How many companies declined in earnings percentage-wise?

 title: 'Buffett's 2025 Letter to Shareholders (Full Text)'

53% of the 189 operating companies in which Berkshire Hathaway holds shares reported a decline in earnings, which equates to 100 companies experiencing a decline in earnings percentage-wise according to the information provided in the source[1].

[1] coinlive.com

What is Quantisation in ML?

Quantization in Machine Learning[1] (ML) is the process of reducing the precision of data to smaller formats, such as converting from floating point 32 bits[1] to integer 8 bits. This process aims to reduce memory space and computational complexity in neural networks, making them faster and requiring less storage space. It involves techniques such as range mapping, calibration, and post-training quantization. The goal is to maintain accuracy within 1% of the original accuracy while achieving a speedup of at least 2X[1] during calculations. Quantization affects deep learning networks[2] by reducing memory and power consumption[2], and the process is aimed at achieving acceptable accuracy while deploying the quantized network to embedded devices. Additionally, there are different approaches for quantizing a model, such as dynamic and static quantization, as well as quantization-aware training. It is crucial for maintaining accuracy and improving the performance of ML models, especially for deployment on edge devices with strict power and compute requirements[6].


How did "T5" transform natural language understanding?


What is biodiversity?

Biodiversity refers to the variety of all life on Earth, including animals, plants, fungi, and microorganisms like bacteria. It encompasses not only the different species present in an ecosystem but also the genetic diversity within those species and the various ecosystems themselves. Biodiversity is crucial for human survival, as it provides essential services such as clean air, fresh water, food, and medicines. It also plays a vital role in maintaining environmental health by regulating climate, cleaning air, and limiting temperature rises[1][2][4].

Species richness, a common measure of biodiversity, is the count of different species in a specific area. For instance, the Amazon rainforest is extremely species-rich, hosting tens of thousands of species, while more arid regions, like the Sahara Desert, have significantly fewer species[3][4]. However, biodiversity is currently under threat from various human activities such as habitat destruction, pollution, and climate change, resulting in dramatic declines and putting many species at risk of extinction[2][3][4].

Follow Up Recommendations

What are some video games that were surprisingly difficult to make?

Some video games that were surprisingly difficult to make include:

  1. BioShock and BioShock Infinite: Issues with elevators and AI arose during development.

  2. The Walking Dead: Saints & Sinners: Challenges with VR door interactions.

  3. Guacamelee: Developer difficulties with stairs and movement realism.

  4. Haven: Complexities in animating characters' interactions like touching and hugging.

  5. Subnautica: Complications in character movement with speed modifiers.

  6. Mass Effect Series: Choice impact tracking led to rare but critical bugs.

  7. The Elder Scrolls Online: Player impact on the world causing friends to disappear.

  8. Control: Complexities in gunplay design affecting multiple gameplay layers.

These games faced unexpected challenges in various aspects of development, from AI functionality to narrative complexities.

[1] ign.com
Follow Up Recommendations

Urban Algae Farms and Their Potential to Address Protein Shortages

Introduction and Context

As urban populations continue to rise and the availability of arable land decreases, innovative methods to produce food locally are becoming increasingly important. Urban algae farms are emerging as a promising solution for protein shortages. Studies and projects have highlighted the need for resilient and sustainable agri-food platforms that can operate on limited land. For example, a project described by ETH Zurich emphasizes the development of an urban microalgae‐based protein production system, specifically aimed at meeting food security needs in land‐scarce cities by using microalgae as a viable and sustainable protein source[1]. This approach is based on the recognition that urban areas demand novel systems to produce protein without competing for the limited land available for conventional agriculture.

