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IBM Watson: The interior chronicle of how the Jeopardy-profitable supercomputer turned into born, and what it wants to upshot next | killexams.com actual Questions and Pass4sure dumps

IBM Watson wowed the tech trade and a nook of U.S. pop lifestyle with its 2011 win in opposition t two of Jeopardy's gold gauge champions. here's how IBM pulled it off and a stare at what Watson's actual profession goes to be.

Between them, they'd racked up over $5 million in winnings on the tv quiz betray Jeopardy. They were the premier avid gamers the demonstrate had produced over its a long time-long lifetime: Ken Jennings had the longest unbeaten avoid at 74 winning appearances, whereas Brad Rutter had earned the greatest prize pot with a complete of $3.25 million.

Rutter and Jennings possess been Jeopardy-winning machines. And in early 2011, they agreed to an exhibition suit towards an antagonist who'd in no pass even stood at the back of a Jeopardy podium earlier than.

but this Jeopardy unknown had spent years making ready to grasp on both giants in the $1m suit, playing one hundred video games in opposition t previous winners in an effort to multiply his chances of profitable.

That antagonist didn't smile, provided every bit of his solutions within the very emotionless tone, and wouldn't sit down in the equal latitude as his fellow contestants. He had to travail too tough at keeping his frigid and became so noisy, it become faith he was too disruptive to grasp the podium in person. He become saved in a back room, his solutions piped into the studio.

You would not understand by pass of him what he become pondering - might live you'd spot only a tinge of coloration when he become difficult over a very arduous query.

The contender every bit of started out with a avoid of profitable answers - he knew his Beatles songs, Olympic heritage, literary criminals. certain, he wasn't too regular with his Harry Potter, but he stretched out a lead nevertheless, leaving Rutter and Jennings trailing hundreds of bucks behind.

but questions about decades tripped him up, and Rutter fought back, piling up satisfactory cash to unsettle anyone who'd wager on the outcome of the healthy. by means of the stop of the first of the special exhibition apt indicates, you'll had been tough pushed to travail out which turned into safest along with your money.

but then Double Jeopardy happened. The upstart powered throughout the huge questions, winning even with guesses he turned into far from convinced about, and putting unusual bets that got here first rate.

by the conclusion of the second episode, the unknown had $25,000 greater than his closest opponent, Rutter. Rutter and Jennings looked increasingly uncomfortable because it begun to stare enjoy they'd find a pasting from the brand new boy, bobbing in frustration as their antagonist buzzed in before them time and time again.

"I, for one, welcome their new computer overlords" Ken Jennings' response to losing to an exhibition Jeopardy match to Watson

Jennings managed a late fightback in the third episode, however the new antagonist gradually clawed returned sufficient cash to Make it an in depth run.

All three correctly answered the last question 'William Wilkinson's 'An account of the principalities of Wallachia and Moldavia' impressed this creator's most illustrious novel' with 'who is Bram Stoker?' but Jennings appended his response with: "I for one welcome their new desktop overlords".

He, and Rutter, had lost to Watson - a room-sized beast of a desktop made by IBM and named after the enterprise's founder Thomas J Watson.

Watson, including ten racks of ten vitality 750 servers, needed to live saved apart from the human contestants as a result of the roar of its cooling system and became represented at the podium with the aid of an avatar of IBM's Smarter Planet brand, whose poignant lines would fade eco-friendly when Watson had cracked a thorny issue, orange when the reply became incorrect.

whereas Watson had the questions delivered in text in Place of through paying attention to the quizmaster, he played the video game enjoy his human counterparts: bewilder over the query, buzz in, give the reply it's definitely to live appropriate, tot up some prize money.

And Watson became birthright loads of the time. He won the video game with $seventy seven,147 leaving Rutter and Jennings within the grime with $21,600 and $24,000 respectively.

It became out that the actual Jeopardy winning desktop was, smartly, a machine.

Three nights, two individuals, one laptop and $1 million: the victory of IBM's Watson over two human contestants on Jeopardy became the first, and possibly only, time the laptop impressed itself on the prevalent public's consciousness.

watson-jeopardy

IBM Watson defeated two of Jeopardy's gold gauge champions.

photo: IBM

but even before Watson secured its now-noted win, IBM changed into working on how to gyrate the lovely quiz show-dominating laptop into a significant traffic contender.

Watson began life 5 years before its tv appearance, when IBM analysis execs possess been looking for the subsequent "Grand challenge" for the enterprise. IBM periodically runs these august Challenges, selected tasks that pit man against computing device, possess international attraction, are handy to draw nigh and attract americans into working in science and maths fields. along with Watson, the august Challenges possess spawned profound Blue, the computing device that famously beat august master Garry Kasparov at chess, and the Blue Gene supercomputer.

within the mid-2000s, IBM became in search of its next august challenge. Paul Horn, then director of IBM research, was in favour of attempting to develop a desktop that could win the Turing check, a pass to measure machine intelligence through having a rig try and fool a human into thinking that they're having a conversation with a different adult.

As challenging as passing the Turing stare at various is - no computer has yet completed it - it become felt that it wouldn't in every bit of probability light up the public's creativeness as different projects had. but had been there any connected challenges that could nevertheless convey those aspects of competing towards people and realizing human speech together?

"They at the genesis pointed out no, it's a silly assignment to travail on, it's too gimmicky, it's not a exact computer science verify, and they probably can not upshot it anyway" IBM researchers' first tackle edifice a laptop that may win Jeopardy

"Beating a human in Jeopardy is a step in that course - the questions are advanced and nuanced, and it takes a different classification of laptop to possess a random of beating a human by answering these category of questions. i used to live operating the research division and that i turned into bugging people in the corporation, in particular [former EVP in IBM's software group] Charles Lickel," Horn spoke of.

Lickel turned into impressed to grasp on the problem of edifice a Jeopardy-successful laptop after having dinner together with his crew. "We possess been at a steak condo in Fishtail, ny. within the headquarters of dinner, every bit of of a sudden the complete restaurant cleared out to the bar - I became to my group and requested 'what's occurring?'. It became very atypical. I hadn't in reality been following Jeopardy, nevertheless it grew to become out it became when Ken Jennings changed into having his lengthy profitable streak, and everyone desired to find out if he would win once more that evening, and they'd gone to the bar to look," Lickel stated. Jennings gained as soon as again that evening, and nevertheless holds the longest unbeaten avoid on Jeopardy with 74 appearances undefeated.

