‘Peaky Blinders’ is back for its final season, and more weekend recs

Don’t know what to do this weekend? We’ve got you covered.

‘Peaky Blinders’ is back for its final season, and more weekend recs

Our recommendations for your weekend.

Photo: Netflix

We’re getting the weekend started early. Two of our favorite shows are back, and we’re digging a breakout hit vampire game that’s being called a “bullet heaven” and is only $3 on Steam.

Vampire Survivors is an unlikely hit

Indie developer Luca Galante’s Vampire Survivors is one of the most unlikely breakout hits of the year. The influential roguelike shoot-‘em-up has been called a “bullet heaven,”' in contrast to the bullet hell-style manic shooters in which you must dodge a near-endless stream of projectiles. In Vampire Survivors, the projectiles come from you as you maneuver away from small armies of enemies. The game shoots for you, while most of the fun comes from traversing custom maps and unlocking and upgrading unique characters. It’s hard to describe the appeal without trying the game yourself, but at just $3 on Steam, it’s well worth a try. The game was also added to Game Pass for PC last month.

‘The Umbrella Academy’ is overwhelming (in a good way)

The adaptation of My Chemical Romance frontman Gerard Way’s peculiar superhero graphic novel series returned this week for a third season. After season two’s time travel shenanigans, “The Umbrella Academy” has officially strayed into alternate universe territory, rife with some headache-inducing paradoxes: It’s all getting a bit overwhelming. Thankfully, the third season is grounded by some excellent performances, most notably by Elliot Page, who worked with writer Thomas Page McBee to incorporate his real-world transition into the fictional narrative.

The rise and fall of Axie Infinity

To many casual observers, Axie Infinity looks like a wondrous success story, one of the first play-to-earn games to successfully deploy all the blockchain bells and whistles of Web3 like NFTs, cryptocurrency and virtual land. But the lesser-known story of its downfall over the past six months is a much more important tale, and one told in precise detail by Rest of World’s Darren Loucaides in an excellent feature published this week. The piece, flush with interviews with the company’s founders, tells the story of how Axie Infinity developer Sky Mavis rose to fame as a poster child of the blockchain gaming movement, and the perils of a fledgling industry rife with hacks and scams and intertwined with an uncontrollable and volatile financial market.

The final season of ‘Peaky Blinders’ is here

The sixth and final season of Steven Knight’s historical crime drama “Peaky Blinders” is here, having aired in its entirety on the BBC and appeared on Netflix earlier this month. Like prior seasons, season six can seem at first glance like a too-quick six episodes, especially given the length of Netflix’s many other series. But “Peaky Blinders” packs extraordinary amounts of depth into each of those hours as it explores the machinations of Thomas Shelby and his once-scrappy and now terrifyingly powerful criminal organization. If you’ve never watched it, now is a good time to dive in before Knight’s planned feature film wraps the series for good.

A version of this story also appeared in today’s Entertainment newsletter; subscribe here.


Judge Zia Faruqui is trying to teach you crypto, one ‘SNL’ reference at a time

His decisions on major cryptocurrency cases have quoted "The Big Lebowski," "SNL," and "Dr. Strangelove." That’s because he wants you — yes, you — to read them.

The ways Zia Faruqui (right) has weighed on cases that have come before him can give lawyers clues as to what legal frameworks will pass muster.

Photo: Carolyn Van Houten/The Washington Post via Getty Images

“Cryptocurrency and related software analytics tools are ‘The wave of the future, Dude. One hundred percent electronic.’”

That’s not a quote from "The Big Lebowski" — at least, not directly. It’s a quote from a Washington, D.C., district court memorandum opinion on the role cryptocurrency analytics tools can play in government investigations. The author is Magistrate Judge Zia Faruqui.

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Veronica Irwin

Veronica Irwin (@vronirwin) is a San Francisco-based reporter at Protocol covering fintech. Previously she was at the San Francisco Examiner, covering tech from a hyper-local angle. Before that, her byline was featured in SF Weekly, The Nation, Techworker, Ms. Magazine and The Frisc.

