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A huge volume of the Internet data GCHQ collects flows directly into a massive repository named Black Hole, which is at the core of the agency’s online spying operations, storing raw logs of intercepted material before it has been subject to analysis. Black Hole contains data collected by GCHQ as part of bulk “unselected” surveillance, meaning it is not focused on particular “selected” targets and instead includes troves of data indiscriminately swept up about ordinary people’s online activities. Between August 2007 and March 2009, GCHQ documents say that Black Hole was used to store more than 1.1 trillion “events” — a term the agency uses to refer to metadata records — with about 10 billion new entries added every day. As of March 2009, the largest slice of data Black Hole held — 41 percent — was about people’s Internet browsing histories. The rest included a combination of email and instant messenger records, details about search engine queries, information about social media activity, logs related to hacking operations, and data on people’s use of tools to browse the Internet anonymously.

Throughout this period, as smartphone sales started to boom, the frequency of people’s Internet use was steadily increasing. In tandem, British spies were working frantically to bolster their spying capabilities, with plans afoot to expand the size of Black Hole and other repositories to handle an avalanche of new data. By 2010, according to the documents, GCHQ was logging 30 billion metadata records per day. By 2012, collection had increased to 50 billion per day, and work was underway to double capacity to 100 billion. The agency was developing “unprecedented” techniques to perform what it called “population-scale” data mining, monitoring all communications across entire countries in an effort to detect patterns or behaviors deemed suspicious. It was creating what it said would be, by 2013, “the world’s biggest” surveillance engine “to run cyber operations and to access better, more valued data for customers to make a real world difference.”

A document from the GCHQ target analysis center (GTAC) shows the Black Hole repository’s structure.

The data is searched by GCHQ analysts in a hunt for behavior online that could be connected to terrorism or other criminal activity. But it has also served a broader and more controversial purpose — helping the agency hack into European companies’ computer networks. In the lead up to its secret mission targeting Netherlands-based Gemalto, the largest SIM card manufacturer in the world, GCHQ used MUTANT BROTH in an effort to identify the company’s employees so it could hack into their computers. The system helped the agency analyze intercepted Facebook cookies it believed were associated with Gemalto staff located at offices in France and Poland. GCHQ later successfully infiltrated Gemalto’s internal networks, stealing encryption keys produced by the company that protect the privacy of cell phone communications.

Similarly, MUTANT BROTH proved integral to GCHQ’s hack of Belgian telecommunications provider Belgacom. The agency entered IP addresses associated with Belgacom into MUTANT BROTH to uncover information about the company’s employees. Cookies associated with the IPs revealed the Google, Yahoo, and LinkedIn accounts of three Belgacom engineers, whose computers were then targeted by the agency and infected with malware. The hacking operation resulted in GCHQ gaining deep access into the most sensitive parts of Belgacom’s internal systems, granting British spies the ability to intercept communications passing through the company’s networks.

In March, a U.K. parliamentary committee published the findings of an 18-month review of GCHQ’s operations and called for an overhaul of the laws that regulate the spying. The committee raised concerns about the agency gathering what it described as “bulk personal datasets” being held about “a wide range of people.” However, it censored the section of the report describing what these “datasets” contained, despite acknowledging that they “may be highly intrusive.” The Snowden documents shine light on some of the core GCHQ bulk data-gathering programs that the committee was likely referring to — pulling back the veil of secrecy that has shielded some of the agency’s most controversial surveillance operations from public scrutiny. KARMA POLICE and MUTANT BROTH are among the key bulk collection systems. But they do not operate in isolation — and the scope of GCHQ’s spying extends far beyond them.