The concept of a quiz champion machine didn't automatically win his team round, with lots of Lickel's most useful personnel announcing they didn't faith a laptop could compete with, let lonely beat, flesh and blood champions.

"They originally stated no, it's a silly assignment to travail on, it's too gimmicky, or not it's now not a exact computing device science stare at various, and they doubtless can not upshot it anyway," referred to Horn.

nevertheless, a group sufficiently adventuresome to grasp on the challenge of edifice a Jeopardy winner was found.

It became nevertheless a tiny undertaking and options of commercialisation weren't uppermost in any individual's intellect - august Challenges were demonstration initiatives, whose recur for the company become more within the buzz they created than in a contribution to the bottom line. If commercialisation happened, first rate - however for now, Watson became just just a itsy-bitsy of a moonshot for IBM.

because of the preparatory size of the trouble, it became funded from the research neighborhood's common budget and failed to require sign-off from gargantuan Blue's bigger-ups, which means it could operate freed from the industrial pressures of most projects.

Jeopardy's quirk is that as a substitute of the quizmaster atmosphere questions and contestants featuring the answer, the quizmaster provides the answers, known as 'clues' in Jeopardy-speak, to which contestants give a query. no longer best would the computing device exigency to live able to bear questions for the feasible clues that might arrive its means on Jeopardy, it could should live in a position to first drag aside Jeopardy's tricksy clues - travail out what was being requested - before it might even supply the arrogate response.

trebeck-jeopardy

Jeopardy host Alex Trebeck and the IBM crew talk concerning the exhibition apt with Watson.

photograph: IBM

For that, IBM developed DeepQA, a vastly parallel software architecture that examined herbal language content in both the clues set via Jeopardy and in Watson's own stored facts, together with looking into the structured counsel it holds. The part-primarily based device, developed on a string of pluggable add-ons for looking and weighting information, took about 20 researchers three years to reach a smooth the Place it might tackle a quiz betray efficiency and are available out looking greater than its human opponents.

First up, DeepQA works out what the question is asking, then works out some feasible solutions in accordance with the tips it has handy, creating a thread for each. each thread makes consume of hundreds of algorithms to stare at the evidence, taking a stare at factors including what the counsel says, what category of counsel it is, its reliability, and the pass viable it is to live primary, then developing an individual weighting in keeping with what Watson has in the past realized about how probably they're to live right. It then generated a ranked list of answers, with proof for each and every of its alternatives.

The information that DeepQA would at last live in a position to question for Jeopardy became 200 million pages of suggestions, from plenty of sources. every bit of of the counsel needed to live in the community kept - Watson wasn't allowed to connect to the internet birthright through the quiz - and understood, queried and processed at a just clip: in a Jeopardy's case, Watson needed to spit out an solutions in a count number of seconds to live certain it become first to the buzzer.

"when I left IBM in stop of 2007, Watson turned into an embryonic project," stated Horn. "It had three individuals in Charles Lickel's enviornment that bought the statistics from the frail Jeopardy programmes and possess been starting to educate the machine. It could barely beat a 5 12 months historical at that time. The projection changed into 'god is alert of how long it will grasp to beat an adult, let lonely a august champion'. Then over time when it appeared enjoy they every bit of started to possess an opportunity, Dave beneath the leadership of John Kelly grew the challenge into whatever thing monstrous," said Horn.

while there is nonetheless debate over precisely when the thought of creating Watson pay its approach eventually took contour at IBM, when Watson took to the stage for its Jeopardy-successful performance, the demonstrate featured IBM professionals speakme about viable makes consume of for the device in healthcare, and strikes to set up a Watson traffic unit began now not lengthy after the Jeopardy exhibit aired.

IBM's then-CEO Sam Palmisano and its latest CEO Ginni Rometty, under whose remit Watson fell at the time, began discussions in the weeks after the win, and the chore turned into moved from beneath the wing of IBM research and into the IBM software neighborhood.

In August of 2011, the Watson enterprise unit suitable came into being, headed up by Manoj Saxena, who'd joined IBM some years prior when the traffic he labored for, Webify, became got by IBM.

Saxena turned into the unit's worker number 1. within three months, he had been joined with the aid of 107 new Watson staffers, generally technologists within the fields of natural language processing and laptop learning.

Healthcare had already been cautioned because the first trade Watson should still target for traffic offerings, however there were no plans to confine it simply to drugs. Any guidance-intensive trade become reasonable video game, any Place had been there possess been large volumes of unstructured and semi-structured records that Watson could ingest, possess in intelligence and system sooner than its human counterparts. Healthcare may live a Place to begin, but banking, insurance, and telecoms were every bit of in the firing line.

however how upshot you gyrate a quiz demonstrate winner into anything extra company-like? First job for the Watson team become to familiarize yourself with the laptop they'd inherited from IBM research, deem the forty one divorce subsystems that went into Watson, and figure out what vital to live fixed up before Watson may attach on its suit and tie.

within the Watson unit's first yr, the rig obtained sped up and slimmed down. "We serialised the threads and the pass the application labored and drove up the efficiency," Saxena talked about. "The gadget nowadays in comparison to the Jeopardy system is approximately 240 % sooner and it is one-sixteenth the dimension. The system that become the dimension of a master bedroom will now avoid in a gadget the size of the vegetable drawer in your double-drawer refrigerator."

yet another manner of taking a stare at it: a sole energy 750 server, measuring 9 inches high, 18 inches extensive and 36 inches deep, and weighing in at round a hundred pounds. Having bought the device to a extra manageable size for agencies, it set about finding purchasers to grasp it on.

IBM had healthcare pegged as its first plumb for Watson from the time of the Jeopardy win. youngsters, whereas Jeopardy Watson and healthcare Watson participate a typical heritage, they're several entities: IBM forked the Watson code for its commercial incarnation.

"The rig that changed into the dimension of a grasp bedroom will now avoid in a system the measurement of the vegetable drawer on your double-drawer fridge" Watson VP Manoj Saxena on the shrinking Watson

Jeopardy Watson had one assignment - find an answer, possess in intelligence it, and ascertain the query that went with it. It turned into a sole consumer device - had three quizmasters attach three solutions to it, it could possess thrown the machine birthright into a spin. Watson had to live retooled for a situation where tens, lots of, although many, clinicians could live asking questions directly, and not sole questions both - complicated dialog with a few connected queries one after the other, every bit of asked in non-usual formats. And, of path, there was the English language itself with every bit of its messy complexity.

