Times Faster Than The Electrochemical Switching Used In Mammalian Brains Tomorrows Molecular Circuits Will Be Based On Devices Such As Nanotubes, Which Are Tiny Cylinders Of Carbon Atoms That Measure About Ten Atoms Across And Are Five Hundred Times Smaller Than Todays Silicon Based Transistors Since The Signals Have Less Distance To Travel, They Will Also Be Able To Operate At Terahertz Trillions Of Operations Per Second Speeds Compared To The Few Gigahertz Billions Of Operations Per Second Speeds Of Current Chips The Rate Of Technological Change Will Not Be Limited To Human Mental Speeds Machine Intelligence Will Improve Its Own Abilities In A Feedback Cycle That Unaided Human Intelligence Will Not Be Able To Follow This Cycle Of Machine Intelligences Iteratively Improving Its Own Design Will Become Faster And Faster This Is In Fact Exactly What Is Predicted By The Formula For Continued Acceleration Of The Rate Of Paradigm Shift One Of The Objections That Has Been Raised To The Continuation Of The Acceleration Of Paradigm Shift Is That It Ultimately Becomes Much Too Fast For Humans To Follow, And So Therefore, Its Argued, It Cannot Happen However, The Shift From Biological To Nonbiological Intelligence Will Enable The Trend To Continue Along With The Accelerating Improvement Cycle Of Nonbiological Intelligence, Nanotechnology Will Enable The Manipulation Of Physical Reality At The Molecular Level Nanotechnology Will Enable The Design Of Nanobots Robots Designed At The Molecular Level, Measured In Microns Millionths Of A Meter , Such As Respirocytes Mechanical Red Blood Cells Nanobots Will Have Myriad Roles Within The Human Body, Including Reversing Human Aging To The Extent That This Task Will Not Already Have Been Completed Through Biotechnology, Such As Genetic Engineering Nanobots Will Interact With Biological Neurons To Vastly Extend Human Experience By Creating Virtual Reality From Within The Nervous System Billions Of Nanobots In The Capillaries Of The Brain Will Also Vastly Extend Human Intelligence Once Nonbiological Intelligence Gets A Foothold In The Human Brain This Has Already Started With Computerized Neural Implants , The Machine Intelligence In Our Brains Will Grow Exponentially As It Has Been Doing All Along , At Least Doubling In Power Each Year In Contrast, Biological Intelligence Is Effectively Of Fixed Capacity Thus, The Nonbiological Portion Of Our Intelligence Will Ultimately Predominate Nanobots Will Also Enhance The Environment By Reversing Pollution From Earlier Industrialization Nanobots Called Foglets That Can Manipulate Image And Sound Waves Will Bring The Morphing Qualities Of Virtual Reality To The Real World The Human Ability To Understand And Respond Appropriately To Emotion So Called Emotional Intelligence Is One Of The Forms Of Human Intelligence That Will Be Understood And Mastered By Future Machine Intelligence Some Of Our Emotional Responses Are Tuned To Optimize Our Intelligence In The Context Of Our Limited And Frail Biological Bodies Future Machine Intelligence Will Also Have Bodies For Example, Virtual Bodies In Virtual Reality, Or Projections In Real Reality Using Foglets In Order To Interact With The World, But These Nanoengineered Bodies Will Be Farcapable And Durable Than Biological Human Bodies Thus, Some Of The Emotional Responses Of Future Machine Intelligence Will Be Redesigned To Reflect Their Vastly Enhanced Physical Capabilities As Virtual Reality From Within The Nervous System Becomes Competitive With Real Reality In Terms Of Resolution And Believability, Our Experiences Will Increasingly Take Place In Virtual Environments In Virtual Reality, We Can Be A Different Person Both Physically And Emotionally In Fact, Other People Such As Your Romantic Partner Will Be Able To Select A Different Body For You Than You Might Select For Yourself And Vice Versa The Law Of Accelerating Returns Will Continue Until Nonbiological Intelligence Comes Close To Saturating The Matter And Energy In Our Vicinity Of The Universe With Our Human Machine Intelligence By Saturating, I Mean Utilizing The Matter And Energy Patterns For Computation To An Optimal Degree, Based On Our Understanding Of The Physics Of Computation As We Approach This Limit, The Intelligence Of Our Civilization Will Continue Its Expansion In Capability By Spreading Outward Toward The Rest Of The Universe The Speed Of This Expansion Will Quickly Achieve The Maximum Speed At Which Information Can Travel Ultimately, The Entire Universe Will Become Saturated With Our Intelligence This Is The Destiny Of The Universe See Chapter We Will Determine Our Own Fate Rather Than Have It Determined By The Current Dumb, Simple, Machinelike Forces That Rule Celestial Mechanics The Length Of Time It Will Take The Universe To Become Intelligent To This Extent Depends On Whether Or