The agency operates a bewildering array of other eavesdropping systems, each serving its own specific purpose and designated a unique code name, such as: SOCIAL ANTHROPOID, which is used to analyze metadata on emails, instant messenger chats, social media connections and conversations, plus “telephony” metadata about phone calls, cell phone locations, text and multimedia messages; MEMORY HOLE, which logs queries entered into search engines and associates each search with an IP address; MARBLED GECKO, which sifts through details about searches people have entered into Google Maps and Google Earth; and INFINITE MONKEYS, which analyzes data about the usage of online bulletin boards and forums. GCHQ has other programs that it uses to analyze the content of intercepted communications, such as the full written body of emails and the audio of phone calls. One of the most important content collection capabilities is TEMPORA, which mines vast amounts of emails, instant messages, voice calls and other communications and makes them accessible through a Google-style search tool named XKEYSCORE.

As of September 2012, TEMPORA was collecting “more than 40 billion pieces of content a day” and it was being used to spy on people across Europe, the Middle East, and North Africa, according to a top-secret memo outlining the scope of the program. The existence of TEMPORA was first revealed by The Guardian in June 2013. To analyze all of the communications it intercepts and to build a profile of the individuals it is monitoring, GCHQ uses a variety of different tools that can pull together all of the relevant information and make it accessible through a single interface. SAMUEL PEPYS is one such tool, built by the British spies to analyze both the content and metadata of emails, browsing sessions, and instant messages as they are being intercepted in real time. One screenshot of SAMUEL PEPYS in action shows the agency using it to monitor an individual in Sweden who visited a page about GCHQ on the U.S.-based anti-secrecy website Cryptome.

Partly due to the U.K.’s geographic location — situated between the United States and the western edge of continental Europe — a large amount of the world’s Internet traffic passes through its territory across international data cables. In 2010, GCHQ noted that what amounted to “25 percent of all Internet traffic” was transiting the U.K. through some 1,600 different cables. The agency said that it could “survey the majority of the 1,600” and “select the most valuable to switch into our processing systems.”

According to Joss Wright, a research fellow at the University of Oxford’s Internet Institute, tapping into the cables allows GCHQ to monitor a large portion of foreign communications. But the cables also transport masses of wholly domestic British emails and online chats, because when anyone in the U.K. sends an email or visits a website, their computer will routinely send and receive data from servers that are located overseas. “I could send a message from my computer here [in England] to my wife’s computer in the next room and on its way it could go through the U.S., France, and other countries,” Wright says. “That’s just the way the Internet is designed.” In other words, Wright adds, that means “a lot” of British data and communications transit across international cables daily, and are liable to be swept into GCHQ’s databases.

A map from a classified GCHQ presentation about intercepting communications from undersea cables. GCHQ is authorized to conduct dragnet surveillance of the international data cables through so-called external warrants that are signed off by a government minister. The external warrants permit the agency to monitor communications in foreign countries as well as British citizens’ international calls and emails — for example, a call from Islamabad to London. They prohibit GCHQ from reading or listening to the content of “internal” U.K. to U.K. emails and phone calls, which are supposed to be filtered out from GCHQ’s systems if they are inadvertently intercepted unless additional authorization is granted to scrutinize them. However, the same rules do not apply to metadata. A little-known loophole in the law allows GCHQ to use external warrants to collect and analyze bulk metadata about the emails, phone calls, and Internet browsing activities of British people, citizens of closely allied countries, and others, regardless of whether the data is derived from domestic U.K. to U.K. communications and browsing sessions or otherwise. In March, the existence of this loophole was quietly acknowledged by the U.K. parliamentary committee’s surveillance review, which stated in a section of its report that “special protection and additional safeguards” did not apply to metadata swept up using external warrants and that domestic British metadata could therefore be lawfully “returned as a result of searches” conducted by GCHQ.

