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Tonight at 9 p.m. Eastern, a new episode of the TV show Hacks will be available to stream on Max. At the heart of the show is an employer-employee relationship, which got culture writer JP Mangalindan thinking: Are there lessons here that could apply to real-world business? (Minor spoilers ahead if you’re not caught up.) Plus: A key slice of the workforce is disappearing Trump’s immigration crackdown, and AI slop can make it seem like humans are losing ground on the internet.

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As one of the most lauded comedies on TV today, Hacks offers a compelling look at the business of comedy, a competitive, volatile industry where a standup performance can mean the difference between widespread acclaim or fumbling toward obscurity.

The Max original series, now in its fourth season, explores the complex relationship between legendary comic Deborah Vance (Jean Smart) and struggling young writer Ava Daniels (Hannah Einbinder). The pair lift each other up in their best moments: Ava helps Deborah rediscover her comedic mojo and reach new heights of success, while Deborah becomes a mentor, a creative soulmate, true friend and occasional worst enemy in the process.

Wedged in between their wacky moments together are lessons that arguably apply to business in general. Like the concept of A/B testing—a comic’s material is rigorously tested and adjusted based on audience reactions. Jokes are fine-tuned, sometimes swapped out for “alts,” or alternatives, when the need arises.

For those of us not in comedy, here are other lessons I’ve taken from the show about being successful in business:

Team-building can be schmaltzy, but it works: Developing bonds with new colleagues, as Deborah learned with her writing team on a wild Las Vegas weekend this season, yielded better productivity and results. Employers and teams needn’t go to the lengths Deborah and Ava did to have the writers bond—recreational drugs and a strip club visit landed them in hot water with human resources, after all—but activities where colleagues can find commonalities will foster trust and creativity in the medium-to-long term.

Ava (Einbinder, in blue) and Deborah (Smart, wearing sunglasses) got into a bit of trouble over their Las Vegas writers’ retreat. Photographer: Kenny Laubbacher/Max

You have to cater to your audience: Whether the jokes are lobbed at the boozy audience of a Vegas casino or dropped at a star-studded comedy roast matters. When Deborah failed to shelve her ego and play to her audience for a stand-up gig aboard a lesbian cruise in Season 2, she bombed so thoroughly she was kicked off the boat. At a later stop on her standup tour, she struck a balance between taking jabs at others and finding humor in the absurdity of her own life, and she connected with people.

Bet on yourself: Instead of shopping her one-night-only comedy special to TV networks right off the bat in Season 2, Deborah took an entrepreneurial approach: She self-funded the special, booked the venue, hired a director and pitched physical and digital copies of the special to fans during a QVC appearance. Selling 50,000 copies shored up interest with networks and ignited a bidding war, showing that if one has a solid plan, exhibits self-confidence, and believes in their decisions and potential for success, the risk can pay off.

Their win can be yours too: When Deborah took that gamble with her special, her agent Jimmy (Paul W. Downs) came into conflict with a disapproving boss. Jimmy quit in his own Jerry Maguire moment, and his assistant, Kayla (Megan Stalter), pledged to come along, despite that disapproving boss being her dad. Deborah’s success gave Jimmy the boost he needed to successfully start his own business. He paid it forward, recognizing Kayla’s chops and making her a business partner at the end of Season 3.

Failure can be just the beginning: During her late-night show’s premiere, Deborah pointed out to viewers how difficult the comedy business can be. This, after all, wasn’t her first time on network TV. “I tried being a host in the 1970s. It didn’t work out, so this is my second act,” she said. “Second act is code for, ‘No one wanted to hire me for 40 years, but I refused to die until they gave me what I wanted.’”

Whether Deborah’s show succeeds or not—it’s too early to tell if booking a popular dance influencer will goose ratings, for one—Hacks suggests there’s a lesson often overlooked in our own quest for professional success and satisfaction, in which failure along the way is almost inevitable. With enough grit, there’s a second act for everyone.

In Brief

The Growing Risk of Worker Shortages

Illustration: Zhenya Oliinyk for Bloomberg Businessweek

All over America, companies and communities that have come to rely on newly arrived immigrants to make their business models work are in for a rude wake-up call: President Donald Trump is intent on shutting down that labor pipeline.

The migrant workforce that’s been behind the bulk of US job creation since 2020 is under threat from both directions: Trump is pushing to strip legal protections and accompanying work permits from hundreds of thousands of people already in the US at the same time his border crackdown has pretty much stopped new arrivals.

Add these groups together, and the risk grows that a key slice of the workforce that’s been filling essential positions and sustaining industries squeezed by a worker shortage will simply vanish. That’s enough to worry businesses across the economy, with construction, agriculture, meatpacking and food processing at an elevated risk. Immigration has helped keep a lid on wage pressures at a time of high US inflation, and the workforce would essentially have flatlined without it

Undocumented migrants, including those with temporary working permits, make up nearly 6% of the US workforce, researcher Daniel Costa says. Alicia A. Caldwell and Augusta Saraiva write about the cost of taking away those workers: What the US Would Lose If Trump Pushes Out Legal Immigrants

If It Feels Like Generative AI Is Taking Over ...

Photo illustration: 731; Photo: Getty Images (1)

Fil Menczer caught his first whiff of what he calls “social bots” in the early 2010s. He was mapping how information travels on Twitter when he stumbled onto a few clusters of accounts that looked a little suspicious. Some of them shared the same post thousands of times. Others reshared thousands of posts from each account. “These are not human,” he remembers thinking.

So began an extensive career in bot watching. As a distinguished professor of informatics at Indiana University at Bloomington, Menczer has studied the way bots proliferate, manipulate human beings and turn them against one another. In 2014 he was part of a team that developed the tool BotOrNot to help people spot fake accounts in the wild. He’s now regarded as one of the internet’s preeminent bot hunters.

If anyone is predisposed to notice the automatons among us, it’s Menczer. A few years ago, when a hypothesis known as the dead internet theory started kicking around, positing that nearly all conversations online had been replaced by artificial-intelligence-generated chatter, he wrote it off as bunk. Now, though, the generative AI boom, with its chatbot boyfriends and AI influencers, is inspiring Menczer to see the theory in a new light. He still doesn’t take the idea literally, but he is, as they say, beginning to take its underlying message seriously. “Am I worried?” he asks. “Yes, I’m very worried.”

Online today, social media feels weirder and search seems worse. Issie Lapowsky, a journalist who writes about the intersection of tech and national affairs, considers the problem: Maybe AI Slop Is Killing the Internet, After All

A Change in the Boardroom

50.2%
That’s the percentage of S&P 500 boardroom seats that are held by women and non-White men. It’s a historic shift reflecting decades of pressure to diversify the upper ranks of corporate leadership.

Banker Bonus Bummer

“This was finally going to be their year. Then the rug gets pulled out from underneath them.”
Alan Johnson
Managing director of Johnson Associates
The outlook for Wall Street bonuses in 2025 is grim, with an expected pullback in payouts due to economic turmoil caused by the US trade war and geopolitical tensions.

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