Nutritional and Environmental Benefits

One of the key advantages of urban algae farming is the high nutritional value of algae-derived proteins. Research presented by the National Institutes of Health (NIH) underscores that microalgae offer a well-balanced amino acid profile, together with essential vitamins and polyunsaturated fatty acids, making them a high-quality protein source. Moreover, algae cultivation requires minimal land and resource inputs compared to traditional animal-based proteins or even commonly used plant proteins like soy[3]. This low resource demand is echoed by studies in the European literature, which report that algae protein production needs only a fraction of the land required for the production of meat, poultry, or even many plant-based alternatives[4]. In addition, an article from Anthropocene Magazine indicates that algae farming, when optimized, could generate protein yields that surpass the estimated total planetary protein demand for 2050, all while reducing freshwater and land pressures[2]. Such attributes make urban algae farms a highly attractive proposition for sustainable food production in modern cities.

Technological Innovations and Market Developments

Recent technological advancements have greatly contributed to the feasibility and appeal of urban algae farms. Innovations in cultivation methods—ranging from controlled indoor photobioreactors to novel extraction methods tailored for high yield and consistency—have helped improve the supply-chain eco-efficiency of algae-based products. For instance, various studies have experimented with methods of cultivating microalgae at scale while maintaining the delicate balance between rapid growth and stress-free production, which is essential for preserving the nutritional quality of the protein[3][4].

On the market side, innovative companies are capitalizing on algae’s potential to create products that cater not only to protein supplementation but also to food ingredients in meat alternatives and dairy substitutes. EU4Algae, an initiative supported by European stakeholders, has highlighted breakthroughs such as the development of protein-rich, chlorophyll-free Chlorella ingredients with neutral flavor profiles that can seamlessly integrate into a range of food products. In one example, a Danish company has introduced a white Chlorella ingredient that overcomes the previous limitations of strong flavors and dominant chlorophyll content, thereby broadening the scope for its application in analogues, baked goods, and dairy alternatives[5]. Such innovations underscore the versatility of algae-derived proteins and pave the way for their integration into urban food production systems.

Potential Impact on Urban Protein Supply

Integrating algae production into urban food systems could radically transform local protein supply chains. Urban algae farms offer the potential to produce protein locally, reducing reliance on long supply chains and lowering the environmental footprint associated with transporting food. Because microalgae can grow rapidly and under controlled conditions in compact spaces, they can be scaled to serve urban communities, providing consistent high-quality protein even in areas where traditional farming is not possible[1][4].

Moreover, given the pressing challenges of climate change and resource scarcity, the ability of algae to produce protein with very low water consumption and minimal fertilizer needs is especially pertinent. The ecological benefits of using microalgae are further amplified by their potential role in carbon sequestration during photosynthesis, thereby contributing to urban sustainability goals. These factors collectively position urban algae farms as an integral part of future food security strategies, particularly in densely populated, land-constrained cities.

Challenges and Future Outlook

Despite the promising potential, several challenges remain in making urban algae farms a widespread solution for protein shortages. Scaling production while ensuring product consistency, meeting regulatory standards, and overcoming consumer skepticism regarding algae-based food products are key issues that need further attention. Studies have noted that technical hurdles such as optimizing extraction and processing methods, as well as maintaining the nutritional integrity of algae protein during industrial-scale production, require ongoing research and development[3][4].

Furthermore, while technological innovations are rapidly emerging, the economic feasibility and cost effectiveness of widespread urban implementation are still under evaluation. However, the growing investments in research and the support from initiatives like those coordinated by EU4Algae suggest that these challenges are being actively addressed. With continuous improvements in cultivating and processing methods and increasing consumer acceptance driven by environmental concerns, urban algae farms appear to be a strong candidate for supplementing protein supplies in the future[5].

In conclusion, urban algae farms are not a panacea for all protein shortages, but they represent a significant and sustainable component of a broader food security strategy. They offer a viable alternative that combines high nutritional value with an environmentally friendly production process, potentially easing the strain on conventional agriculture in urban settings. As more research, innovation, and investment are directed towards overcoming the current challenges, the integration of algae-based protein production could become a critical element in addressing future protein demands.