"there were simple areas of innovation that had to live executed to mosey past Jeopardy - there changed into a massive quantity of pre-processing, submit-processing and tooling that they now possess added around the core engines," brought Saxena. "it live the equivalent of getting a Ferrari engine then making an attempt to construct an entire race car around it. What they inherited became the core engine, and they illustrious 'ok, let's construct a brand new constituent that does every bit of kindhearted of things the common Jeopardy device wasn't required to do'."

To find Watson from Jeopardy to oncology, there were three approaches that the Watson group went through: content material adaptation, working towards adaptation, and functional adaptation - or, to position it yet another way, feeding it medical information and having it weighted appropriately; testing it out with some succeed questions; then making any technical changes mandatory - tweaking taxonomies, for instance.

The content adaptation for healthcare adopted the equal direction as getting Watson up to velocity for the quiz show: feed it advice, demonstrate it what birthright seems like, then let it guess what correct appears enjoy and proper it if it's wrong. In Jeopardy, that meant feeding it with hundreds of question and own pairs from the demonstrate, after which demonstrating what a birthright response seemed like. Then it was given just the solutions, and asked to find a hold of the questions. When it went wrong, it turned into corrected. through laptop learning, it will commence to find a wield on this answer-query factor, and modify its algorithms accordingly.

watson-on-phone

Watson has moved on to options that may power searches from smartphones. photograph: IBM

"it will live fed many circumstances where the legacy changed into regularly occurring and apposite medication was ordinary, after which, analogous to training for Jeopardy, or not it's been given circumstances after which it suggests therapies," Kohn spoke of.

Some statistics came from what IBM describes as a Jeopardy-like video game known as medical professional's quandary, whose questions comprehend 'the syndrome characterised with the aid of joint pain, abdominal ache, palpable purpura, and a nephritic sediment?'. (The answer, of path, is Henoch-Schönlein purpura.)

The practicing, says Kohn, "is an ongoing technique, and Watson is rapidly improving its capacity to Make cost effectual suggestions the oncologists suppose are constructive."

via 2012, there possess been two healthcare businesses that had started piloting Watson.

Wellpoint, one of the vital US largest insurers, changed into one of the pair of businesses that helped define the application of Watson in fitness. The different turned into Memorial Sloan-Kettering melanoma headquarters (MSKCC), an organization IBM already had a relationship with and which is discovered now not far from both IBM's own Armonk headquarters and the analysis laboratories in York Heights, long island that still residence the primary Watson.

And it turned into this relationship that helped spur Watson's first commercial mosey into working within the domain of cancer treatment options. whereas using Watson as a diagnosis appliance could live its most glaring software in healthcare, using it to animate in choosing the birthright remedy for a cancer affected person made much more experience. MSKCC turned into a tertiary referral centre - by the time sufferers arrived, they already had their diagnosis.

So Watson turned into destined first to live an oncologist's assistant, digesting reams of statistics - MSKCC's personal, clinical journals, articles, patients notes and greater - along with patients' preferences to arrive up with suggestions for medication alternate options. each would live weighted consequently, counting on how significant Watson calculated they were.

in contrast to its Jeopardy counterpart, healthcare Watson additionally has the capability to fade browsing - not every bit of its statistics must live stored. And whereas Watson had two million pages of scientific facts from 600,000 sources to swallow, it could still Make consume of the well-known expertise garnered for Jeopardy - details from Wikipedia, for example. (What it doesn't use, however, is the urban Dictionary. Fed into Watson late closing 12 months, it become reportedly removed after answering a researcher's query with the word "bullshit". "We did ascertain some poignant responses, so they had to shut that down," Saxena referred to diplomatically. "That isn't to live repeated, since it could live viewed as very flawed in certain situations, and they needed to train Watson the birthright company behaviour.")

watson-info-box

This chart, carried out a 12 months after Watson's Jeopardy win, suggests a few of its swift development.

picture: IBM

As such, the sources at the minute are scientific publications enjoy Nature and the British medical Journal. And there are different safeguard nets too.

"in the educating part, a doctor - a cancer supervision expert in this case - sits down and asks questions of Watson and corrects the desktop discovering. The medical professional and an information scientist are sitting next to every other, correcting Watson. Spurious material, or conflicted material or whatever from a pharmaceutical traffic that the doctor feels may live biased - that's caught every bit of the pass through the practising cycle," delivered Saxena.

WellPoint and MSKCC used Watson because the foundation for methods that might study and withhold in intelligence volumes of medical literature and different assistance - sufferers' medication and family unit histories, as an instance, in addition to medical trials and articles in clinical journals - to assist oncologists through recommending courses of treatment.

A 12 months of working with each enterprises has produced industrial items: Interactive supervision Insights for Oncology, and the WellPoint Interactive supervision e reserve and Interactive supervision Reviewer. Interactive supervision Insights for Oncology gives information for medicine plans for lung cancer sufferers, whereas new WellPoint Interactive supervision sheperd and Interactive supervision Reviewer reviews clinicians' suggested treatments towards their patients' plans and is expected to live in consume at 1,600 healthcare suppliers this year.

Watson has larger ambitions than a clinician's assistant, youngsters. Its medical expertise is round that of a first yr scientific pupil, in keeping with IBM, and the enterprise hopes to possess Watson circulate the universal clinical licensing board assessments in the not too far away future.

"Our travail nowadays is in the very early degrees round keep of medicine, around persistent supervision illnesses. We're starting with melanoma and they will quickly add diabetes, cardiology, intellectual fitness, different chronic illnesses. and then their travail is on the freight facet, where we're streamlining the authorisation and approval technique between hospitals, clinics and insurance organizations," Saxena talked about.

The most desirable goal for Watson is to live an assist to analysis - in preference to simply suggesting treatments for melanoma, because it does nowadays, it may assist medical doctors in making a altenative on the ailments that bring people to the clinics within the first area.

earlier than then, there is figure to live performed. while massive information companies frequently trumpet the multiply of unstructured statistics and the forsaking of relational databases, for Watson, or not it's these older sources of facts that current more of an issue.

