AI-Engineered Vegan Alternatives to Animal-Based Food

7

October

2021

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Animal-based food is considered by many as a product that should be eliminated. There are several ethical dilemmas associated with the production of animal-based food, but there are also environmental reasons such as the high impact in terms of CO2 emissions and water consumption related to the production of meat, eggs, dairy products, etc. To tackle this problem, many have tried to replicate animal-based products using only vegan food. It is possible to find in the market vegan meat, vegan cheese, vegan milk, among others. However, most of these products fail to imitate their animal-based counterparts in many aspects, making vegan or vegetarian people their largest consumer groups.

What if we could create vegan food that replicates not only the flavour of animal-based food but also its texture, behaviour to different temperatures and smell? This may now be possible thanks to Artificial Intelligence (AI) and Machine Learning (ML). A Chilean unicorn company called NotCo has developed an AI (which they named Giuseppe) that is able to find components in animal food and then find the best combination of plants to imitate certain characteristics.

NotBurger made by NotCo.

Few plants are used to make most of the vegan food that aims to imitate animal-based food. There are hundreds of thousands of plants, all with different characteristics that could give a recipe what it needs to be even more similar to animal-based food. For example, they are able to recreate the flavour of blue cheese using cocoa beans, as Giuseppe identified that they share 73 flavour-related molecules. Or the fact that they use pineapple and cabbage to make milk. These are unusual vegetables to be used to replicate these animal-based products because it is unlikely for a human to make a connection between them. This is not the case for Giuseppe, which is more objective and data-driven than humans.

The impact of the company is such that it has raised over $100.000.000, including a big investment by Bezos Expedition, owned by Jeff Bezos. Their meat is sold in Burger King and Papa John’s in Chile and their products have reached several countries in America, including the United States, Mexico and Brazil. If eventually, after years of learning, Giuseppe is able to exactly replicate meat, dairy or eggs, why not give it a try?

PS: I have tried all of their products. Hamburgers are almost indistinguishable from real meat hamburgers, but I would say their milk still needs some adjustments.

References:

https://www.foodnavigator-usa.com/Article/2021/03/08/NotCo-granted-US-patent-for-AI-technology-rolls-out-to-new-US-retailers-The-momentum-is-just-unbelievable

https://notco.com/us/

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The future of transportation is autonomous. Do not doubt it, do not deny it, expect it.

26

September

2021

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The WHO (2021) estimates that every year, 1.3 million people die as a result of road traffic crashes. This is equivalent to 7,5% of the Netherlands’ population. What is more important about these figures is that according to the U.S. Department of Transportation, 94% to 96% of the traffic crashes in the U.S. are related to human error and could be prevented. Additionally, when analyzing the same figures from an economic point of view, the WHO (2021), also states that traffic crashes cost most countries 3% of their gross domestic product. Then, isn’t it the best solution to replace the source of accidents, namely, human drivers?

Currently, several companies are developing the technology to create cars that can drive all by themselves in most weather conditions, which is known as Level 4 Autonomy (with level 5 being the most autonomous, under all conditions). A company called Waymo is already well advanced in the development of self-driving taxis, already operating in Phoenix and San Francisco. Each car uses different tools to detect every moving and stationary object around it (such as LiDAR, 29 visual cameras, Radar, Inertial Measurement Unit, and other supplemental sensors), and by mapping their trajectories, they run several future scenarios to predict the most likely movement for each object. Then, it acts accordingly to the most likely trajectory to be followed by them. A representation of how the car identifies objects can be seen below:

Source: Waymo.

In 2019, Waymo released a study indicating all the accidents their cars were involved in during the 9.8 million kilometres travelled by then. There was a total of 18 accidents, of which none led to serious injuries. But the most interesting part is the common factor in the reason behind every accident: humans breaking traffic laws. Furthermore, 3 of the 18 incidents were related to pedestrians and in all three of them, the Waymo vehicle was stationary and pedestrians ran into the vehicle.

Using the information gathered so far until 2021 (many more kilometres have been travelled than the 9.8 million of 2019), the company is generating several virtual scenarios that allow feeding the software with an additional 24 billion miles of travel’s worth of information. Using Machine Learning, the software that controls vehicles is becoming more and more intelligent and will eventually be able to reduce even more the number of accidents. This process could be greatly accelerated if the cars were used in every city of every country.

There are many reasons for the future of transportations to be autonomous that we must sit for a moment and think of some implications: Deaths related to traffic could be severely decreased and countries would not need to spend so much money trying to prevent or mitigate the results. Disabled people could move without problems. Cars that are having a wasted value parked 95% of the time could be replaced by autonomous taxis. We could turn parking lots into green areas. Cars will eventually be able to communicate with each other, importantly decreasing traffic jams, and many more.

This technology will change the way we understand transportation in the medium term and will contribute to a better world.

If you want to learn more about this topic, I recommend the following video:

References:

https://www.who.int/news-room/fact-sheets/detail/road-traffic-injuries#:~:text=Approximately%201.3%20million%20people%20die,result%20of%20road%20traffic%20crashes.&text=Road%20traffic%20crashes%20cost%20most,of%20their%20gross%20domestic%20product.

https://waymo.com/

https://www.veritasium.com/videos/2021/7/23/why-you-should-want-driverless-cars-on-roads-now

https://crashstats.nhtsa.dot.gov/Api/Public/ViewPublication/812456

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