Follow Up Recommendations

The History and Evolution of the Cordouan Lighthouse

Early History and Construction

The lighthouse of Cordouan has a rich and lengthy history, with evidence suggesting multiple iterations of the structure[213]. Tradition holds that the initial tower was erected by Louis the Débonnair, but firm documentation to support this claim is lacking[213]. A more credible account suggests construction in the 13th century, prompted by merchants from Cordova and other foreign traders involved in the Bordeaux wine trade[213]. This connection to the city of Cordova is proposed as a possible origin for the name 'Cordouan'[213].

The second lighthouse, built during the 14th century (1362-70) under the direction of Edward the Black Prince, stood at 48 feet in height[214]. This structure incorporated a platform with a wood-burning fire maintained by a hermit, who received tolls from passing vessels[214]. At this time, the rock upon which the lighthouse stood may still have been connected to the Médoc coast[214]. This tower also included a chapel dedicated to the Virgin Mary and several houses, forming a small village[214].

The de Foix Lighthouse

The existing lighthouse was constructed beginning in 1584 by Louis de Foix, a Parisian architect, and completed in 1600 by his son[215]. This structure was built beside, not upon, the ruins of its predecessor[215]. The new design included a circular platform and a tower divided into four stories, excluding the lantern[215]. The ground floor consisted of a quadrangular vestibule with recesses used as magazines[215]. The first story, known as the King's Chamber, was a richly decorated saloon[215]. The second story housed a circular chapel illuminated by two rows of windows[215]. The exterior of the chapel was ornamented with dormer-windows, with the structure topped by a circular pavilion and an open balustrade[215]. At the time of its construction, the lighthouse was on an island, but that island has since disappeared due to the action of the sea[215].

Modifications and the Teulère Era

Over time, the upper portions of the lighthouse required significant repair[216]. In 1727, during the reign of Louis XV, an iron structure replaced the original stone lantern, which had been damaged by fire, but this did not raise the lamp high enough[216]. It wasn't until Teulère's intervention, that the height of the lighthouse was increased by 65 feet[216]. These improvements, completed in 1790, significantly enhanced the lighthouse's utility[216].

Modernization and Current Status

Today, the lighthouse stands at a height of 190 feet above the high-water level[216]. Though these changes have improved the lighthouse's function, some argue it has come at the cost of its artistic merit, with the modern additions lacking the charm of the original Renaissance design[216]. Recent restorations include replacing damaged stones and sculptures. In 1854, a revolving white and red light, with a range of twenty-seven miles, was installed[221]. The lighthouse has seen the implementation of advanced technologies, including experiments by Fresnel with the lenticular system[222]. The lighthouse has also seen oil lamps replace coal fires[222].

Tributes to Cordouan

The lighthouse has garnered high praise. As one writer observed[223]: The lighthouse is more deserving of our admiration than trophies, and is "a defiance flung by the genius of man in the teeth of the spirit of the storm"[243].


What are the best e-readers in 2024?

Amazon Kindle Paperwhite (2024)

A waterproof e-reader with a 6.8-inch 300ppi display, adjustable warm light, and long battery life, making it ideal for reading in various settings[3][10].


Amazon Kindle (2022)
Amazon Kindle (2022)

The most affordable Kindle with a 6-inch, 300ppi display, USB-C charging, and sufficient storage for casual readers[3][10].

£84.99

Kobo Libra Colour
Kobo Libra Colour

A color e-reader featuring a 7-inch display with physical buttons, stylus support, and waterproofing, making it great for graphic content and straightforward note-taking[4][7][11].

$220.00

Kobo Clara Colour
Kobo Clara Colour

A 6-inch e-reader that offers a muted color display, Bluetooth audio support, and excellent portability for reading on the go[5][10].

$150.00

Amazon Kindle Scribe
Amazon Kindle Scribe

A large 10.2-inch e-reader designed for reading and note-taking with a stylus; it features a 300ppi screen and cloud syncing capabilities[4][10].

£239.99

Kobo Elipsa 2E
Kobo Elipsa 2E

A 10.3-inch e-reader tailored for note-taking, including a stylus, with features like handwriting-to-text conversion and a variety of file format support[3][10].

