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That most famous characterization of the complexity causality, a butterfly beating its wings and causing a hurricane on the other side of the world, is thought-provoking but ultimately not helpful. What we really need is to look at a hurricane and figure out which butterfly caused it — or perhaps stop it before it takes flight in the first place. DARPA thinks AI should be able to do just that.

A new program at the research agency is aimed at creating a machine learning system that can sift through the innumerable events and pieces of media generated every day and identify any threads of connection or narrative in them. It’s called KAIROS: Knowledge-directed Artificial Intelligence Reasoning Over Schemas.

“Schema” in this case has a very specific meaning. It’s the idea of a basic process humans use to understand the world around them by creating little stories of interlinked events. For instance when you buy something at a store, you know that you generally walk into the store, select an item, bring it to the cashier, who scans it, then you pay in some way, and then leave the store. This “buying something” process is a schema we all recognize, and could of course have schemas within it (selecting a product; payment process) or be part of another schema (gift giving; home cooking).

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FRIB) will be a scientific user facility for the Office of Nuclear Physics in the U.S. Department of Energy Office of Science (DOE-SC). FRIB is funded by the DOE-SC, MSU and the State of Michigan. Supporting the mission of the Office of Nuclear Physics in DOE-SC, FRIB will enable scientists to make discoveries about the properties of rare isotopes (that is, short-lived nuclei not normally found on Earth), nuclear astrophysics, fundamental interactions, and applications for society, including in medicine, homeland security, and industry.

This video — The Facility for Rare Isotope Beams at MSU — explains the history of FRIB, its role in research and education, and its future in rare-isotope discoveries. It includes an animated sequence to help viewers understand what FRIB is about.

Employment opportunities: FRIB is looking for engineers, physicists, and other talented professionals to build the world’s leading rare isotope facility.

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We take a somewhat humorous look at the messaging and the comfort stories people tell themselves to distract themselves from seeing why age-related diseases and dying from them is a problem that needs solving.


Here’s what might be considered a paradox: right now, the Facebook page of Death Cafe—a place where you go to talk about death—is a rather lively place, whereas pages about life extension are comparatively rather dead places. This screenshot shows the activity of a Death Cafe post:

There is no doubt that the subscribers of the Death Cafe page are quite engaged, but if the average message that the page aims at conveying is the same as in the text snippet above, then there is no paradox at all. The core of that message is “don’t worry, death is nothing to fear” (which, incidentally, implies you don’t have to engage in any extra effort to prevent death), whereas the core message of a life extension page is, “death is a problem, but hey—with some effort, we can beat it. Maybe.” That’s a bit like a kiosk giving candy away for free right next to another kiosk that first serves you overcooked broccoli and then says that you might get a nice present decades from now, assuming that you work hard enough for it—where do you think most people would flock to? Exactly.