Perhaps unsurprisingly, GCHQ appears to have readily exploited this obscure legal technicality. Secret policy guidance papers issued to the agency’s analysts instruct them that they can sift through huge troves of indiscriminately collected metadata records to spy on anyone regardless of their nationality. The guidance makes clear that there is no exemption or extra privacy protection for British people or citizens from countries that are members of the Five Eyes, a surveillance alliance that the U.K. is part of alongside the U.S., Canada, Australia, and New Zealand. “If you are searching a purely Events only database such as MUTANT BROTH, the issue of location does not occur,” states one internal GCHQ policy document, which is marked with a “last modified” date of July 2012. The document adds that analysts are free to search the databases for British metadata “without further authorization” by inputing a U.K. “selector,” meaning a unique identifier such as a person’s email or IP address, username, or phone number. Authorization is “not needed for individuals in the U.K.,” another GCHQ document explains, because metadata has been judged “less intrusive than communications content.” All the spies are required to do to mine the metadata troves is write a short “justification” or “reason” for each search they conduct and then click a button on their computer screen.

Intelligence GCHQ collects on British persons of interest is shared with domestic security agency MI5, which usually takes the lead on spying operations within the U.K. MI5 conducts its own extensive domestic surveillance as part of a program called DIGINT (digital intelligence).

GCHQ’s documents suggest that it typically retains metadata for periods of between 30 days to six months. It stores the content of communications for a shorter period of time, varying between three to 30 days. The retention periods can be extended if deemed necessary for “cyber defense.” One secret policy paper dated from January 2010 lists the wide range of information the agency classes as metadata — including location data that could be used to track your movements, your email, instant messenger, and social networking “buddy lists,” logs showing who you have communicated with by phone or email, the passwords you use to access “communications services” (such as an email account), and information about websites you have viewed.

Records showing the full website addresses you have visited — for instance, www.gchq.gov.uk/what_we_do — are treated as content. But the first part of an address you have visited — for instance, www.gchq.gov.uk — is treated as metadata. In isolation, a single metadata record of a phone call, email, or website visit may not reveal much about a person’s private life, according to Ethan Zuckerman, director of Massachusetts Institute of Technology’s Center for Civic Media. But if accumulated and analyzed over a period of weeks or months, these details would be “extremely personal,” he told The Intercept, because they could reveal a person’s movements, habits, religious beliefs, political views, relationships, and even sexual preferences. For Zuckerman, who has studied the social and political ramifications of surveillance, the most concerning aspect of large-scale government data collection is that it can be “corrosive towards democracy” — leading to a chilling effect on freedom of expression and communication. “Once we know there’s a reasonable chance that we are being watched in one fashion or another it’s hard for that not to have a ‘panopticon effect,’” he said, “where we think and behave differently based on the assumption that people may be watching and paying attention to what we are doing.”

When compared to surveillance rules in place in the U.S., GCHQ notes in one document that the U.K. has “a light oversight regime.” The more lax British spying regulations are reflected in secret internal rules that highlight greater restrictions on how NSA databases can be accessed. The NSA’s troves can be searched for data on British citizens, one document states, but they cannot be mined for information about Americans or other citizens from countries in the Five Eyes alliance. No such constraints are placed on GCHQ’s own databases, which can be sifted for records on the phone calls, emails, and Internet usage of Brits, Americans, and citizens from any other country. The scope of GCHQ’s surveillance powers explain in part why Snowden told The Guardian in June 2013 that U.K. surveillance is “worse than the U.S.” In an interview with Der Spiegel in July 2013, Snowden added that British Internet cables were “radioactive” and joked: “Even the Queen’s selfies to the pool boy get logged.”

In recent years, the biggest barrier to GCHQ’s mass collection of data does not appear to have come in the form of legal or policy restrictions. Rather, it is the increased use of encryption technology that protects the privacy of communications that has posed the biggest potential hindrance to the agency’s activities. “The spread of encryption … threatens our ability to do effective target discovery/development,” says a top-secret report co-authored by an official from the British agency and an NSA employee in 2011. “Pertinent metadata events will be locked within the encrypted channels and difficult, if not impossible, to prise out,” the report says, adding that the agencies were working on a plan that would “(hopefully) allow our Internet Exploitation strategy to prevail.”