$399.99

Amazon Kindle Kids Edition (2022)

A child-friendly version of the Kindle with a protective case, a two-year warranty, and access to a year of Amazon Kids+ content[9][10].


Onyx Boox Palma

A pocket-sized e-reader that resembles a smartphone, running Android 11 and allowing for broader app usage alongside e-book reading[6][10].


Nook GlowLight 4
Nook GlowLight 4

A compact e-reader with a 7.8-inch screen, physical page-turn buttons, and waterproofing, ideal for reading in various environments[7][11].


Kindle Paperwhite Signature Edition
Kindle Paperwhite Signature Edition

This upgraded version features wireless charging, an automatic light adjustment option, and 32GB of storage for audiobook lovers[9][10].


reMarkable 2

A thin writing tablet that excels in note-taking and offers a distraction-free reading environment, although it lacks a bookstore[6][10].


Kobo Clara BW
Kobo Clara BW

Equipped with a 6-inch display, this model stands out for its adjustable brightness, recycled materials, and reliable library integration through OverDrive[6][10].

£119.99

Onyx Boox Note Air 3 C

A color e-reader with a stylus, it runs Android and provides excellent performance for reading and note-taking, particularly for graphic novels and illustrations[9][11].


 Amazon Kindle Oasis
Amazon Kindle Oasis

A premium e-reader with a larger, flush 7-inch screen and physical buttons, ideal for those who prefer a luxurious reading experience in various lighting conditions[7][9].


Boox Tab Mini C

A versatile e-reader that supports multiple file formats, offering a colorful display for enriched reading experiences, suited for annotating documents[6][11].


 A black Kobo Sage on a blue and white background.
Kobo Sage

Designed with manga and graphic novel readers in mind, it features a large screen, supports a wide range of file formats, and is user-friendly for library borrowing[6][11].


Barnes & Noble Nook GlowLight 4 Plus
Barnes & Noble Nook GlowLight 4 Plus

A solid e-reader with a 300ppi display and waterproof design that suits users already invested in the Nook ecosystem[6][11].

$200.00

Amazon Kindle Color

The first color e-reader from Amazon, offering a new reading experience for graphic novels and colored illustrations while retaining e-book conveniences[6][10].


Kobo Nia

A budget-friendly reader with OverDrive support for library books and an easy-to-use interface, making it a great option for entry-level users[9][11].


Pocketbook Era

A high-performance e-reader supporting numerous file formats, it’s great for serious readers who require a versatile device for various reading materials[6][11].


Kobo Libra H2O

An older yet still relevant model, it features waterproofing and a comfortable design, appealing to users looking for a reliable reading experience[9][11].



Challenges in online search:

User's information needs have literally exploded; they're inundated with information.
Sundar Pichai[1]
If the user's not satisfied, they're not going to come back to Google anymore; correct?
Mr. Dahlquist[5]
Today there are over 5 billion people with phones connected all over the world.
Sundar Pichai[1]
An effect on search quality is substantial when a change, whether positive or negative, would be sufficiently large.
Professor Oard[4]
The challenges of delivering localized information matter significantly.
Benedict Gomes[2]

Designing an Efficient Home Workspace

2021 Flying Cloud 30 Office Seattle Mist Office Propped WEB
title: '2021 Flying Cloud 30 Office Seattle Mist Office Propped WEB' and caption: 'a desk with a computer and a chair'

Creating a productive workspace at home involves thoughtful consideration of design elements, ergonomics, personal touches, and organization. By implementing strategies from various sources, you can transform your home office into a conducive environment for work.

Choosing the Right Space

'a laptop on a desk'
title: 'aw bkg single home 2x' and caption: 'a laptop on a desk'

The foundation of a productive home office begins with selecting the right location. Ideally, your workspace should be in a quiet area that allows for privacy and minimal distractions. A room that offers natural light can boost your mood and productivity significantly; such lighting is linked to better psychological well-being and a reduction in symptoms of stress and fatigue[1][7]. If the space lacks sufficient natural light, additional lighting options like LED desk lamps can alleviate eye strain[9].

