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TechCrunch+ roundup: Cell-cultured meat, alternative financing, avoiding tech debt

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You don’t need to be a scientist to understand the impacts of factory farming: if you’ve been near a North Carolina hog waste lagoon or driven past the enormous cattle feedlot in Coalinga, CA, the smell travels for miles.

In exchange for affordability and convenience, consumers, regulators and meat producers have learned to live with the many downsides of raising animals for food at scale: Greenhouse gases, water pollution, unsafe working conditions, and inhumane practices, just for starters.

But a United Nations report estimates that we’ll need to double global food production by 2050 to meet the needs of 10 billion people.

Rising demand for meat is driven in part by the rise of a global middle class. It turns out that the people who have the most buying power are also fans of cheeseburgers, and with consumption and population growth steadily increasing, one might even say meat is eating the world.


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In a deeply researched report for TechCrunch+, reporter Christine Hall examined the state of the cell-cultured meat industry and identified many of the startups innovating in the sector, along with the challenges they face when it comes to ramping up production and getting regulators and consumers on their side.

“It is still small-scale, and the most important thing we are doing that other companies should do is focus on the design, engineering and full-scale installations of vessels and the supporting systems to make a lot of it,” said Josh Tetrick, co-founder and CEO of Eat Just, which sells lab-grown chicken meat in Singapore.

Friederike Grosse-Holz, a director at impact investment firm Blue Horizon, said lab-grown meat is “a little like a moonshot,” but predicts that 11% of the seafood, meat, eggs and dairy consumed globally in 2035 will come from alternative sources.

“We are far from clear in knowing which technology will be the best,” she said. “So it is good there are so many players and a space for them.”

Thanks very much for reading,

Walter Thompson
Senior Editor, TechCrunch+
@yourprotagonist

Is cell-cultured meat ready for prime time?

Use alternative financing to fuel VC-level growth without diluting ownership

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Investors are hungry for startups to throw their money at, but VC funding isn’t always the right option at all times or for every startup.

Alternative financing options such as revenue financing or expense financing are often overshadowed by the VC model, but they can be just as, and sometimes more, useful for SaaS startups, writes Miguel Fernandez, CEO and co-founder of Capchase.

In an in-depth post, Fernandez explains alternative financing for startups, and how to tell which option is right for you.

Use alternative financing to fuel VC-level growth without diluting ownership

Startup accelerators’ definition of ‘value add’ is due for a refresh

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One of the most notable trends in tech that has emerged during the pandemic is the steady commoditization of capital.

As founders find themselves fielding ample investor interest, accelerators are changing how they invest, what they offer to their cohorts, and how they maximize value and attract top talent, reports Natasha Mascarenhas.

“As capital gets further commoditized, early-stage investors are going back to the drawing board to see what is truly — and excuse my language here — a value-add service.”

Startup accelerators’ definition of ‘value add’ is due for a refresh

Don’t trust averages: How to assess and strengthen the health of your business

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Startups grow fast, and when you’re building one, it can be easy to lose track of what’s working — and what’s not.

One way to track how well your business is doing is to look at the big-picture numbers, but Karen Peacock, CEO of Intercom, has a warning: averages can be dangerously misleading.

“If Jeff Bezos walks into a bar with 100 people, suddenly, on average, the net worth of each individual in that bar is over a billion dollars. Is that useful? Would that lead you to take the right actions? No — averages hide true insights.”

Peacock explains how founders can assess where their business’ strengths lie, and where they need to work harder, including how to gauge revenue health and using customer segmentation to find “leaks in the bucket.”

Don’t trust averages: How to assess and strengthen the health of your business

Here’s how startups can prevent tech debt from piling up

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Focusing on going to market, introducing new features and customizing your product to help land a major client are all proven tactics for driving growth.

But companies that go on building sprees without a clear product roadmap in hand usually end up with a ton of technical debt, writes Sowmyanarayan Raghunathan, VP of Engineering at Talentica Software.

To minimize tech debt, Raghunathan posits four rules for engineering teams:

  • Don’t let specific implementations continue for over three months
  • Do an architecture review of the product every 18-24 months
  • Upgrade to new open source versions two months after launch
  • Understand the product and identify NFRs in advance

Here’s how startups can prevent tech debt from piling up

With more data available than ever, are companies making smarter decisions?

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For many companies, data is their greatest asset and at the same time, their largest problem.

In a follow-up to a 2014 post about the rise of Big Data, enterprise reporter Ron Miller looks back at the intervening seven years and found that infrastructure, technology and data analysis tools “have all improved dramatically, but it’s by no means a problem solved.”

With more data available than ever, are companies making smarter decisions?

