A Brief History of Deep Blue, IBM's Chess Computer

Stan Honda // AFP // Getty Images
Stan Honda // AFP // Getty Images

On July 29, 1997, IBM researchers were awarded a $100,000 prize that had gone unclaimed for 17 years. It was the Fredkin Prize, created by Carnegie Mellon University (CMU) professor Edward Fredkin in 1980. An artificial intelligence pioneer, Fredkin challenged fellow computer scientists to create a computer that could beat the best human chess player in the world. That's exactly what Deep Blue did in May, 1997.

It was an extremely long road to victory. After Fredkin's initial challenge in 1980, a team from Bell Labs created a chess computer in 1981 that beat a chess master. In 1985, Feng-hsiung Hsu created ChipTest, a chess computer that set the stage for later efforts.

By 1988, a CMU team including Hsu created a system that beat an international master. That one was called "Deep Thought," named for the computer in The Hitchhiker's Guide to the Galaxy—a fictional computer spent 7.5 million years calculated "the Answer to The Ultimate Question of Life, the Universe, and Everything." (That answer, of course, was 42.)

Deep Thought underwent additional development at IBM, and in 1989 it went head-to-head with Garry Kasparov, who is widely considered the best chess player of all time. Kasparov destroyed the machine in a two-game match. Here's the first part of a documentary about Deep Thought, which helps set the stage for Deep Blue:

Deep Thought eventually led to Deep Blue, an IBM project led by Hsu, along with his former Deep Thought collaborator Murray Campbell, among others.

The computer science problem of chess is deep. First the machine needs to understand the state of the board—that's relatively easy—but then it needs to predict future moves. Given that the 32 pieces on the board are capable of moving to a variety of other positions, the "possibility space" for the next move (and all subsequent moves) is very large.

In theory, a sufficiently beefy computer could simulate every possible move (and counter-move) in its memory, rank which moves end up doing best in each simulated game, and then perform the optimal move on each turn. But to actually implement a computer that powerful—and fast enough to compete in a time-limited tournament—was a matter of extreme effort. It took Hsu more than a decade to master it.

Six men pose with a chess board and timer. On one side of the board, a sign reads Garry Kasparov. On the other side, a computer keyboard and monitor represent Deep Blue.
The IBM Deep Blue chess computer team poses in May, 1997. From left: Chung-Jen Tan (team manager), Gerry Brody, Joel Benjamin, Murray Campbell, Joseph Hoane and Feng-hsiung Hsu (seated).
Stan Honda // AFP // Getty Images

On February 10, 1996 in Philadelphia, Deep Blue went head-to-head with Kasparov, and Kasparov beat the computer handily. Though Deep Blue scored one winning game and two draws, it lost three games to Kasparov outright. Deep Blue did set a record for winning that one game, but it needed the match to earn the Fredkin Prize.

By this point, Kasparov was used to destroying chess computers, and the media lapped it up—this was a man-versus-machine story for the ages. By May 1997, IBM had heavily upgraded Deep Blue (some called it "Deeper Blue") with vastly improved computing resources, preparing for a rematch. When that rematch came, Kasparov would face a worthy opponent.

On May 11, 1997 in New York City, the upgraded Deep Blue entered the match with a large, excited audience. Kasparov won the first game, but Deep Blue took the second, tying the players. Then came three games that ended in draws. In the sixth game, Kasparov made a mistake in the opening. Deep Blue won that sixth game quickly, winning the match, much to the astonishment of the crowd. Kasparov asked for a rematch. The Deep Blue team declined.

Kasparov claimed to have perceived a human hand in Deep Blue's play. Kasparov wondered whether a human chess player was somehow feeding the computer moves, much like the infamous Mechanical Turk of yore. Various conspiracy theories flourished, but came to nothing.

When the Fredkin Prize was awarded to Hsu, Campbell, and IBM researcher A. Joseph Hoane Jr., Fredkin told reporters, "There has never been any doubt in my mind that a computer would ultimately beat a reigning world chess champion. The question has always been when." Hsu told The New York Times, "Some people are apprehensive about what the future can bring. But it's important to remember that a computer is a tool. The fact that a computer won is not a bad thing."

When Harriet Tubman Helped Lead a Civil War Raid That Freed 750 People

A portrait of Harriet Tubman, the legendary Underground Railroad conductor and Civil War nurse, scout, and spy
A portrait of Harriet Tubman, the legendary Underground Railroad conductor and Civil War nurse, scout, and spy
Photos.com/iStock via Getty Images

As clouds flitted across the moonlit sky on the night of June 2, 1863, three gunboats snaked up the Combahee River in South Carolina’s Lowcountry region. The Civil War was raging and the vessels were filled with Union troops, many of them from the 2nd South Carolina Colored Infantry, on a mission to strike Confederate plantations. There to guide them on this perilous expedition was a black woman already famed for her bold excursions into hostile territory: Harriet Tubman.