The American Civil Liberties Union (ACLU) also came out in opposition the Senate GOP proposal on Tuesday, warning it would urge lawmakers to vote against it. 

Nadella lived this dilemma because his job at Microsoft included figuring out the cloud-based future while maintaining the highly profitable Windows server business. And so he did a bunch of things that were totally un-Microsoft-like. He went to talk to start-ups to find out why they weren’t using Microsoft. He put massive research-and-development dollars behind Azure, a cloud-based platform that Microsoft had developed in Skunk Works fashion, which by definition took resources away from the highly profitable existing business.

At its core, Azure uses Windows server technology. That helps existing Windows applications run seamlessly on Azure. Technologists sometimes call what Microsoft has done a “hybrid cloud” because companies can use Azure alongside their pre-existing on-site Windows servers. At the same time, Nadella also to some extent has embraced open-source software—free code that doesn’t require a license from Microsoft—so that someone could develop something using non-Microsoft technology, and it would run on Azure. That broadens Azure’s appeal.

They even have a catchphrase: “Re-inventing productivity.”

At the Microsoft board meeting in late June 2013, Ballmer announced he had a handshake deal with Nokia’s management to buy the company, pending the Microsoft board’s approval, according to a source close to the events. Ballmer thought he had it and left before the post-board-meeting dinner to attend his son’s middle-school graduation. When he came back the next day, he found that the board had pulled a coup: they informed him they weren’t doing the deal, and it wasn’t up for discussion. For Ballmer, it seems, the unforgivable thing was that Gates had been part of the coup, which Ballmer saw as the ultimate betrayal.

And the original idea of having great software people and broad software products and Office being the primary tool that people look to across all these devices, that’ s as true today and as strong as ever.”

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But he combines that with flashes of insight and humor that leave some wondering whether he can’t do it or simply chooses not to, or both. His most pronounced characteristic shouldn’t be simply labeled a competitive streak, because it is really a fierce, deep need to win. The dislike it bred among his peers in the industry is well known—“Silicon Bully” was the title of an infamous magazine story about him. And yet he left Microsoft for the philanthropic world, where there was no one to bully, only intractable problems to solve.

in Wall Street’s eyes, Nadella can do no wrong. Microsoft’s stock has risen 30 percent since he became C.E.O., increasing its market value by $87 billion. “It’s interesting with Satya,” says one person who observes him with investors. “He is not a business guy or a financial analyst, but he finds a common language with investors, and in his short tenure, they leave going, Wow.” But the honeymoon is the easy part.

round three-quarters of Microsoft’s profits come from the two fabulously successful products on which the company was built: the Windows operating system, which essentially makes personal computers run, and Office, the suite of applications that includes Word, Excel, and PowerPoint. Financially speaking, Microsoft is still extraordinarily powerful. In the last 12 months the company reported sales of $86.83 billion and earnings of $22.07 billion; it has $85.7 billion of cash on its balance sheet. But the company is facing a confluence of threats that is all the more staggering given Microsoft’s sheer size. Competitors such as Google and Apple have upended Microsoft’s business model, making it unclear where Windows will fit in the world, and even challenging Office. In the Valley, there are two sayings that everyone regards as truth. One is that profits follow relevance. The other is that there’s a difference between strategic position and financial position. “It’s easy to be in denial and think the financials reflect the current reality,” says a close observer of technology firms. “They do not.”

The ISPs also challenged the government's breezy assumption that separating the data from the (equally revealing) metadata would be simple, not least because an Internet connection is typically being used for multiple services simultaneously, with data packets mixed together in a completely contingent way. Hare described a typical usage scenario for a teenager on their computer at home, where they are playing a game communicating with their friends using Steam; they are broadcasting the game using Twitch; and they may also be making a voice call at the same time too. "All those applications are running simultaneously," Hare said. "They are different applications using different servers with different services and different protocols. They are all running concurrently on that one machine." Even accessing a Web page is much more complicated than the government seems to believe, Hare pointed out. "As a webpage is loading, you will see that that webpage is made up of tens, or many tens, of individual sessions that have been created across the Internet just to load a single webpage. Bluntly, if you want to find out what someone is doing you need to be tracking all of that data all the time."

