Neil Tambe Neil Tambe

Who’s In, and Who’s Out?

As humanity stands on the edge of profound change, we must clearly affirm where we stand on human dignity—and who we believe is worthy of it.

Each of us—myself included—draws a line somewhere: a boundary between who belongs and who doesn’t. Who’s in, and who’s out?

It’s not just a social question—it’s moral, political, and spiritual too.

To us as social animals: Who will I treat with respect—and even associate with?

To our inner souls: Who has intrinsic worth, and who doesn’t?

To the policymaker: Who gets to participate as equals in public life—and share in public goods?

To followers of Christ: Whose feet am I willing to wash?

Every version of these questions asks us to take a position—on human dignity.

And in our daily lives, we all answer them through our choices, whether intentionally or not.

Humans have grappled with these questions for generations.

But these questions are especially urgent now—because of the sweeping transformations that may reshape the human race within our lifetimes.

We need to be concrete in our values before these changes come—so we’re not tempted to rationalize our way into betraying them when the stakes are at their peak and “winners” and “losers”emerge.

We need to take a position on human dignity—before AI, AGI, and humanoid robots are advanced enough to replace human bodies and even human connection at scale.

We need to take a position on the intrinsic value of life—before therapeutics emerge that could extend human lifespans by decades, or even indefinitely.

We need to take a position on our relationship with Earth—and its natural resources—before we expand to other worlds and risk exporting a disregard for life and dignity beyond this planet.

So who’s in—and who’s out?

Our family and friends?

People who annoy us? “Weirdos”?

People who can help us get “ahead”?

Those who went to a rival school—or cheer for a rival team?

What about people with questionable integrity?

Who’s in and who’s out?

Returning citizens?

Foreign nationals?

What if they are chronically sick—or infectious?

What if they’re uneducated?

Or homeless? Or poor?

Who’s in and who’s out?

What about children—and others who can’t advocate for themselves?

What about people with “disabilities”?

What if it’s a genetic condition—versus someone who drove drunk and ended up paralyzed?

Who’s in and who’s out?

What about people who voted for “the bad guys”?

What about criminals? What if they’ve repented?

What about people who have committed heinous crimes—like massive fraud or genocide?

What about someone we could exploit—if we wanted to?

What about someone we’re afraid of—for any of a thousand rational or irrational reasons?

Who’s in and who’s out?

Even if it costs us money, is in comfortable, or requires sacrifice?

Where do we draw the line?

Who do we treat with dignity and respect?

Who’s in—and who’s out?

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Management and Leadership Neil Tambe Management and Leadership Neil Tambe

Leadership in the Era of AI

When it comes to the impact of Generative AI on leadership, the sky's the limit. Let's dream BIG.

Just as the invention of the wheel revolutionized transportation and societies thousands of years ago, we might actually stand on the brink of a new era. One where generative AI, like ChatGPT, could transform our way of life and our economy. The potential impact of AI on human societies remains uncharted, yet it could prove to be as significant as the wheel, if not more so.

Let's delve into this analogy. If you were tasked to move dirt from one place to another, initially, you would use a shovel, moving one shovelful at a time. Then, the wheel gets invented. This innovation gives birth to the wheelbarrow—a simple bucket placed atop a wheel—enabling you to carry 10 or 15 shovelfuls at once, and even transport dirt beyond your yard.

But, as we know, the wheel didn't stop at wheelbarrows. It set the stage for a myriad of transportation advancements from horse-drawn buggies, automobiles, semi-trucks, to trains. Now, we can move dirt by the millions of shovelfuls across thousands of miles. This monumental shift took thousands of years, but the exponential impact of the wheel on humanity is undeniable.

Like the wheel, generative AI could be a foundational invention. Already, people are starting to build wheelbarrow-like applications on top of generative AI, with small but impactful use cases emerging seemingly every day: like in computer programming, songwriting, or medical diagnosis.

This is only the beginning, much like the initial advent of the wheelbarrow. Just as the wheelbarrow was a precursor to larger transportation modes, these initial applications of generative AI mark the start of much more profound implications in various domains.

One area in particular where I'm excited to see this potential unfold is leadership. As we stand on the brink of this new era, we find ourselves transitioning from a leadership style that can only influence what we touch, constrained by our own time. Many of us live "meeting to meeting", unable to manage a team of more than 7-10 people directly. Even good systems can only help so much in exceeding linear growth in team performance.

However, with the advent of generative AI, we're embarking on a new journey, akin to moving from the shovel to the wheelbarrow. Tools like ChatGPT can serve as our new 'wheel', helping us leverage our leadership abilities. In my own experiments, I've seen some promising beginnings:

A project manager can use ChatGPT to create a project charter that scopes out a new project outside their primary domain of expertise. This can be done at a higher quality and in one quarter or one tenth of the usual time.

A product manager can transcribe a meeting and use ChatGPT to create user stories for an agile backlog. They could also quickly develop or refine a product vision, roadmap, and OKRs for annual planning—achieving higher quality in a fraction of the time.

A people leader can use ChatGPT as a coach to improve their ability to lead a team, relying on the tool as an executive coach to boost their people leadership skills faster and more cost-effectively than was possible before.

These are merely the wheelbarrow-phase applications of generative AI applied to leadership. Now, let's imagine the potential for '18-wheeler' level impact. Given the pace of AI development, it's plausible that this kind of 100x or 1000x impact on leadership could be realized in mere decades, or possibly even years:

Imagine a project manager using AI to manage hundreds of geographically distributed teams across the globe, all working on life-saving interventions like installing mosquito nets or sanitation systems. If an AI assistant could automatically communicate with teams by monitoring their communications, asking for updates, and creating risk-alleviating recommendations for a human to review, a project manager could focus on solving only the most complex problems, instead of 'herding cats.'

Consider a product manager who could ingest data on product usage and customer feedback. The AI could not only assist with administrative work like drafting user stories, but also identify the highest-value problems to solve for customers, brainstorm technical solutions leading to breakthrough features, create low-fidelity digital prototypes for user testing, and even actively participate in a sprint retrospective with ideas on how to improve team velocity.

Envision a people leader who could help their teams set up their own personal AI coaches. These AI coaches could observe team members and provide them with direct, unbiased feedback on their performance in real time. If all performance data were anonymized and aggregated, a company could identify strategies for improving the enterprise’s management systems and match every person people to the projects and tasks they can thrive, and are best suited for, and actually enjoy.

Nobody has invented this future, yet. But the potential is there. What if we could increase the return on investment in leadership not by 2x or 5x, but by 50x or 100x? What if the quality of leadership, across all sectors, was 50 to 100 times better than it is today?

We should be dreaming big. It's uncertain whether generative AI will be as impactful as the wheel, but imagining the possibilities is the first step towards making them a reality.

Generative AI holds the potential to revolutionize not only computer programming but also leadership. Such a revolutionary improvement in leadership could lead to a drastically improved world.

When it comes to the impact of Generative AI on leadership, the sky's the limit. Let's dream BIG.

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