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New Azure Cosmos DB Features to Boost Performance and Optimize Cost

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Microsoft has recently unveiled several new features for Azure Cosmos DB to enhance cost efficiency, boost performance, and increase elasticity. These features are burst capacity, hierarchical partition keys, serverless container storage of 1 TB, and priority-based execution.

Azure Cosmos DB is Microsoft’s globally distributed, multi-model database service that offers low-latency, scalable storage and querying of diverse data types. The burst capacity feature for the service was announced at the recent annual Build conference and is generally available (GA) to allow users to take advantage of your database or container’s idle throughput capacity to handle traffic spikes.  In addition, the company also announced the GA of hierarchical partition keys, also known as sub-partitioning for Azure Cosmos DB for NoSQL, and the expansion of the storage capacity of serverless containers to 1 TB (previously, the limit was 50 GB).

Beyond Build, the company also introduced the public preview of priority-based execution, a capability that allows users to specify the priority for the request sent to Azure Cosmos DB. When the number of requests exceeds the configured Request Units per second (RU/s) in Azure Cosmos DB, low-priority requests are throttled to prioritize the execution of high-priority requests, as determined by the user-defined priority.

Richa Gaur, a Product Manager at Microsoft, explains in a blog post:

This capability allows a user to perform more important tasks while delaying less important tasks when there are a higher number of requests than what a container with configured RU/s can handle at a given time. Less important tasks will be continuously retried by any client using an SDK based on the retry policy configured.

Using Mircosoft.Azure.Cosmos.PartitionKey; 
Using Mircosoft.Azure.Cosmos.PriorityLevel; 

//update products catalog  
RequestOptions catalogRequestOptions = new ItemRequestOptionsPriorityLevel = PriorityLevel.Low; 

PartitionKey pk = new PartitionKey(“productId1”); 
ItemResponse<Product> catalogResponse = await this.container.CreateItemAsync<Product>(product1, pk, requestOptions); 

//Display product information to user 
RequestOptions getProductRequestOptions = new ItemRequestOptionsPriorityLevel = PriorityLevel.High; 

string id = “productId2”; 
PartitionKey pk = new PartitionKey(id); 

ItemResponse<Product> productResponse = await this.container.ReadItemAsync< Product>(id, pk, getProductRequestOptions); 

Similarly, users can maintain performance for short, temporary bursts, as requests that otherwise would have been rate-limited (429) can now be served by burst capacity when available. In a deep dive Cosmos DB blog post, the authors explain:

With burst capacity, each physical partition can accumulate up to 5 minutes of idle capacity. This capacity can be consumed at a rate of up to 3000 RU/s. Burst capacity applies to databases and containers that use manual or autoscale throughput and have less than 3000 RU/s provisioned per physical partition.

Source: https://devblogs.microsoft.com/cosmosdb/deep-dive-new-elasticity-features/

Next to optimizing performance, the hierarchical partition keys help in elasticity for Cosmos DB. The feature can help in scenarios where users leverage synthetic partition keys or logical partition keys that can exceed 20 GB of data. They can use up to three keys with hierarchical partition keys to further sub-partition their data, enabling more optimal data distribution and a larger scale. Behind the scenes, Azure Cosmos DB will automatically distribute their data among physical partitions such that a logical partition prefix can exceed the limit of 20GB of storage.

Leonard Lobel, a Microsoft Data Platform MVP, outlines the benefit of hierarchical keys in an IoT scenario in a blog post:

You could define a hierarchical partition key based on device ID and month. Then, devices that accumulate less than 20 GB of data can store all their telemetry inside a single 20 GB partition, but devices that accumulate more data can exceed 20 GB and span multiple physical partitions, while keeping each month’s worth of data “sub-partitioned” inside individual 20 GB logical partitions. Then, querying on any device ID will always result in either a single-partition query (devices with less telemetry) or a sub-partition query (devices with more telemetry).

Lastly, with the expansion of the storage capacity of serverless containers to 1 TB, users can benefit from the maximum throughput for serverless containers starting from 5000 RU/s, and they can go beyond 20,000 RU/s depending on the number of partitions available in the container. In addition, it also offers increased burstability.