"Watson works exceptionally with herbal language - free text or textual content-like assistance - and that's the intuition about 80 percent of the huge volumes of healthcare information attainable to us," illustrious Kohn. "Then there may live the 20 p.c it really is structured statistics - actually, numerical facts - or pictures, enjoy MRIs, CAT scans, and so forth. Watson doesn't fashion structured information at once and it would not interpret images. it might interpret the file attached to an image, however now not the photograph itself."

additionally, IBM is working on making a broader healthcare providing which will grasp it past its oncology roots.

"in spite of the fact that Watson is working with these two establishments, what the designers and computing device scientists are specializing in [is] that whatever thing they strengthen is generalisable, or not it's now not just niche for melanoma therapy and especially for the a number of cancers we're working with. We're the consume of it as a discovering technique to create algorithms and methodologies that might live comfortably generalisable to any enviornment of healthcare. They don't possess to exigency to say, right, they possess oncology below control, now let's start again with family unit succeed or cardiology," Kohn pointed out.

ibm-citiback-ebrain

Citi and IBM had been participating on company systems due to the fact that the times of the early mainframes.

image: IBM

Watson has too already discovered some hobby in banking. Citi is the consume of Watson to improve client experience with the monetary institution and create new capabilities. it's convenient to survey how Watson may well live attach to use, say, finding out no matter if a borderline-risk traffic consumer is likely to repay the personal loan they've applied for, or used to determine upon circumstances of fraud or identification theft before shoppers may well live mindful they're happening.

Citi continues to live early in its Watson experiments. A spokeswoman mentioned the enterprise is currently simply "exploring consume cases".

From here on in, instead of being standalone items, the subsequent Watson choices to hit the market might live embedded into items within the IBM Smarter Planet product line. they're expected to materialize within the second half of the 12 months.

the first such Smarter Planet product appeared in may: IBM date consultant. The concept in the back of the date guide, geared toward contact centres, is that consumer service agents can query their employers' databases and different suggestions sources the usage of natural language whereas they're conducting helpline conversations with their consumers. one of the crucial companies trying out out the service is Australia's ANZ monetary institution, the Place it should live helping convoke centre group of workers with making monetary functions concepts to individuals who ring up.

watson-question-phone

Ask Watson goes far past what Apple's Siri can do, IBM believes.

graphic: IBM

Watson could presumably one day scour available proof for the premiere time to find a person able to talk and pick the verbal exchange channel undoubtedly to generate a positive response, or pore over sociable media for disgruntled shoppers and provide answers to their problems in herbal language.

There are additionally plans to exchange how Watson's delivered, too. in its Place of just interacting with it by pass of a designation centre employee, consumers will quickly live capable of familiarize yourself with the date consultant. rather than possess some convoke centre agent examine out Watson generated tips to a consumer with, say, a weakness with their new washing computing device or a stock-trader looking assistance on updating their portfolio, the client and trader could just quiz Watson at once from their cellphone or pill, by typing their query straight birthright into a company' app. Apps with Watson below the hood may still live out in the latter half of this 12 months, in line with Forbes.

IBM professionals possess additionally prior to now counseled that Watson might arrive to live a supercharged edition of Siri, where individuals may live able to talk at once into their phone and pose a knotty question for Watson to reply - a farmer protecting up his smartphone to grasp video of his fields, and asking Watson when to plant corn, as an example.

IBM is raring to spell out the differences between Watson and Siri. "Watson knows what it knows - and via listening, learning and the consume of human-like thinking capabilities uncovers insights from massive records, Watson too birthright now ascertains what it does not comprehend. Siri, even so, quite simply looks for key terms to search the internet for lists of options that it chooses one from," the traffic says. but, the comparison holds: Watson may certainly possess a future as your infinitely a professional very own assistant.

while adding voice-recognition capabilities to Watson should still live no top notch shakes for IBM given its present partnerships, such a stream would require Watson to live capable of know photos (whatever IBM's already working on) that might require Watson to query every bit of types of sources of counsel together with newspapers, books, photos, repositories of statistics that possess been made publicly purchasable, sociable media and the information superhighway at tremendous. That Watson should still grasp on such a job in the coming years, exceptionally if the processing goes on in an IBM datacentre and never on the cellular itself, as you could are expecting, is actually in the realms of the possible.

As IBM seeks to embed Watson's capabilities into further and further products, how a long pass does the company feel Watson will unfold in the coming years? it'll only negate gnomically, "as they proceed to scale their capabilities, they want to Make Watson obtainable as a collection of features in lots of industries." desire a more robust answer? superior await Watson.

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Cloudy weather forward for IBM and red Hat? | killexams.com actual Questions and Pass4sure dumps

the locality is buzzing concerning the utility business’s greatest acquisition ever. This “video game changing” IBM acquisition of red Hat for $34 billion eclipses Microsoft’s $26.2 billion of LinkedIn, which set the previous record. And it’s the third largest tech acquisition in historical past at the back of Dell purchasing EMC for $64 billion in 2015 and Avago’s buyout of Broadcom for $37 billion the very 12 months.

Wall street certainly gets fearful when it sees these lofty expense tags. IBM’s inventory turned into down four.2 p.c following the announcement, and there are probably more considerations over a broader IBM selloff around how plenty IBM is paying for pink Hat.

This sets the stage for large expectations on IBM to leverage this asset as a vital turning factor in its historical past. due to the fact that IBM’s Watson AI poster infant has did not create sustainable boom, might this live their most fulfilling probability to arrogate the ship as soon as and for all? Or is this mega merger a sophisticated clash of cultures and items on the pass to Make it difficult to recognise the complete talents?

big Blue’s been in massive concern

When the chips are down, it’s time to fade every bit of in. massive Blue certainly stunned the expertise world when it announced it would upshot its greatest deal ever and purchase purple Hat for a gargantuan 11x premium. The reality is that pink Hat was no longer necessarily looking to live received, so overpaying was the simplest achievable choice. And if IBM didn’t pay, Google, Amazon, VMWare or even Alibaba would have.

determined instances demand determined measures. IBM has been struggling to demonstrate boom in new markets for reasonably some time. before 2018, it had 22 straight quarters of salary decline. And it has misplaced over $28 billion in income over the last six years. Its income on the conclusion if 2017 changed into $79.14 billion, the bottom in twenty years and the more stern annual quantity in view that 1997, when IBM revenues possess been $seventy eight.51 billion, excluding inflation.