3 views on CES 2022

An attendee wears a face mask while taking a selfie in front of the Welcome To Fabulous Las Vegas sign on the show floor during the Consumer Electronics Show (CES) on January 6, 2022 in Las Vegas, Nevada. - The CES tech show threw open its doors Wednesday in Las Vegas despite surging Covid-19 cases in the United States, as one of the world's largest trade fairs tried to get back to business. Despite some obvious gaps on the showfloor -- after high-profile companies like Amazon and Google cancelled over climbing virus risk -- crowds of badge-wearing tech entrepreneurs, reporters and aficionados poured through venues. (Photo by Patrick T. FALLON / AFP) (Photo by PATRICK T. FALLON/AFP via Getty Images)
Image Credits: PATRICK T. FALLON (opens in a new window) / Getty Images

If an event only attracts 25% of its usual crowd, for whom is it essential?

After covering CES 2022 from multiple angles for several years, TechCrunch Transportation Editor Kirsten Korosec, Hardware Editor Brian Heater and reporter Haje Jan Kamps shared their thoughts on how the pandemic has changed the event, and what this means for hardware companies:

  • Kristin Korosec: CES hasn’t lost its automotive luster
  • Brian Heater: Hardware startups should reconsider their media strategies
  • Haje Jan Kamps: I missed it sorely this year

3 views on CES 2022

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The official launch comes almost a year after YouTube began experimenting with AI-generated quizzes on its mobile app. 

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The keynote kicks off at 10 a.m. PT on Tuesday and will offer glimpses into the latest versions of Android, Wear OS and Android TV.

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Here are quick hits of the biggest news from the keynote as they are announced.

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Google Play has a new discovery feature for apps, new ways to acquire users, updates to Play Points, and other enhancements to developer-facing tools.

Google Play preps a new full-screen app discovery feature and adds more developer tools

Soon, Android users will be able to drag and drop AI-generated images directly into their Gmail, Google Messages and other apps.

Gemini on Android becomes more capable and works with Gmail, Messages, YouTube and more

Veo can capture different visual and cinematic styles, including shots of landscapes and timelapses, and make edits and adjustments to already-generated footage.

Google gets serious about AI-generated video at Google I/O 2024

In addition to the body of the emails themselves, the feature will also be able to analyze attachments, like PDFs.

Gemini comes to Gmail to summarize, draft emails, and more

The summaries are created based on Gemini’s analysis of insights from Google Maps’ community of more than 300 million contributors.

Google is bringing Gemini capabilities to Google Maps Platform

Google says that over 100,000 developers already tried the service.

Project IDX, Google’s next-gen IDE, is now in open beta

The system effectively listens for “conversation patterns commonly associated with scams” in-real time. 

Google will use Gemini to detect scams during calls

The standard Gemma models were only available in 2 billion and 7 billion parameter versions, making this quite a step up.

Google announces Gemma 2, a 27B-parameter version of its open model, launching in June

This is a great example of a company using generative AI to open its software to more users.

Google TalkBack will use Gemini to describe images for blind people

Firebase Genkit is an open source framework that enables developers to quickly build AI into new and existing applications.

Google launches Firebase Genkit, a new open source framework for building AI-powered apps

This will enable developers to use the on-device model to power their own AI features.

Google is building its Gemini Nano AI model into Chrome on the desktop

Google’s Circle to Search feature will now be able to solve more complex problems across psychics and math word problems. 

Circle to Search is now a better homework helper

People can now search using a video they upload combined with a text query to get an AI overview of the answers they need.

Google experiments with using video to search, thanks to Gemini AI

A search results page based on generative AI as its ranking mechanism will have wide-reaching consequences for online publishers.

Google will soon start using GenAI to organize some search results pages

Google has built a custom Gemini model for search to combine real-time information, Google’s ranking, long context and multimodal features.

Google is adding more AI to its search results

At its Google I/O developer conference, Google on Tuesday announced the next generation of its Tensor Processing Units (TPU) AI chips.

Google’s next-gen TPUs promise a 4.7x performance boost

Google is upgrading Gemini, its AI-powered chatbot, with features aimed at making the experience more ambient and contextually useful.

Google reveals plans for upgrading AI in the real world through Gemini Live at Google I/O 2024

Veo can generate few-seconds-long 1080p video clips given a text prompt.

Google’s image-generating AI gets an upgrade

At Google I/O, Google announced upgrades to Gemini 1.5 Pro, including a bigger context window. .

Google’s generative AI can now analyze hours of video

The AI upgrade will make finding the right content more intuitive and less of a manual search process.

Google Photos introduces an AI search feature, Ask Photos

Apple released new data about anti-fraud measures related to its operation of the iOS App Store on Tuesday morning, trumpeting a claim that it stopped over $7 billion in “potentially…

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Online travel agency Expedia is testing an AI assistant that bolsters features like search, itinerary building, trip planning, and real-time travel updates.

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