 

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Building Homes Faster with our Latest 3D Construction Printer

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Copenhagen, 22.10.2024 – COBOD International, the global leader in 3D construction printing technology, proudly introduces the BOD3 3D Construction Printer for 3D printing of real concrete. Equipped with an extendable ground-based track system, the BOD3 advances the construction process by eliminating printer downtime between multiple buildings on the same site, setting a new benchmark for productivity and efficiency. The BOD3 is the most advanced solution for high-volume low-rise construction and a very effective alternative to conventional construction methods.

The heart and key feature of the new BOD3 3D printer is the advanced extendable ground-based track system. This system enables limitless extension along the Y-axes (length), expanding the printable area to cover 2 or 3 buildings, and reducing setup time to a single installation for multi-building projects. It’s a game-changer, allowing continuous, uninterrupted printing across large sites, increasing efficiency for high volume and mass production at an unmatchable scale.

 

Render of COBOD BOD3 3D Construction Printer.

Render of COBOD BOD3 3D Construction Printer.

The BOD3, COBOD’s third printer model, is the outstanding achievement of years of dedicated research, development, and close collaboration with customers. It is a vital advancement in automated construction technology, directly addressing the urgent global demand for faster, smarter, more efficient and sustainable building solutions. Like every COBOD 3D printer, the BOD3’s modular design offers customization, allowing it to easily adapt to any customer’s size wishes in addition to complying with the various sizes of construction sites anywhere in the world.

The BOD3 follows COBOD’s vision to build smarter through automation. Its operational stand combines the control and monitoring of both the 3D printer and supplementary equipment in one user-friendly system. The Advanced Hose Management System (AHMS) transports 3D printable material from the materials delivery system to the printhead via hoses secured within E-chains, minimizing physical labor and optimizing material flow. With the addition of the dual dosing system for additives, operators can better control the concrete and adapt it to onsite environmental conditions. By introducing additives directly at the printhead, the system reduces drying time between layers, speeding up the overall construction process. Designed for easy operation and precision, the BOD3 can be operated by a small, trained, and certified team, reducing the costs of projects.

Incorporating the innovative Universal X-Carriage, the BOD3 is ready for future COBOD advancements and technologies, like the introduction of additional tools for the printer aimed at insulating, painting, sanding, etc. This ensures long-term versatility and performance that will keep the BOD3 at the forefront of the industry for years to come.

 

Universal X-Carriage with Printhead

Universal X-Carriage with Printhead.

Already deployed to the global market, the BOD3 is currently active in Indonesia, by Modula Tiga Dimensi, Angola, by Power2Build, and Bahrain, by Ab’aad 3D. The customers report faster project execution with near-zero downtime between individual buildings on the same site. The projects showcase the BOD3’s ability to speed up construction and print with real concrete, with 99% locally sourced materials and 1% of innovative D.fab, a co-developed solution by COBOD and Cemex to make concrete 3D printable.

Henrik Lund-Nielsen, Founder and General Manager of COBOD, commented on the BOD3: “The global housing crisis demands a more efficient construction solution that is faster, more efficient, and scalable. The BOD3 is our answer to this challenge. Drawing on years of research and expertise, we’ve designed the BOD3 with innovative features, making it our most cost-effective and efficient model yet for multiple low-rise buildings. Its design supports high-volume, linear production of houses, enabling mass production without compromising quality. The fact that six units have already been sold before its official launch speaks volumes about the BOD3’s market demand and the trust our customers place in our technology.

Michael Holm, Chief Innovation Officer at COBOD, states, “The advanced ground-based track system was developed as a response to our customers’ needs to increase efficiency and productivity. Now the 3D construction printer can be easily extended, and multiple consecutive structures can be printed with minimal repositioning and zero downtime between projects, making 3D construction printing more efficient than ever before.

 

The BOD3 is now available for purchase worldwide; for more information, please visit our website, www.cobod.com, or contact us at info@cobod.com.

 

RELEVANT LINKS

 

ABOUT COBOD

COBOD stands as the global leader in supplying 3D printers for the construction sector, with over 80 printers distributed across North and Latin America, Europe, the Middle East, Africa, and Asia-Pacific. Driven by a mission to revolutionize construction through multifunctional robots based on 3D printing, COBOD envisions automating half of the construction processes to achieve faster, cost-effective, sustainable results with enhanced design versatility.