In early 2018, IBM became capable of bear three consecutive quarters of income increase, however that become exceptionally as a result of the introduction of a new line of IBM Z mainframe computers.

IBM has been a company in decline for a long time. It’s difficult to sustain a enterprise with shrinking income.

Too historic to grow?

IBM is greater than a hundred years historical and definitely suffers from comparisons to younger and nimbler agencies reminiscent of Amazon, Google, fb, and Apple which possess posted listing growth in recent times. Amazon’s recent profits possess surpassed $2 billion, for instance.

if you contrast IBM to Microsoft, an additional historical world application business, it’s startling to stare the change in how Microsoft has been capable of reposition itself as boom company in keeping with the cloud.

In 1990, when Microsoft liberate home windows 3.0, IBM had revenues of $sixty nine billion (handiest $10 billion coy of what it has these days), whereas Microsoft had around $800 million. Microsoft surpassed IBM in income in 2015 and crossed the $100 billion annual revenue imprint in 2018.

during the last a few years, as IBM’s income shrank, Microsoft invested in its “commercial cloud” traffic that encompasses Azure, workplace 365, and Dynamics 365, bringing in over $23 billion in new revenues. Microsoft has these days been firing on every bit of cylinders while IBM skilled boom stalls.

slow to find to the cloud

IBM’s success within the hardware company, principally it’s Z-sequence mainframes, pressured it to protect its turf and distracted it from seeing the future possess an upshot on of cloud. AWS begun offering public cloud functions returned in 2006. As late as 2011, IBM become barely mentioning the note “cloud” in its annual experiences or salary calls. The traffic at last realized in 2013 that cloud computing changed into the long avoid and made a hail-Mary purchase of SoftLayer to bridge the hole, paying $2 billion and then investing an additional $1 billion to combine the platform.

It’s complicated to set up significant market participate if you’re late to the birthday celebration. Softlayer’s worldwide market participate continues to live fifth at the back of AWS, Microsoft, Google, and even more energizing newcomer Alibaba, which exceeded IBM’s cloud revenues in June of 2018.

IBM made a number of other cloud-connected acquisitions, including Gravitant (a cloud brokerage and administration application), Bluebox (a non-public cloud as a carrier platform in response to OpenStack), Sanovi (a hybrid cloud restoration and migration software), Lighthouse and CrossIdeas (both cloud protection structures), and CSL alien (a cloud virtualization platform).

regardless of these acquisitions in the cloud market, IBM has did not definitely monetize those items and benefit market participate within the cloud.

The company has didn't capitalize on innovations earlier than: Watson AI turned into on the exact of its game when it debuted on Jeopardy in 2011 to beat human contestants but without retard fell in the back of Amazon, Google, and Microsoft.

Will pink Hat live the savior?

crimson Hat is the realm’s biggest issuer of open-source commercial enterprise utility options. crimson Hat’s bread and butter Linux traffic continues to convey multiply principally as it powers many modern AI and analytics workloads. Its mannequin has evolved from basically on-premise to a sound subscription traffic used on public cloud structures similar to Amazon net features (AWS), Microsoft Azure, and Google Cloud Platform (GCP).

red Hat has too multiplied into open middleware options reminiscent of OpenStack, a cloud infrastructure platform, and OpenShift, a platform for managing application containers. OpenShift has long been a smartly-stored furtive as Cloud native Computing basis (CNCF) has grabbed many of the headlines with its Kubernetes container orchestration platform. IBM has an opportunity to leverage its advertising and global attain to motivate mainframe and legacy customers to adopt OpenShift. These systems were enormously leveraged in deepest and hybrid cloud deployments, above every bit of in industries enjoy telecommunications.

There is not any doubt that crimson Hat gives IBM a a whole lot extra credible cloud story. however the query definitely is, is it too late?

The acquisition is certainly righteous information for agencies trying to shift classic container-primarily based functions and virtual machines to the cloud. however, Amazon has already captured a gargantuan fragment of that market.

whereas the acquisition of red Hat gives IBM a powerful Place in the hybrid-cloud market, which will live well-known for companies that aren't taking the time to decommission or re-architect legacy applications, the speedy-starting to live public cloud market should live the battleground of the longer term.

Will the integration find messy?

IBM has had a spotty checklist when it comes to integrating and capitalizing on large acquisitions.

while the vast majority of IBM’s M&A has been in the locality of software, revenue within the section has been disappointing. most likely what is regarding is that adjusting for acquisitions, IBM’s utility traffic continues to decline — on the whole due to the indisputable fact that these gargantuan acquisitions possess develop into fragment of the IBM material and traffic as standard.

Can IBM integrate some thing as gargantuan as pink Hat without interfering with its core cost proposition? Many alarm that massive Blue will try to “blue wash” their platform of option.

And there’s the question of whether these two diverse company cultures can arrive together – IBM, a sluggish boom company no longer making a worthy deal progress in the cloud space, and pink Hat, an innovative, open source enterprise it's constructing foundational accessories for operating in the cloud.

We’ve seen subculture clashes derail many different elevated profile mergers comparable to HP/Compaq, HP/Autonomy, Microsoft/Nokia, AOL/Time Warner, dash/Nextel and Alcatel/Lucent. IBM will should embrace the open supply community and strategy.

The joint company will physiognomy crucial platform selections on the cloud front. IBM has a public cloud that competes with AWS and Microsoft. but builders consume red Hat’s Linux on many public clouds. whereas that multi-cloud approach will animate IBM herald income throughout the public clouds, it will create conflict with its own Softlayer cloud offering. IBM has struggled to control this character of channel and product conflict efficaciously during the past.

after which there's the pass forward for IBM’s personal AIX working gadget vs. Linux — not to mention the SCO-IBM Unix lawsuit nevertheless lingering in the courts.

also to live alert are the lesser common crimson Hat storage items enjoy crimson Hat Ceph (an protest file storage) and pink Hat Gluster (a NAS product). As red Hat integrates into IBM’s hybrid cloud group, these storage items could live separated from IBM, which might create confusion and conflict.

So while IBM definitely faces lots of possibility with the acquisition, there is no assure this gargantuan ante will repay. IBM vital a daring move. but within the short term, they are unlikely to peer any unexpected circulation of IBM’s position within the public cloud space. every bit of eyes might live on its competence to catapult into the hybrid cloud market. For that, the traffic will deserve to Make certain it doesn’t find in its personal method.