From Underground Railroad to Union Spy

Born into slavery, Tubman—the subject of the soon-to-be-released movie Harriet—had liberated herself in 1849, fleeing north from bondage in Maryland to freedom in Philadelphia. Though a fugitive with a price on her head (her former slaveholder promised $50 for her capture, $100 if she was found out of state) Tubman repeatedly returned to Maryland to usher other slaves to freedom along the Underground Railroad, a clandestine network of people, both black and white, who facilitated the escape of enslaved people northwards. It is believed that Tubman rescued around 70 slaves this way, and by the end of the Combahee River Raid on that June night in 1863, she had helped free some 750 more.

After the outbreak of the Civil War in 1861, John Andrew, the abolitionist governor of Massachusetts, had asked Tubman to head to the South and assist with the "contrabands"—a term used to refer to the thousands of enslaved people who fled to Union camps amid the chaos of the conflict. It was a fitting role for Tubman, since helping African Americans shed the bonds of slavery had become the driving purpose of her life.

She volunteered in Fort Monroe, Virginia, before heading to Port Royal, South Carolina, where she worked as a nurse for soldiers and liberated slaves. Disease ran rampant during the war, and Tubman was skilled in herbal medicine. She also oversaw the building of a laundry house, so she could train African American women to become laundresses—a vocation that would prove useful as they embarked on a new, free chapter of their lives. But according to H. Donald Winkler, who writes about Tubman’s wartime exploits in Stealing Secrets: How a Few Daring Women Deceived Generals, Impacted Battles, and Altered the Course of the Civil War, “many believe that the humanitarian aspects of her trip … were a cover for her real work as a spy operating within enemy lines.”

Biographer Catherine Clinton, author of Harriet Tubman: The Road to Freedom, agrees that it is possible Tubman was sent to the South at least in part to gather intelligence. “Certainly she was someone who was able to go behind the lines and make contact in a way that the soldiers were not, because she had done that on the Underground Railroad,” Clinton tells Mental Floss.

Time and again as an Underground Railroad rescuer, Tubman had proven her cunning, charisma, and steely resolve, slipping into slavery territory and back out again with multiple fugitives in tow. She secretly reached out to enslaved people to encourage their escape, scouted dangerous areas, and cultivated contacts who were ready to offer shelter and support. Tubman liked to stage her rescues on Saturday nights, because Sunday was a day of rest; by the time they were discovered missing on Monday, Tubman had been given a head start.

She also possessed an uncanny ability to avoid detection, often with the help of disguises. In her book, Clinton writes that on one trip through a town near her former Maryland home, Tubman caught sight of a man who had once been her master. Fortunately, she had a bonnet pulled low over her face and two live chickens in her hands. When the man came close, Tubman pulled on strings tied to the birds’ legs, causing them to fuss and flap—and giving her an excuse to avoid eye contact.

Such exploits earned Tubman a legendary reputation among abolitionist circles. She was nicknamed “Moses,” after the biblical figure who led the oppressed to freedom.

Whatever the initial purpose of her journey south, by 1863 Tubman was working as a covert Union operative. She recruited a small but trustworthy group of black scouts, several of whom were water pilots with a thorough knowledge of the coastal landscape. The spies would sail along waterways, take note of enemy positions and movements, and communicate the information back to Union brass. Colonel James Montgomery, a fervent abolitionist, relied on Tubman’s intelligence to stage several successful raids, according to Winkler. The most famous of these was the Combahee River Raid.

Tubman's Turn to Lead

Combahee River basin, near the Harriet Tubman Bridge, Beaufort County, South Carolina
The Combahee River basin in Beaufort County, South Carolina, near the Harriet Tubman Bridge and near where the raid is believed to have taken place.
Henry de Saussure Copeland, Flickr // CC BY-NC 2.0

The goal of the mission was to destroy Confederate supply lines, disable mines in the Combahee River, and cripple prosperous plantations along the shore. As Tubman had shown with her Underground Railroad rescues, “the great weapon was to go into enemy territory and use the subversive weapon of the enslaved people themselves,” Clinton says. So if all went according to plan, Tubman and Montgomery intended to free the plantations of their slaves, too.

But first, they would need to plot their attack. Before the fateful night, Tubman and her team of spies secretly sailed up the Combahee to map the locations of rice and cotton storehouses. Tubman also found the enslaved people who had laid Confederate “torpedoes”—stationary mines beneath the water—and promised them liberation in exchange for information. It was important to spread the word about the upcoming raid, so that when it happened, the slaves would be ready to run.