The financial technology transformation is driving competition, creating consumer choice, and shaping the future of finance. Hear from seven fintech leaders who are reshaping the future of finance, and join the inaugural Financial Technology Association Fintech Summit to learn more.

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The Financial Technology Association (FTA) represents industry leaders shaping the future of finance. We champion the power of technology-centered financial services and advocate for the modernization of financial regulation to support inclusion and responsible innovation.

AWS CEO: The cloud isn’t just about technology

As AWS preps for its annual re:Invent conference, Adam Selipsky talks product strategy, support for hybrid environments, and the value of the cloud in uncertain economic times.

Photo: Noah Berger/Getty Images for Amazon Web Services

AWS is gearing up for re:Invent, its annual cloud computing conference where announcements this year are expected to focus on its end-to-end data strategy and delivering new industry-specific services.

It will be the second re:Invent with CEO Adam Selipsky as leader of the industry’s largest cloud provider after his return last year to AWS from data visualization company Tableau Software.

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Donna Goodison

Donna Goodison (@dgoodison) is Protocol's senior reporter focusing on enterprise infrastructure technology, from the 'Big 3' cloud computing providers to data centers. She previously covered the public cloud at CRN after 15 years as a business reporter for the Boston Herald. Based in Massachusetts, she also has worked as a Boston Globe freelancer, business reporter at the Boston Business Journal and real estate reporter at Banker & Tradesman after toiling at weekly newspapers.

Image: Protocol

We launched Protocol in February 2020 to cover the evolving power center of tech. It is with deep sadness that just under three years later, we are winding down the publication.

As of today, we will not publish any more stories. All of our newsletters, apart from our flagship, Source Code, will no longer be sent. Source Code will be published and sent for the next few weeks, but it will also close down in December.

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Bennett Richardson

Bennett Richardson ( @bennettrich) is the president of Protocol. Prior to joining Protocol in 2019, Bennett was executive director of global strategic partnerships at POLITICO, where he led strategic growth efforts including POLITICO's European expansion in Brussels and POLITICO's creative agency POLITICO Focus during his six years with the company. Prior to POLITICO, Bennett was co-founder and CMO of Hinge, the mobile dating company recently acquired by Match Group. Bennett began his career in digital and social brand marketing working with major brands across tech, energy, and health care at leading marketing and communications agencies including Edelman and GMMB. Bennett is originally from Portland, Maine, and received his bachelor's degree from Colgate University.


Why large enterprises struggle to find suitable platforms for MLops

As companies expand their use of AI beyond running just a few machine learning models, and as larger enterprises go from deploying hundreds of models to thousands and even millions of models, ML practitioners say that they have yet to find what they need from prepackaged MLops systems.

As companies expand their use of AI beyond running just a few machine learning models, ML practitioners say that they have yet to find what they need from prepackaged MLops systems.

Photo: artpartner-images via Getty Images

On any given day, Lily AI runs hundreds of machine learning models using computer vision and natural language processing that are customized for its retail and ecommerce clients to make website product recommendations, forecast demand, and plan merchandising. But this spring when the company was in the market for a machine learning operations platform to manage its expanding model roster, it wasn’t easy to find a suitable off-the-shelf system that could handle such a large number of models in deployment while also meeting other criteria.

Some MLops platforms are not well-suited for maintaining even more than 10 machine learning models when it comes to keeping track of data, navigating their user interfaces, or reporting capabilities, Matthew Nokleby, machine learning manager for Lily AI’s product intelligence team, told Protocol earlier this year. “The duct tape starts to show,” he said.

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Kate Kaye

Kate Kaye is an award-winning multimedia reporter digging deep and telling print, digital and audio stories. She covers AI and data for Protocol. Her reporting on AI and tech ethics issues has been published in OneZero, Fast Company, MIT Technology Review, CityLab, Ad Age and Digiday and heard on NPR. Kate is the creator of RedTailMedia.org and is the author of "Campaign '08: A Turning Point for Digital Media," a book about how the 2008 presidential campaigns used digital media and data.

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