This week’s must-reads for managing in the digital age: the promise of a symbiotic human-AI strategy, how leaders are responding to regulatory rollbacks, spurring innovation through internal-external partnerships, and the power and potential of metrics done right.

Companies seeking to drive innovation in the face of constant disruption benefit from adopting a strategy that supports both internal entrepreneurs and external partnerships rather than taking an either/or approach. The benefits: reduced development costs, faster time to market, and a collaborative, engaged workforce.

The hidden obstacle to women who want to found B2B startups is often rooted in the way they are mentored and advised in the business world. Where men are more often coached in strategy and business tactics, women are more likely to be taught how to avoid internal politics and “fit in” culturally. This difference in mentoring leaves women at a disadvantage with respect to entrepreneurship.

China is shaking off its reputation for “copycatting” and establishing itself as a digital leader. One of the key areas where it’s moving ahead of the U.S. and Europe is transportation. China has made strides in electronic and autonomous vehicles as well as high-speed rail in recent years — and its most important development has been to transform itself into an innovation-focused, entrepreneurial hub of technical prowess.

As leaders of established businesses focus on becoming digital, they often embrace the mantra, act like a startup. A startup is an experiment, and its early goal is to learn, as quickly and inexpensively as possible, if an idea has merit. That same ability to figure out how a new value proposition might create revenues and profits is key to digital success. Established companies that want to test ideas for such propositions should be nurturing four traits of startups.

Companies can enhance their employees’ creativity and boost innovation by learning from the Maker Movement’s emphasis on creative learning, collaboration, fluidity, and novel play.

New “markets for judgment” like the Creative Destruction Lab are bridging critical gaps between scientific breakthroughs and commercial applications — fueling tech-based entrepreneurship far from Silicon Valley.

AI’s most potent, long-term economic value may lie not in the thousands of new startups, but in the ability of AI to augment the discovery and pursuit of basic scientific advances that could be the foundations of new industry.

When you’re developing a strategy for a new business, testing assumptions in your plan in a logical order gives you the best chance to make course corrections early — and not waste time and money.

Like pottery, entrepreneurship is a craft that blends both science and art. Both pottery and entrepreneurship are accessible to anyone, learnable, built on fundamental concepts — and best learned through on-the-job training. To inspire today’s generation of company builders, entrepreneurship education needs a common language to ground students in fundamental concepts, and it needs to offer apprenticeship opportunities.

Zhang Ruimin, the CEO and chairman of the Qingdao, China, white goods giant Haier Group Corp., has done what most chief executives dare not even dream about. He blew up nearly the entire administrative structure of a global manufacturing enterprise, eliminating the 10,000 management jobs that once held it together, and reshaped the organization into a network of entrepreneurial ventures run by employees.

There is an unprecedented explosion of innovation going on all around us. And yet, as Fredrik Erixon and Björn Weigel point out in their new book, The Innovation Illusion, GDP growth, productivity, and corporate investment in the capitalist economies of the West are all on the decline. The authors peg this counterintuitive reality to “gray capitalism, excessive corporate managerialism, second-generation globalization, and complex regulations.”

A new breed of social entrepreneurs has evolved. “Social scalers” focus on market-based solutions that can be scaled up to create social change. Their goal: transform social problems into business opportunities on a national or even global scale. The authors of Strategy and Competitiveness in Latin American Markets: The Sustainability Frontier (Edward Elgar, 2014) look at how companies seeking to address social issues can learn from these social scalers.

Do your opening sentences get people to pay attention? When pitching a start-up idea, you need to get to the core innovation right out of the gate. When making any kind of presentation, a counter-intuitive statement, surprising fact or arresting story can get people to put their phones down.

At the annual Silicon Valley Comes to Oxford conference, the crowd agreed with the motion under debate that “the average worker is being left behind by advances in technology.”

Five tips show how companies can work with consumer innovators, or “casual entrepreneurs,” by understanding that “lead users” are key.

The death of Digital Equipment Corp. cofounder (and MIT alumnus) Ken Olsen has prompted much conversation about him and the DEC.

The director of the MIT Energy Initiative explains why blending big-company culture with entrepreneurial innovation is the challenge that leaders must learn to meet.