Not The Speed Of Light Is An Immutable Limit There Are Indications Of Possible Subtle Exceptions Or Circumventions To This Limit, Which, If They Exist, The Vast Intelligence Of Our Civilization At This Future Time Will Be Able To ExploitThis, Then, Is The Singularity Some Would Say That We Cannot Comprehend It, At Least With Our Current Level Of Understanding For That Reason, We Cannot Look Past Its Event Horizon And Make Complete Sense Of What Lies Beyond This Is One Reason We Call This Transformation The SingularityI Have Personally Found It Difficult, Although Not Impossible, To Look Beyond This Event Horizon, Even After Having Thought About Its Implications For Several Decades Still, My View Is That, Despite Our Profound Limitations Of Thought, We Do Have Sufficient Powers Of Abstraction To Make Meaningful Statements About The Nature Of Life After The Singularity Most Important, The Intelligence That Will Emerge Will Continue To Represent The Human Civilization, Which Is Already A Human Machine Civilization In Other Words, Future Machines Will Be Human, Even If They Are Not Biological This Will Be The Next Step In Evolution, The Next High Level Paradigm Shift, The Next Level Of Indirection Most Of The Intelligence Of Our Civilization Will Ultimately Be Nonbiological By The End Of This Century, It Will Be Trillions Of Trillions Of Timespowerful Than Human Intelligence However, To Address Often Expressed Concerns, This Does Not Imply The End Of Biological Intelligence, Even If It Is Thrown From Its Perch Of Evolutionary Superiority Even The Nonbiological Forms Will Be Derived From Biological Design Our Civilization Will Remain Humanindeed, In Many Ways It Will Beexemplary Of What We Regard As Human Than It Is Today, Although Our Understanding Of The Term Will Move Beyond Its Biological OriginsMany Observers Have Expressed Alarm At The Emergence Of Forms Of Nonbiological Intelligence Superior To Human Intelligence An Issue We Will Explore Further In Chapter The Potential To Augment Our Own Intelligence Through Intimate Connection With Other Thinking Substrates Does Not Necessarily Alleviate The Concern, As Some People Have Expressed The Wish To Remain Unenhanced While At The Same Time Keeping Their Place At The Top Of The Intellectual Food Chain From The Perspective Of Biological Humanity, These Superhuman Intelligences Will Appear To Be Our Devoted Servants, Satisfying Our Needs And Desires But Fulfilling The Wishes Of A Revered Biological Legacy Will Occupy Only A Trivial Portion Of The Intellectual Power That The Singularity Will BringLLY CIRCA How Will I Know When The Singularity Is Upon Us I Mean, Ill Want Some Time To PrepareRAY Why, What Are You Planning To Do MOLLY Lets See, For Starters, Ill Want To Fine Tune My Rsum Ill Want To Make A Good Impression On The Powers That BeORGE CIRCA Oh, I Can Take Care Of That For YouLLY Thats Really Not Necessary Im Perfectly Capable Of Doing It Myself I Might Also Want To Erase A Few Documentsyou Know, Where Im A Little Insulting To A Few Machines I KnowORGE Oh, The Machines Will Find Them Anywaybut Dont Worry, Were Very UnderstandingLLY For Some Reason, Thats Not Entirely Reassuring But Id Still Like To Know What The Harbingers Will BeRAY Okay, You Will Know The Singularity Is Coming When You Have A Million E Mails In Your In BoxLLY Hmm, In That Case, It Sounds Like Were Just About There But Seriously, Im Having Trouble Keeping Up With All Of This Stuff Flying At Me As It Is How Am I Going To Keep Up With The Pace Of The Singularity GEORGE Youll Have Virtual Assistantsactually, Youll Need Just OneLLY Which I Suppose Will Be You GEORGE At Your ServiceLLY Thats Just Great Youll Take Care Of Everything, You Wont Even Have To Keep Me Informed Oh, Dont Bother Telling Molly Whats Happening, She Wont Understand Anyway, Lets Just Keep Her Happy And In The DarkORGE Oh, That Wont Do, Not At AllLLY The Happy Part, You Mean GEORGE I Was Referring To Keeping You In The Dark Youll Be Able To Grasp What Im Up To If Thats What You Really WantLLY What, By Becoming RAY Enhanced MOLLY Yes, Thats What I Was Trying To SayORGE Well, If Our Relationship Is To Be All That It Can Be, Then Its Not A Bad IdeaLLY And Should I Wish To Remain As I Am GEORGE Ill Be Devoted To You In Any Event But I Can Bethan Just Your Transcendent ServantLLY Actually, Youre Being Just My Transcendent Servant Doesnt Sound So BadARLES DARWIN If I May Interrupt, It Occurred To Me That Once Machine Intelligence Is Greater Than Human Intelligence, It Should Be In A Position To Design Its Own Next GenerationLLY That Doesnt Sound So Unusual Machines Are Used To Design Machines TodayARLES Yes, But In Theyre Still Guided By Human Designers Once Machines Are Operating At Human Levels, Well, Then It Kind Of Closes The LoopD LUDD And Humans Would Be Out Of The LoopLLY It