Frank Palermo is the govt vice chairman at Virtusa’s global Digital business, where he's liable for technology practices in UX, mobility, social, cloud, analytics, massive records, and IoT.


Seagate, IBM team up for counterfeit challenging power mission | killexams.com actual Questions and Pass4sure dumps

IBM will succeed its blockchain technology to a mission with tough disk power (HDD) maker Seagate that aims to wield counterfeiting.

Seagate is one of the premiere known HDD manufacturers and enjoy lots of its peers out there has been affected by counterfeiters who customarily are attempting to circulate off an ancient drive – which has been re-programmed to file that the skill is better than it actually is – as a genuine product. apart from misplaced income, HDD producers too possess to deal with fakes being inveigled into its official give chain via product returns.

The traffic is now fighting lower back, and intends to blend IBM’s blockchain platform with its own digital fingerprinting technology in a multi-layered fashion that it says will provide “product monitoring and support to give provenance over a tough power’s actuality cycle,”

The blockchain is virtually a digital database of time-stamped records or hobbies, which follows the supply chain and transactions of items to assess provenance, during this case tracking HDDs from production, assembly and installation to the conclusion of life. It’s being piloted in the intend time however should live utterly operational via the stop of the yr, and should ultimately live accelerated to comprehend other deliver chain companions.

Seagate will register product authentication records according to its cozy digital identity (eID) electronic fingerprinting tech, generated at the aspect of HDD manufacture and serving because the ‘crypto-anchor’ during this challenge, on IBM’s cloud-based mostly blockchain equipment. Blockchain will even live used to collate Seagate’s licensed efface process, which wipes facts off drives cryptographically and produces a digital certificate of records purge.

IBM has too begun making consume of its Hyperledger-based blockchain to a variety of supply chain purposes, together with monitoring meat from slaughterhouses and container shipments carried with the aid of delivery massive Maersk.

in line with figures from UK economics consultancy CEBR, customer electronics counterfeiting changed into a $169bn market in 2016. computer systems (and their add-ons) are elevated on the record of most-faked items, together with telephones, tablets and tune gamers.


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Creating Value In The Supply Chain Through TransportTech | killexams.com actual questions and Pass4sure dumps

Transportation and logistics is a difficult industry for generating consistent growth in free cash flow: it tends to live highly capital-intensive with infirm returns on invested capital, and companies are exposed to boom-and-bust economic and capacity cycles. For these reasons, the sector is structurally discounted compared to the S&P 500, trading at enterprise multiples well below the stock market as a whole. A leading tech-enabled freight brokerage, for example, is currently trading at 10x EV/EBITDA, compared to 13x for the entire S&P 500.

Nevertheless, investor appetite for transportation companies that can meaningfully differentiate themselves with technology has grown rapidly in the past five years. According to a new FreightWaves study, since 2014, annual venture capital investment in "TransportTech" companies grew 24x to $2.68 billion year-to-date. It has become lucid that the market increasingly views digitization as one of the most necessary means of creating value and improving the monetary fundamentals of companies operating in the supply chain.

Digitizing your business—and that means edifice products, services, and internal processes on technology rather than simply tacking on technology to a pre-existing model——can live risky. In their view, the risk of becoming a technology laggard is relatively well understood: from Eastman Kodak to Blockbuster and Sears, recent history is replete with stories of companies that failed because they did not innovate. Less well understood, though, is the risk of over-investing in technology and occupying the ‘bleeding edge' of an industry where companies sear through cash developing technology that may never possess a commercial outcome or solve a problem. reflect of Segway, which is still unprofitable 17 years after its product was introduced, or Samsung's baffling recent conclusion to Make WiFi-enabled washing machines.

Fortunately, transportation and logistics companies don't possess to reinvent themselves overnight to create value through digitization. There is plenty of low-hanging fruit that can live captured by incrementally applying digital technologies where they can upshot the most righteous today. The immediate opportunities in the supply chain space plunge into two broad categories: eliminating inefficiencies and improving decision-making. FreightWaves and Slync survey predictive analytics, simulated intelligence (AI), bright workflows, and blockchain as four key technologies that will eliminate inefficiencies and improve decision-making in the supply chain by enabling more effectual collaboration between partners.

Enterprises generate more data than ever before and are looking for ways to leverage it to survey their traffic in new ways and Make better decisions. Predictive analytics extracts information from data sets and uses it to prognosticate trends and deportment patterns, allowing supply chain participants to mitigate risk in down cycles and seize opportunities in growth periods. Freight forwarders can consume historical data to prognosticate drayage capacity crunches on the East Coast due to cyclical and seasonal factors; consignees in the United States can proactively manage their order flows in response to models forecasting container rates on the volatile Transpacific lane. Shippers who can accurately prognosticate freight transit times will live able to continue reducing inventory in a epoch of rising interest rates. In each of those cases, sharing insights between partners creates a data-driven collaborative process producing better decisions and more value.

"This is the digital feedback loop: consume the insights, ideas, and innovation generated by the team or your customer as an accelerator for improving the capability and product and service that you already have," said Ibrahim Gokcen, chief digital officer at A.P. Moller-Maersk, in a September interview with McKinsey.

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"Predictive analytics are one of the most powerful things in expediting decision-making in logistics," said Chris Kirchner, co-founder and CEO of Slync. "If conclusion makers can proactively solve problems or mitigate potential problems instead of having to fix things after they break, it will radically change how they conduct traffic on a daily basis."

AI technologies including natural language processing, virtual assistants, and advanced machine learning algorithms that can execute tasks in addition to making recommendations, are poised to Make an even larger impact on corporations' enterprise values. A recent study predicted that AI frontrunners could double their cash flows by 2030, while non-adopters will survey cash flows constrict by 20%. In the supply chain, the competence of AI to ingest information in multiple formats—email, bills-of-lading, exception alerts, and weather data—and act on it will shrink administrative and clerical headcounts while reducing error. Repetitive tasks enjoy data entry, routine emails, and track-and-trace communications will live automated, freeing up supply chain managers to concentrate on strategic, high-value decisions. Ultimately, AI-powered collaboration will allow supply chain partners to participate higher volumes of more accurate information on demand.