Ergonomics: A Key Consideration

A woman watching a video conference from her monitor
title: 'A woman watching a video conference from her monitor' and caption: 'a woman sitting at a desk looking at a computer screen'

Prioritizing ergonomics in your workspace design is crucial for both comfort and productivity. An adjustable chair with lumbar support can reduce the risk of back pain, and a desk at the right height ensures that your arms remain parallel to the floor while typing[8][9]. Consider using a standing desk to allow for a change in position throughout the day, which can improve focus and energy levels[3][10]. Accessories such as wrist rests and footrests further enhance comfort, encouraging healthier posture[11].

Keeping It Organized

A Macbook and Apple monitor with indoor plants on each side placed on top of a wooden desk
title: 'A Macbook and Apple monitor with indoor plants on each side placed on top of a wooden desk' and caption: 'a laptop on a desk'

A clutter-free desk is essential for maintaining focus. Invest in organizational tools like desk pads and drawer dividers to create distinct zones for your work related items. Regularly decluttering your space can prevent distractions, as a clean workspace is associated with improved mental clarity[4][8]. Using vertical storage solutions, such as floating shelves or wall organizers, can help maximize your space without sacrificing style and accessibility[3][4].

Additionally, managing cables and devices is vital to avoid visual clutter. Cable management trays can be attached to the underside of the desk to keep your wires hidden, contributing to a more streamlined look[11]. Consider consolidating devices with a docking station to reduce the number of required cables and improve your desk’s aesthetic.

Personalizing Your Workspace

Pulling a book from your massive bookshelf in your home office
title: 'Pulling a book from your massive bookshelf in your home office' and caption: 'a hand reaching for a book on a shelf'

Adding personal touches to your home office can enhance motivation and creativity. Display items that inspire you, such as artwork, family photos, or motivational quotes. These items can infuse personality into your workspace while providing emotional boosts during challenging tasks[7][8][10]. Incorporating greenery, like potted plants, also improves air quality and can enhance productivity[4][5]. Low-maintenance options like snake plants or succulents are great choices for fostering a calming atmosphere.

Light and Color Psychology

Woman making notes as part of her morning routine
title: 'Woman making notes as part of her morning routine' and caption: 'a person writing in a notebook next to a laptop and a cup of coffee'

The color scheme of your office plays a significant role in influencing your productivity and mood. Soft and neutral colors, accented by bold hues, can create a balanced environment that fosters both calmness and energy[9][11]. Consider utilizing colors known to enhance focus and creativity, such as blue and green, which are linked to improved mental function and relaxation[7][10].

Proper lighting is another critical aspect. Aim to use a combination of natural light and adjustable artificial lighting to create a well-lit environment that matches your tasks and enhances your mood. Dimmable lights can be adapted for different times of day to support a productive work atmosphere[7][9].

Technology and Tools

A short demo on how to make a call on Ooma's desktop app.
title: 'A short demo on how to make a call on Ooma's desktop app.' and caption: 'a screenshot of a phone call'

Equipping your workspace with the right technology can enhance efficiency. A reliable internet connection is fundamental, especially for remote work that involves video conferencing[8]. Invest in essential tools such as a good webcam and noise-canceling headphones to improve the quality of your virtual meetings[10][11]. Additionally, using productivity apps can help streamline tasks and manage projects effectively, allowing for better time management[8][9].

Establishing Boundaries and Routine

Creating boundaries between your professional and personal life when working from home is essential for maintaining productivity. Set clear work hours and establish a routine that includes regular breaks to help avoid burnout[6][9]. Make it a habit to step away from your workspace during breaks, which can refresh your mind and improve focus when you return to work.

Conclusion

Implementing the above strategies can significantly enhance your home workspace, allowing it to function as an effective environment for productivity. By selecting the right space, prioritizing ergonomics, organizing efficiently, personalizing your area, utilizing correct lighting and colors, and incorporating the right technology, you can create a workspace that not only supports your work but also enhances your overall well-being. With a few adjustments and thoughtful design choices, your home office can become a place where creativity and productivity thrive.