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Machines like UsBy: Ronald J. Brachman, Hector J. Levesque How we can create artificial intelligence with broad, robust common sense rather than narrow, specialized expertise. Its sometime in the not so distant future, and you send your fully autonomous self driving car to the store to pick up your grocery order. The car is endowed with as much capability as an artificial intelligence agent can have, programmed to drive better than you do. But when the car encounters
By: Ronald J. Brachman, Hector J. LevesqueHow we can create artificial intelligence with broad, robust common sense rather than narrow, specialized expertise.
It’s sometime in the not-so-distant future, and you send your fully autonomous self-driving car to the store to pick up your grocery order. The car is endowed with as much capability as an artificial intelligence agent can have, programmed to drive better than you do. But when the car encounters a traffic light stuck on red, it just sits there—indefinitely. Its obstacle-avoidance, lane-following, and route-calculation capacities are all irrelevant; it fails to act because it lacks the common sense of a human driver, who would quickly figure out what’s happening and find a workaround. In Machines like Us, Ron Brachman and Hector Levesque—both leading experts in AI—consider what it would take to create machines with common sense rather than just the specialized expertise of today’s AI systems.
Using the stuck traffic light and other relatable examples, Brachman and Levesque offer an accessible account of how common sense might be built into a machine. They analyze common sense in humans, explain how AI over the years has focused mainly on expertise, and suggest ways to endow an AI system with both common sense and effective reasoning. Finally, they consider the critical issue of how we can trust an autonomous machine to make decisions, identifying two fundamental requirements for trustworthy autonomous AI systems: having reasons for doing what they do, and being able to accept advice. Both in the end are dependent on having common sense.
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★★★★★ 5
Excellent for price.
Fit Type: Slim Fit, Color: Navy Palm Leaf Print, Size: Medium
Seems very well made for the crazy low price. Fits perfectly. Have not washed it yet. Looking forward to warmer weather so I can wear it.
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Reviewed in the United States on March 26, 2026
★★★★★ 3
Nice shirt
Fit Type: Slim Fit, Color: Navy Teal Green Palm Leaf Print, Size: Medium
Nice shirt but too long for my preference.
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Reviewed in the United States on June 3, 2026
★★★★★ 5
Pleased
Fit Type: Slim Fit, Color: Lavender Palm Leaf Print, Size: Medium
Just received. Laundered well on perm press setting, pretty much wrinkle free. Nice fit and selection. I ordered six of these for the price.
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Reviewed in the United States on May 19, 2026
★★★★★ 1
Cheap fabric; bad collar style
Fit Type: Slim Fit, Color: Navy Palm Leaf Print, Size: Medium
Returned shirt. Obviously inexpensive, but poor fabric and bad collar design
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Reviewed in the United States on May 1, 2026
★★★★★ 5
Great button up!
Fit Type: Slim Fit, Color: Navy Teal Green Palm Leaf Print, Size: X-Large
Beautiful button up for young men
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Reviewed in the United States on March 31, 2026