Towards Crafting Beer with Artificial Intelligence

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Towards Crafting Beer with Artificial Intelligence

July 1, 2025
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Beer was discovered accidentally as a result of grains being left in water and undergoing fermentation. The process of making beer involves converting the starches in grains (such as barley or wheat) into sugars, which are then fermented by yeast to produce alcohol.  It was often consumed as a safer alternative to water, which could be contaminated with disease-causing pathogens. 

Beer was also used in religious ceremonies and was considered a valuable commodity for trade.  Over time, beer-making techniques spread throughout the world, and different regions developed their own unique styles of beer; now supported by artificial intelligence algorithms that analyze chemical compounds to identify specific flavor and aroma profiles for more nuanced flavors.

Towards Crafting Beer with Artificial Intelligence

Marc Bravin, et al

Lucerne University of Applied Sciences and Arts, Rotkreuz, Switzerland

 

Abstract:  The art of brewing beer has a long tradition that dates back to the very dawn of civilization. While the brewing process has been automated to a great extent, the creation of new beer recipes remains the result of creativity and human expertise with only minor support from software to validate chemical constraints. We collected a dataset of 157,000 publicly available recipes from all over the world and created a transformer-based model to support the creative process in brewing by suggesting new beer recipe templates. As a proof of concept, we crafted the IPA “Deeper” along a recipe generated by our model. Over 100 international newspapers and radio stations have reported on the first AI-crafted beer from Switzerland over the past few months. For the first time, this paper reveals the underlying pipeline architecture of eight transformer networks trained end-to-end that made this remarkable success possible.

CLICK HERE for complete paper

There are several international organizations and agreements that set standards for beer production and labeling:

Food Safety Management

Codex Alimentarius

Teen Trades Work-Study

July 1, 2025
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DYI Buttermilk & The Perfect Pancake

July 1, 2025
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Understanding the Guns-and-Butter Curve & How It Works

“The Butter Churn” 1897 Ralph Hedley

Buttermilk is a tangy, dairy-based liquid often used in cooking and baking. It’s traditionally a byproduct of churning butter, but modern buttermilk is typically made by adding lactic acid bacteria to low-fat milk. This bacterial fermentation imparts its characteristic sour flavor and thickens the milk.

Buttermilk provides a pleasant acidity and moisture to recipes, especially in pancakes, biscuits, and marinades. It also aids in leavening, making baked goods rise. Additionally, buttermilk can be enjoyed as a refreshing drink on its own or blended with other ingredients for beverages and dressings, lending a delightful, tart quality.

School Lunch Milk

There is no single international standard for buttermilk, as its composition and characteristics can vary from one region to another.


Related:

“Buttergate”

Milk

ISO standards help ensure the quality, safety, and consistency of these products in international trade. Some ISO standards related to milk and dairy products include:

  1. ISO 7886-1:2005 – Milk and milk products — Determination of the protein content — Part 1: Test at 0.020 specific density (Reference method)
  2. ISO 1053:2006 – Milk — Enumeration of somatic cells
  3. ISO 21415-1:2006 – Milk — Enumeration of psychrotrophic microorganisms — Part 1: Colony-count technique at 6.5 degrees C
  4. ISO 11816-1:2013 – Milk — Determination of milkfat, protein, and lactose content — Part 1: Guidance on the operation of mid-infrared instruments

These standards cover various aspects of milk quality, testing methods, and safety parameters. Dairy products, including milk, undergo strict quality control and testing to ensure they meet the required standards for international trade and consumer safety.

The “Perfect Pancake” & DYI Buttermilk

Kitchens 100

Kitchens 200

Kitchens 300

Blueberry Cobbler

July 1, 2025
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Seawolf Grounds

July 1, 2025
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University of Alaska System Financial Reports 2024: $1.490B (p. 4)

Facilities & Campus Services


 

“This Cowboy Song” Polish National Radio Symphony Orchestra

July 1, 2025
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Coconut Cold Brew

July 1, 2025
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Standards North Carolina

2023 Financial Report & Audit | $1.092B 

Master Plan: Vision 2030

The United States Food and Drug Administration and the National Coffee Association recommended standard temperature for safe hot coffee is around 160°F to 165°F (71°C to 74°C). This temperature range is considered hot enough to be enjoyable while minimizing the risk of scalding or burning.

These agencies do not have specific regulations or guidelines solely dedicated to cold brew coffee.  However, there are general principles and best practices for handling and storing perishable food products that can be applied to cold brew coffee to ensure safety.*

Cold brew coffee typically requires more time to prepare than traditional hot brew coffee. While hot brew coffee can be made in just a few minutes, cold brew coffee is made by steeping coffee grounds in cold water for an extended period of time, usually between 12 to 24 hours.

The longer steeping time allows the coffee to extract more slowly and results in a smoother, less acidic coffee concentrate. After steeping, the coffee grounds are usually filtered out and the resulting concentrate can be diluted with water, milk, or other liquids and served over ice.

While cold brew coffee does require more time to prepare, many coffee drinkers prefer its smoother, less bitter taste and lower acidity compared to hot brewed coffee. Additionally, the longer shelf life of cold brew coffee concentrate makes it a popular choice for those who like to prepare coffee in advance and have it ready to drink throughout the day.

https://youtu.be/p9_zQUVbwn0?si=JsBMJLZyq4S0aF7t two guys talkingme talking icon coffee

The Sacred Myths of Liberalism | Eric Kaufman (University of Buckingham)

Elon University Facilities Management

Coffee

We cover the technical standards applicable to small to medium sized coffee preparation installations in a cross-cutting way during our Kitchens 200 colloquium.

Relevant IEEE Research:

COVID-19 pandemic affected on coffee beverage decision and consumers’ behavior

Quality-Anomaly Identification in Liquid-Coffee Vending Machines Through Electrical Current Waveforms and Olfactory Data

Using Digital Marketing to Enhance Sustainability in The Coffee Business


* These recommendations are based on general food safety practices:

Water quality: Start with clean, potable water to brew your cold brew coffee. Make sure the water source is safe and free from contaminants.

Brewing process: Follow good manufacturing practices and ensure that your brewing equipment and utensils are clean and sanitized. Cold brew coffee is typically brewed using room temperature or cold water over an extended period. Ensure that the brewing container is properly sealed and protected from any potential sources of contamination.

Filtration: After the brewing process, filter the cold brew coffee to remove any sediment or particles. This can be done using a fine-mesh sieve or a dedicated filtration system.

Storage: Store the cold brew coffee in a clean, airtight container in the refrigerator. This helps to inhibit the growth of bacteria and maintain the quality of the coffee. Cold brew coffee can typically be stored for a few days to a couple of weeks, depending on the specific recipe and preparation method.

Temperature control: Keep the cold brew coffee refrigerated at a temperature below 41°F (5°C) to prevent the growth of harmful bacteria.

Serve safely: When serving cold brew coffee, use clean and sanitized utensils, containers, and dispensing equipment to avoid cross-contamination. If you add any additional ingredients like milk or sweeteners, ensure that they are stored properly and do not exceed their recommended storage times.

English Viticulture and Oenology

July 1, 2025
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