Hare raised another major issue. "If I was a software business ... I would be very worried that my customers would not buy my software any more if it had anything to do with security at all. I would be worried that a backdoor was built into the software by the [Investigatory Powers] Bill that would allow the UK government to find out what information was on that system at any point they wanted in the future." As Ars reported last week, the ability to demand that backdoors are added to systems, and a legal requirement not to reveal that fact under any circumstances, are two of the most contentious aspects of the new Investigatory Powers Bill. The latest comments from industry experts add to concerns that the latest version of the Snooper's Charter would inflict great harm on civil liberties in the UK, and also make security research well-nigh impossible here. To those fears can now be added undermining the UK software industry, as well as forcing the UK public to pay for the privilege of having their ISP carry out suspicionless surveillance.

Whether Apple customers have a real choice in mobile platforms, once they’ve bought into the company’s ecosystem, is another question. In theory, they could trade in their pricey hardware for devices that run Android, which offers equivalents of many iOS features and apps. In reality, Apple has built its empire on customer lock-in: making its own gadgets and services work seamlessly with one another, but not with those of rival companies. Tasks as simple as texting your friends can become a migraine-inducing mess when you switch from iOS to Android. The more Apple products you buy, the more onerous it becomes to abandon ship.

The case against Apple goes beyond iOS. At a time when Apple is trying to reinvent itself as a services company to offset plateauing hardware sales — pushing subscriptions to Apple Music, Apple TV+, Apple News+, and Apple Arcade, as well as its own credit card — the antitrust concerns are growing more urgent. Once a theoretical debate, the question of whether its App Store constitutes an illegal monopoly is now being actively litigated on multiple fronts.

The company faces an antitrust lawsuit from consumers; a separate antitrust lawsuit from developers; a formal antitrust complaint from Spotify in the European Union; investigations by the Federal Trade Commission and the Department of Justice; and an inquiry by the antitrust subcommittee of the U.S House of Representatives. At stake are not only Apple’s profits, but the future of mobile software.Apple insists that it isn’t a monopoly, and that it strives to make the app store a fair and level playing field even as its own apps compete on that field. But in the face of unprecedented scrutiny, there are signs that the famously stubborn company may be feeling the pressure to prove it.

Tile is hardly alone in its grievances. Apple’s penchant for copying key features of third-party apps and integrating them into its operating system is so well-known among developers that it has a name: “Sherlocking.” It’s a reference to the time—in the early 2000s—when Apple kneecapped a popular third-party web-search interface for Mac OS X, called Watson. Apple built virtually all of Watson’s functionality into its own feature, called Sherlock.In a 2006 blog post, Watson’s developer, Karelia Software, recalled how Apple’s then-CEO Steve Jobs responded when they complained about the company’s 2002 power play. “Here’s how I see it,” Jobs said, according to Karelia founder Dan Wood’s loose paraphrase. “You know those handcars, the little machines that people stand on and pump to move along on the train tracks? That’s Karelia. Apple is the steam train that owns the tracks.”From an antitrust standpoint, the metaphor is almost too perfect. It was the monopoly power of railroads in the late 19th century — and their ability to make or break the businesses that used their tracks — that spurred the first U.S. antitrust regulations.There’s another Jobs quote that’s relevant here. Referencing Picasso’s famous saying, “Good artists copy, great artists steal,” Jobs said of Apple in 2006. “We have always been shameless about stealing great ideas.” Company executives later tried to finesse the quote’s semantics, but there’s no denying that much of iOS today is built on ideas that were not originally Apple’s.