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How artificial intelligence can revolutionise science - The Economist   

DEBATE about artificial intelligence (AI) tends to focus on its potential dangers: algorithmic bias and discrimination, the mass destruction of jobs and even, some say, the extinction of humanity. As some observers fret about these dystopian scenarios, however, others are focusing on the potential rewards. ai could, they claim, help humanity solve some of its biggest and thorniest problems. And, they say, ai will do this in a very specific way: by radically accelerating the pace of scientific discovery, especially in areas such as medicine, climate science and green technology. Luminaries in the field such as Demis Hassabis and Yann LeCun believe that AI can turbocharge scientific progress and lead to a golden age of discovery. Could they be right?

Such claims are worth examining, and may provide a useful counterbalance to fears about large-scale unemployment and killer robots. Many previous technologies have, of course, been falsely hailed as panaceas. The electric telegraph was lauded in the 1850s as a herald of world peace, as were aircraft in the 1900s; pundits in the 1990s said the internet would reduce inequality and eradicate nationalism. But the mechanism by which AI will supposedly solve the world’s problems has a stronger historical basis, because there have been several periods in history when new approaches and new tools did indeed help bring about bursts of world-changing scientific discovery and innovation.

In the 17th century microscopes and telescopes opened up new vistas of discovery and encouraged researchers to favour their own observations over the received wisdom of antiquity, while the introduction of scientific journals gave them new ways to share and publicise their findings. The result was rapid progress in astronomy, physics and other fields, and new inventions from the pendulum clock to the steam engine—the prime mover of the Industrial Revolution.

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Changing Company Culture Requires a Movement, Not a Mandate - Harvard Business Review   

Culture is like the wind. It is invisible, yet its effect can be seen and felt. When it is blowing in your direction it makes for smooth sailing. When it is blowing against you, everything is more difficult. For organizations seeking to become more adaptive and innovative, culture change is often the most challenging part of the transformation. But culture change can’t be achieved through top-down mandate. It lives in the collective hearts and habits of people and their shared perception of “how things are done around here.” Culture change needs to happen through a movement, not a mandate. To create a movement in your organization, start by framing the issue in terms that stir emotion and incite action; then mobilize more supporters by demonstrating quick wins. Broadcast these wins to an even wider audience by leveraging employees’ social networks, and using symbolism and pockets of innovation to keep momentum going. It’s important to start with actions, not new mission statements or company structures, because culture change only happens when people take action. Show people the change you want to see.

Culture is like the wind. It is invisible, yet its effect can be seen and felt. When it is blowing in your direction, it makes for smooth sailing. When it is blowing against you, everything is more difficult.

For organizations seeking to become more adaptive and innovative, culture change is often the most challenging part of the transformation. Innovation demands new behaviors from leaders and employees that are often antithetical to corporate cultures, which are historically focused on operational excellence and efficiency.

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