Would Still Be A Pretty Slow ProcessRAY Oh, Not At All If A Nonbiological Intelligence Was Constructed Similarly To A Human Brain But Used Even Circa Circuitry, ItMOLLY CIRCA You Mean SheRAY Yes, Of Course She Would Be Able To Think At Least A Million Times FasterTIMOTHY LEARY So Subjective Time Would Be ExpandedRAY ExactlyLLY Sounds Like A Lot Of Subjective Time What Are You Machines Going To Do With So Much Of It GEORGE Oh, Theres Plenty To Do After All, I Have Access To All Human Knowledge On The InternetLLY Just The Human Knowledge What About All The Machine Knowledge GEORGE We Like To Think Of It As One CivilizationARLES So, It Does Appear That Machines Will Be Able To Improve Their Own DesignLLY Oh, We Humans Are Starting To Do That NowRAY But Were Just Tinkering With A Few Details Inherently, DNA Based Intelligence Is Just So Very Slow And LimitedARLES So The Machines Will Design Their Own Next Generation Rather QuicklyORGE Indeed, In , That Is Certainly The CaseARLES Just What I Was Getting At, A New Line Of Evolution ThenD Soundslike A Precarious Runaway PhenomenonARLES Basically, Thats What Evolution IsD But What Of The Interaction Of The Machines With Their Progenitors I Mean, I Dont Think Id Want To Get In Their Way I Was Able To Hide From The English Authorities For A Few Years In The Early S, But I Suspect That Will Bedifficult With These GEORGE GuysLLY Hiding From Those Little RobotsRAY Nanobots, You MeanLLY Yes, Hiding From The Nanobots Will Be Difficult, For SureRAY I Would Expect The Intelligence That Arises From The Singularity To Have Great Respect For Their Biological HeritageORGE Absolutely, Itsthan Respect, Its ReverenceLLY Thats Great, George, Ill Be Your Revered Pet Not What I Had In MindD Thats Just How Ted Kaczynski Puts It Were Going To Become Pets Thats Our Destiny, To Become Contented Pets But Certainly Not Free MenLLY And What About This Epoch Six If I Stay Biological, Ill Be Using Up All This Precious Matter And Energy In A Most Inefficient Way Youll Want To Turn Me Into, Like, A Billion Virtual Mollys And Georges, Each Of Them Thinking A Lot Faster Than I Do Now Seems Like There Will Be A Lot Of Pressure To Go Over To The Other SideRAY Still, You Represent Only A Tiny Fraction Of The Available Matter And Energy Keeping You Biological Wont Appreciably Change The Order Of Magnitude Of Matter And Energy Available To The Singularity It Will Be Well Worth It To Maintain The Biological HeritageORGE AbsolutelyRAY Just Like Today We Seek To Preserve The Rain Forest And The Diversity Of SpeciesLLY Thats Just What I Was Afraid Of I Mean, Were Doing Such A Wonderful Job With The Rain Forest I Think We Still Have A Little Bit Of It Left Well End Up Like Those Endangered SpeciesD Or Extinct OnesLLY And Theres Not Just Me How About All The Stuff I Use I Go Through A Lot Of StuffORGE Thats Not A Problem, Well Just Recycle All Your Stuff Well Create The Environments You Need As You Need ThemLLY Oh, Ill Be In Virtual Reality RAY No, Actually, Foglet RealityLLY Ill Be In A Fog RAY No, No, FogletsLLY Excuse Me RAY Ill Explain Later In The BookLLY Well, Give Me A HintRAY Foglets Are Nanobotsrobots The Size Of Blood Cellsthat Can Connect Themselves To Replicate Any Physical Structure Moreover, They Can Direct Visual And Auditory Information In Such A Way As To Bring The Morphing Qualities Of Virtual Reality Into Real RealityMOLLY Im Sorry I Asked But, As I Think About It, I Wantthan Just My Stuff I Want All The Animals And Plants, Too Even If I Dont Get To See And Touch Them All, I Like To Know Theyre ThereORGE But Nothing Will Be LostLLY I Know You Keep Saying That But I Mean Actually Thereyou Know, As In Biological RealityRAY Actually, The Entire Biosphere Is Less Than One Millionth Of The Matter And Energy In The Solar SystemARLES It Includes A Lot Of The CarbonRAY Its Still Worth Keeping All Of It To Make Sure We Havent Lost AnythingORGE That Has Been The Consensus For At Least Several Years NowLLY So, Basically, Ill Have Everything I Need At My Fingertips GEORGE IndeedLLY Sounds Like King Midas You Know, Everything He Touched Turned To GoldD Yes, And As You Will Recall He Died Of Starvation As A ResultLLY Well, If I Do End Up Going Over To The Other Side, With All Of That Vast Expanse Of Subjective Time, I Think Ill Die Of BoredomORGE Oh, That Could Never Happen I Will Make Sure Of ItArtfully Envisions A Breathtakingly Better World Los Angeles Times A Pleasure To Read The Wall Street Journal The Best Person I Know At Predicting The Future Of Artificial Intelligence Bill Gates

About the Author: Ray Kurzweil

Is a well-known author, some of his books are a fascination for readers like in the The Singularity Is Near book, this is one of the most wanted Ray Kurzweil author readers around the world.

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