Montgomery, who had worked with Tubman to raise the 2nd South Carolina Colored Infantry, was in command of the several hundred black troops who ultimately set out up the Combahee to execute the raid on June 2. But Tubman was there to guide the ships through the mines, which were difficult to spot on a dark and cloudy night. She thus became, according to Smithsonian Magazine, the first woman in U.S. history to lead a military expedition.

One of the three Union gunboats stalled after it ran aground, but the other two were able to proceed as planned. John Adams, the lead boat, pushed up to Combahee Ferry, where there was an island, a causeway, and a pontoon bridge. Montgomery’s men burned the bridge. They also set fire to plantations, storehouses, and rice mills, pillaging whatever food and cotton supplies they could carry, according to an account by the U.S. Army. And when the gunboats approached, slaves came pouring onto the shore, where rowboats were waiting to bring them to the ships. Tubman was floored by the scene.

“I never saw such a sight,” she later recalled. “Sometimes the women would come with twins hanging around their necks; it appears I never saw so many twins in my life; bags on their shoulders, baskets on their heads, and young ones tagging along behind, all loaded; pigs squealing, chickens screaming, young ones squealing.”

The scene grew all the more chaotic when it became clear that there were too many fugitive slaves for the rowboats to accommodate at once. According to The New York Times, those left behind held onto the vessels to stop them from leaving. Hoping to restore some calm, a white officer reportedly asked Tubman to speak to “your people.” She didn’t care for the turn of phrase—“[T]hey wasn’t my people any more than they was his,” she once said—but she nevertheless began to sing:

“Come along; come along; don’t be alarmed
For Uncle Sam is rich enough
To give you all a farm.”

Her voice had the desired effect. “They throwed up their hands and began to rejoice and shout ‘Glory!’ and the rowboats would push off,” Tubman remembered. “I kept on singing until all were brought on board.”

All of this commotion did not go unnoticed by Confederate troops. But their response was sluggish. “With malaria, typhoid fever and smallpox rampant in the [Lowcountry] from spring through early fall, most Confederate troops had been pulled back from the rivers and swamps,” Winkler explains. A contingent did approach Combahee Ferry, with orders to push the Yankees back, but reportedly only succeeded in shooting one fugitive slave. Major Emmanuel, the Confederate ranking officer in the area, came after the retreating ships with a single piece of field artillery, but his men got trapped between the river and Union snipers. They were only able to fire a few shots that landed in the water.

The raid was, in other words, a tremendous success, and Tubman’s contribution was “invaluable,” Clinton says. For the next year, Tubman stayed in the South, assisting in guerrilla activities and working to support liberated slaves.

Recognition Deferred

During her three years of military service, Tubman had been paid just $200 (about $3000 in today's money). Finding herself in difficult financial straits after the war—she was the sole supporter of her elderly parents, whom she had extricated from the South during her Underground Railroad days—Tubman appealed to the federal government for additional compensation. Her cause was backed by a number of influential supporters who believed that Tubman deserved a veteran’s pension, but her campaign for payment would nevertheless span more than 30 years.

It was only in the early 1890s that Tubman began receiving a pension—not for her own wartime work, but because her late husband, Nelson Davis, had served with the Eighth United States Colored Infantry, which entitled her to $8 per month as a veteran widow. In 1899, Congress approved an Act raising that sum to $20, but as the National Archives points out, “the Act did not acknowledge that the increase was for Tubman’s own service.” The government’s resistance may have stemmed, at least in part, from the fact that documentation of Tubman’s activities on the frontlines was lacking. But Clinton believes other factors were at play.

“I found evidence that one of the members of the [pensions] committee was a South Carolina politician who blocked her pension,” Clinton says. “And it was really in many ways a point of honor ... that a black woman not be given recognition as a soldier.” Upon receiving the increased funds, Clinton adds, Tubman used the money to “bankroll a charity. That’s who she was.”

When Tubman died in 1913, she was buried with military honors in Auburn, New York. The Combahee River Raid was just one remarkable chapter in her remarkable life, but it left a powerful impression on her. Looking back on that night, when hundreds of slaves rose up and made a dash for freedom, the woman known as Moses would remember them like "the children of Israel, coming out of Egypt.”

30 Words and Phrases From Victorian Theatrical Slang

An 1884 illustration of spectators in the theater
An 1884 illustration of spectators in the theater
suteishi/iStock via Getty Images

In 1909, the English writer James Redding Ware published a dictionary of 19th-century slang and colloquial language called Passing English of the Victorian Era. Relatively little is known about Ware’s life—not helped by the fact that much of his work was published under the pseudonym Andrew Forrester—but among the other works attributed to him are around a dozen stage plays, many of which were first performed in the theaters of London in the late 1800s and early 1900s.