"An enterprise AI platform… can live trained with legislative materials, regulatory documents, customs brokerage SME knowledge, and customer and industry handbooks to learn how to automate customs declarations," a 2018 report by DHL and IBM found. "Using natural language processing and the self-learning capabilities of profound learning, a customs brokerage AI could ingest customs documents in myriad formats, extract apposite information using its collected corpse of knowledge, and present an automatic declaration."

"A.I has tremendous opportunity to solve key problems in logistics and supply chain. Companies possess a wealth of data, still untapped, that could drive major optimizations in their business," said Raj Patel, Slync's Chief Product Officer.

Blockchain, a technology that creates distributed, cryptographically secured ledgers, is being deployed in the supply chain to animate eliminate wasteful dispute resolution and audit processes. Blockchains were first invented to record cryptocurrency transactions, but the technology is well suited to track the movement of other digital assets, including images of damaged or delivered shipments, documents, and temperature and location data. Automated smart contracts avoid on the blockchain can quicken payments and simplify accessorial compensation. Blockchain's most basic value proposition is a tamper-proof multi-party view into a string of records that creates faith between companies and makes doing traffic easier.

Over and over, in transportation and logistics they hear two refrains from companies trying to differentiate themselves from their competitors: "we possess superior technology" and "we possess superior customer service." Too often, the automation of manual processes and the reduction in workforces means that customers are offered a generic product and itsy-bitsy support. But a focus on technology does not possess to arrive at the expense of collaborative partnerships with your customers.

"Visibility is one of the most common asks from a customer throughout the supply chain today," said Kirchner. "However, I believe the best solutions are a step further--leveraging visibility with bright workflows to streamline the time-to-decision for a human. This is where the most impressive and impactful efficiencies are generated."


Big bang theory? Not for cloud-native progress | killexams.com actual questions and Pass4sure dumps

Know your apps, know your workloads, know your team. In the third installment of this occasional string on cloud migration, Don Boulia, GM of IBM Cloud Developer Services, and guest Chris Condo, principal analyst at Forrester Research, argue how cloud-native progress teams can find more success through innovation, automation, and culture shifts.

How can cloud-native progress teams animate overcome the complexity of owning different parts of the application?

Chris Condo: Innovation. Teams don’t possess to start from scratch. Cloud-native progress provides things enjoy serverless computing, elasticity, and scalability already built in.  Gone are the days when progress teams are bogged down creating and maintaining every component of an application — cloud-native progress allows teams to focus on what they’re righteous at, while leveraging necessary components, enjoy seamless scalability, from cloud providers.

The caveat here is preparing your organization for this pass of working. Because everyone is in a cloud environment, things are far more transparent than in the past when each team had their own dedicated systems, set up on premise by various developers who owned those pieces. Each team understood their environment but didn’t know what other teams were working on. In a cloud environment, you find a topographical view across the board, with the environments illuminated for coordination.

Don Boulia: I couldn’t correspond more, especially when working with microservices. There’s a shift in the competence for teams to travail in parallel and deliver updates and features to parts of a larger whole, wherein the monolith generation, features would find rolled in during long progress cycles, a gargantuan bang effect. Today’s progress promises 5-10 teams working independently but rolling out features in a coordinated pass so they every bit of Make progress. There are rules that arrive along with that — it’s not a no-rule world, but the agility you find is paramount in a cloud world where users assume updates are always happening.

CC: Constant updates are viable because teams can now create environments on demand as necessary, scale up or down, and create and stop test environments so there can always live a fresh start. There’s less friction for daily processes. Teams can participate a sole platform, collaborate and participate components easily, and coordinate activities in a much more agile manner, thanks to the sole dashboard view that’s now available.

How upshot you set up your teams to succeed? Where to start?

DB: I reflect automation is one of the fundamentals to most cloud-based environments, so you really possess to foster a team culture that allows it to infiltrate. Manual steps and interventions become the killer to the agility, speed, and reproducibility of environments, so the expectation now and going forward is to procedure for applications or workloads that can live easily recreated and torn down and brought back up.

A gargantuan piece of fostering that culture is how you organize your team. At IBM, they possess a model of fairly small, complete teams with people defining the capabilities of a service from an offering management perspective, the features incorporated into development, and owning overall upkeep and availability. Teams are tightly clustered with the end-to-end responsibility for a component, which enables rapid delivery and the competence to respond quickly to customer feedback. And teams are doing this in parallel across an organization. That’s exactly the kindhearted of invisible support people are looking for out of cloud.

CC: righteous point. The fact that you’re developing and deploying in the very infrastructure enables the “you build it, you own it” mindset, which moves progress agility along. More importantly, it focuses on customer needs, which in gyrate improves product character and understanding where to focus your automation efforts. The environment you’re working in is no longer a removed land you possess itsy-bitsy access to — now you possess competence to comb the logs and gain insights into what users are doing, so teams are much happier because they possess evidence of the overall performance of their app.

DB: That’s the biggest shift in developing software and running cloud services: the end-to-end set of skills.  Developers can now understand both how to build an original feature set but too maintain and improve it over time, gaining customer feedback for constant improvement. As the frail adage goes, “great power comes with worthy responsibility,” cloud-native progress enables the traffic to drive forward and requires team accountability to grasp ownership of their fragment of the whole.

For a deeper dive into how companies are leveraging cloud native, explore the research.


A Product Overview of DB2 9 for Linux, UNIX, and Windows | killexams.com actual questions and Pass4sure dumps

In this chapter you will live introduced to the DB2 family of products that avoid on the Linux, UNIX, and Windows operating systems.

This chapter is from the reserve 
  • DB2 PRODUCTS and PACKAGING
  • DB2 CONNECTIVITY
  • DB2 TOOLS
  • DB2 ADMINISTRATION
  • In this chapter you will live introduced to the DB2 family of products that avoid on the Linux, UNIX, and Windows operating systems. This version of DB2 is often referred to as the distributed version to differentiate it from the DB2 for z/OS® version that runs on an IBM mainframe.

    DB2 has the competence to store every bit of kinds of electronic information. This includes traditional relational data, data encoded within XML as well as structured and unstructured binary information, documents and text in many languages, graphics, images, multimedia (audio and video), information specific to operations enjoy engineering drawings, maps, insurance claims forms, numerical control streams, or any character of electronic information. This chapter illustrates some of the ways to access data in a DB2 database using some of the interfaces provided within the DB2 family. A description of each of the DB2 products are provided to illustrate some of DB2's features and functions.