It was this firsthand experience that undoubtedly helped Ware to flesh out his dictionary with a host of slang words and expressions used by Victorian actors, actresses, theatrical producers, and backstage workers. From nicknames for incoherent actors to mooching companions and noisy babies, although many of the entries in Ware’s Passing English have sadly long since dropped out of use, they’re no less useful or applicable today.

1. Agony Piler

An actor who always seems to perform in weighty or sensationalist parts.

2. Back-Row Hopper

An audience member who visits bars frequented by actors and flatters them into buying him a drink.

3. Blue Fire

“Blue fire” was originally the name of a special effect used in Victorian theaters in which a mixture containing sulfur would be ignited to create an eerie blue glow on stage. The effect astonished audiences at the time, who had never seen anything like it before, hence "blue fire" came to be used to describe anything equally amazing or sensational, or that astounded an audience.

4. Bum-Boozer

A heavy drinker.

5. Burst

The sudden swell of people out onto a street when a play ended.

6. Button-Buster

A terrible comedian.

7. Celestials

Also known as “roof-scrapers,” the celestials were the audience members in the “gods” or the gallery, the highest tier of seats in the theater.

8. Charles His Friend

A nickname for any uninspiring part in a play whose only purpose is to give the main protagonist someone to talk to. The term apparently derives from a genuine list of the characters in a now long-forgotten drama, in which the lead’s companion was listed simply as “Charles: his friend.”

9. Deadheads

Audience members who haven’t paid to get in (as opposed to those who have, who were the livestock). Consequently, a nickname for journalists and first-night critics.

10. Decencies

A term referring to an actor’s strategically padded costume, defined by Ware as “pads used by actors, as distinct from actresses, to ameliorate outline.”

11. FLABBERDEGAZ

A fluffed line, a stumbled word, or a mistimed joke. Also called a Major Macfluffer.

12. The Ghost Walks

A reference to the famous opening scene of Hamlet, saying that “the ghost walks” (or, more often than not, that “the ghost doesn’t walk”) meant that there was (or that there wasn’t) enough money to be paid that week.

13. Gin And Fog

Hoarseness caused by heavy drinking the night before.

14. Greedy Scene

A scene in a play in which the lead actor has the stage all to him or herself.

15. Joey

To mug to the audience, or to lark about to attract someone’s attention.

16. Logie

A fake gemstone, or fake jewelry in general. Supposedly named after David Logie, an inventor who manufactured fake jewels out of zinc.

17. Matinée Dog

A nickname for the audience of a matinee performance. To "try it on the matinee dog" meant to test a new act or a new reading of a scene during a daytime performance, as the afternoon audiences were considered less discerning than the more seasoned and more demanding evening audiences.

18. Mumble-Mumper

An old, inarticulate performer whose lines cannot be easily heard or interpreted by the audience.

19. On The Pross

If you’re on the pross then you’re looking for someone to buy you a drink or a meal—pross is a shortening of “prosperous,” in the sense of searching for someone wealthy enough to buy you dinner.

20. Palatic

Very, very drunk. Probably derived from a deliberate mispronunciation of “paralytic."

21. To Play to The Gas

To make just enough money to get by—literally just enough to pay your gas bill.

22. Scorpions

An actor’s nickname for babies, whose constant noise could ruin a performance.

23. Star-Queller

An inferior actor whose terrible performance ruins the excellent performances given by everyone else.

24. Swan-Slinger

The playwright Ben Jonson famously called Shakespeare “The sweet swan of Avon” in a memorial poem published in 1623. A swan-slinger, consequently, is a Shakespearean actor.

25. To Take a Dagger And Drown Yourself

To say one thing but then do another. To stab yourself and pass the bottle, meanwhile, meant to take a swig of a drink and then pass the bottle onto the next person.

26. Thinking Part

A role in which an actor is required to say little or nothing at all. Likewise, a feeder was any role in which an actor was only required to “feed” lines to the more important character.

27. Toga-Play

Also called BC-plays, toga-plays were either classical period dramas, like Shakespeare’s Julius Caesar, or plays by classical-era playwrights.

28. Twelve-Pound Actor

A child born into an acting family.

29. Village Blacksmith

“The Village Blacksmith” is the title of a poem by Henry Wadsworth Longfellow, the third verse of which begins, “Week in, week out, from morn till night, / You can hear his bellows blow.” It was the “week in, week out” line that inspired this expression referring to a performer or worker who isn’t a complete failure, but whose contracts rarely last longer than a single week.

30. Whooperup

A terrible singer.

[This list first ran in 2015 and was republished in 2019]

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