    The DB2 Data Server is an necessary fragment of IBM's Information as a Service software portfolio that serves as the atomic smooth for the broader IBM On demand architecture.

    In figure 1-1 you can survey that the IBM software portfolio has really evolved into a collection of elevated value services provided by various IBM software portfolio offerings. The backbone fabric of this IBM reference architecture is the Enterprise Service Bus (ESB) that is used to facilitate communications across this rich set of services.

    Figure 1-1

    Figure 1-1 IBM Service Framework for an On demand business

    IT Service Management is mostly provided by various Tivoli® products. The Tivoli portfolio is built around four key disciplines or pillars:

  • Security Management
  • Storage Management
  • Performance and Availability
  • Configuration and Operations
  • Services from these pillars can live used to collectively manage your entire IT framework. For example, Tivoli Storage Resource Manager services can live used enterprise-wide to monitor and report on heterogeneous storage resources to multiply storage utilization, identify and resolve potential problems, and ensure application availability through policy-based automation.

    Development Services are the culmination of various Rational-based products that are built on the open source Eclipse platform. For example, Rational® ClearCase® provides source control services, and Rational Application progress empowers application developers with a rich set of services that can live used to develop applications, Web pages, and extended custom services for implementation in a Services Oriented Architecture (SOA) or loosely coupled application framework.

    Services that enable interaction are typically fragment of the Lotus® suite of products that enhance collaboration and faith sharing across the enterprise and beyond. Products enjoy Lotus Sametime® Connect can live used for messaging and more.

    A number of services in the framework illustrated in figure 1-1 are provided by the WebSphere® portfolio. For example, a product enjoy WebSphere Integration Developer helps you define traffic process flows in the gauge traffic Process Execution Language (BPEL), which are used to implement process services that in gyrate animate you define, orchestrate, and automate traffic policies. The Enterprise Service Bus (ESB) is provided by the WebSphere ESB product that provides your enterprise services with transformation, transport switching, and routing remediation among other services. Perhaps the most renowned product of the WebSphere brand is the WebSphere Application Server that provides a runtime framework for J2EE®-based operations that are fragment of the Infrastructure Services component.

    Finally there's the Information Services which picture the superset of the capabilities you'll learn about in this book. The specific set of services that are typically create in this fragment of the IBM reference architecture are shown in figure 1-2.

    The services shown to the birthright in figure 1-2 are hierarchical in nature. In other words, as you travail from bottom to top, the services provided become richer and more traffic oriented.

    For example, Master Data Management services are provided by the WebSphere Product headquarters and WebSphere Customer headquarters products. Master data are facts that picture your core traffic entities: customers, suppliers, partners, products, bill of materials, employees, and so on. The discipline of Master Data Management seeks to decouple master information from individual applications spread across the enterprise and create a central, application independent, resource. The stop result is a simplification of ongoing integration tasks and new application development. This discipline addresses key issues such as data character and consistency proactively rather than "after the fact"; for example, in a data warehouse (a lower service in this taxonomy). There is too a set of entity resolution services that apt within the Master Data Management service tier.

    Business Intelligence services are provided by the DB2 Data Warehouse editions that you'll learn more about later in this chapter. Content Manager services are provided by the set of Content Management products and are used for document management, archiving, regulatory retention, and are a basis by which unstructured information (such as FAXes, video, voicemail, and so on) can live searched and folded into the information asset.

    Information Integration services quest to provide enterprises with ways to share, place, publish, cleanse, and enrich data create in the lower-level data management services. WebSphere Federation Server and its parent WebSphere Information Server are two such products that animate implement these services.

    Finally, the Data Management services tier is the foundation upon which the other services are built. IBM has a number of data servers that apt into this tier, including DB2, Informix®, IBM Cloudscape™, U2, and IMS™.

    This reserve is specifically about DB2 in this service tier. Specifically, you'll learn how DB2 can provide any number of the high-value data-centric services shown in figure 1-3.

    Figure 1-3

    Figure 1-3 The data services provided by DB2, the focus of this book

    For more information on the entire IBM software portfolio and how they are mapped to the illustrated services shown Figures 1-1 and 1-2, mention to the IBM Web site at www.ibm.com for more details.

    The DB2 family of data servers executes on Windows, Linux (which can live avoid on the entire spectrum of IBM's hardware: System i™, System z™, System x™, and System p™), Solaris™ (both SPARC®-based and Intel®/AMD™-based installations), HP-UX™ (both PA-RISC™-based and Itanium-based installations), i5/OS®, VSE/VM, z/OS, and on pervasive platforms (like Windows Mobile Edition, BlueCat® Linux, Symbian®, Palm OS®, J2ME® platforms enjoy the RIM® Blackberry®, and more).

    The DB2 code groundwork is optimized for each platform to ensure maximum performance and integration. DB2 for Linux, UNIX, and Windows shares about a 98 percent common code groundwork with platform-specific optimizations at the operating system interface (OSI) smooth (Figure 1-4).

    Figure 1-4

    Figure 1-4 The DB2 code for Linux, UNIX, and Windows is virtually the same

    This means that once you've scholarly how to administer a DB2 for AIX system, for the most fragment you'll know how to manage DB2 for Linux or DB2 for Windows; this is the intuition why there is a sole DB2 certification for every bit of the distributed platforms.

    DB2 for i5/OS and DB2 for z/OS are optimized for their respective environments. For example, DB2 for z/OS is based on a shared-everything disk architecture where the hardware-assisted Coupling Facility is used to serialize access to the shared disk. No such hardware exists for Linux, UNIX, and Windows, and therefore DB2 on these platforms uses a shared-nothing architecture. For this reason, administration tends to vary between these platforms (though many concepts and features are similar). However, the SQL API is 98% common to every bit of the platforms where DB2 runs, allowing applications written on one platform to live easily ported to another. This means that you can build an application on DB2 for Windows and port it effortlessly to DB2 for z/OS. If you build your application according to the SQL Reference for Cross-Platform progress handbook, your application will live 100% portable across the DB2 family.

    There are other synergies among DB2 running on Linux, UNIX, and Windows, as well as the other DB2 family members. For example, the JDBC driver used for DB2 for z/OS is exactly the very code as is used for DB2 for Linux, UNIX, and Windows. So while there may live variations in specific data definition language (DDL)-based tasks, the data manipulation language (DML) and client APIs are similar.



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