From residential, commercial, and public buildings, COBOD’s 3D printers have been instrumental in erecting 1- to 3-story structures across all six inhabited continents. The innovative technology also extends to fabricate large-scale data centers, wind turbine towers, tanks, and more.

Embracing an open-source material approach, COBOD collaborates with global partners, including customers, academia, and suppliers. The company, backed by prominent shareholders such as General Electric, CEMEX, Holcim, and PERI, operates from its main office in Copenhagen, Denmark, and regional competence centers in Miami, Florida, and Kuala Lumpur, Malaysia. COBOD’s dynamic team comprises over 100 professionals from 25 diverse nationalities.

 

ABOUT MODULA TIGA DIMENSI

PT Modula Tiga Dimensi is a joint venture between Bakrie & Brothers (BNBR) and COBOD. BNBR focuses on offering and providing solutions for housing backlog problems currently encountered by the country.

Teaming up with COBOD International, the company is now set to adopt the latest 3D printing construction technology and is ready to offer the Indonesian market a new and better solution to housing obstructions.

 

ABOUT POWER2BUILD
Reshaping the construction sector and adapting it to urgent human needs.

Power2Build is a technology company for the construction industry, prepared to establish partnerships with private, public, and non-governmental organizations (NGOs) so that they can make the transition to Build 4.0 through 3DCP.

We offer our clients value-added services and high-quality projects, always with a multidisciplinary approach that brings together the necessary experience to deal with complex issues.

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Slack researcher discusses the fear, loathing and excitement surrounding AI in the workplace

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SAN FRANCISCO (AP) — Artificial intelligence‘s recent rise to the forefront of business has left most office workers wondering how often they should use the technology and whether a computer will eventually replace them.

Those were among the highlights of a recent study conducted by the workplace communications platform Slack. After conducting in-depth interviews with 5,000 desktop workers, Slack concluded there are five types of AI personalities in the workplace: “The Maximalist” who regularly uses AI on their jobs; “The Underground” who covertly uses AI; “The Rebel,” who abhors AI; “The Superfan” who is excited about AI but still hasn’t used it; and “The Observer” who is taking a wait-and-see approach.

Only 50% of the respondents fell under the Maximalist or Underground categories, posing a challenge for businesses that want their workers to embrace AI technology. The Associated Press recently discussed the excitement and tension surrounding AI at work with Christina Janzer, Slack’s senior vice president of research and analytics.

Q: What do you make about the wide range of perceptions about AI at work?

A: It shows people are experiencing AI in very different ways, so they have very different emotions about it. Understanding those emotions will help understand what is going to drive usage of AI. If people are feeling guilty or nervous about it, they are not going to use it. So we have to understand where people are, then point them toward learning to value this new technology.

Q: The Maximalist and The Underground both seem to be early adopters of AI at work, but what is different about their attitudes?

A: Maximalists are all in on AI. They are getting value out of it, they are excited about it, and they are actively sharing that they are using it, which is a really big driver for usage among others.

The Underground is the one that is really interesting to me because they are using it, but they are hiding it. There are different reasons for that. They are worried they are going to be seen as incompetent. They are worried that AI is going to be seen as cheating. And so with them, we have an opportunity to provide clear guidelines to help them know that AI usage is celebrated and encouraged. But right now they don’t have guidelines from their companies and they don’t feel particularly encouraged to use it.

Overall, there is more excitement about AI than not, so I think that’s great We just need to figure out how to harness that.

Q: What about the 19% of workers who fell under the Rebel description in Slack’s study?

A: Rebels tend to be women, which is really interesting. Three out of five rebels are women, which I obviously don’t like to see. Also, rebels tend to be older. At a high level, men are adopting the technology at higher rates than women.

Q: Why do you think more women than men are resisting AI?

A: Women are more likely to see AI as a threat, more likely to worry that AI is going to take over their jobs. To me, that points to women not feeling as trusted in the workplace as men do. If you feel trusted by your manager, you are more likely to experiment with AI. Women are reluctant to adopt a technology that might be seen as a replacement for them whereas men may have more confidence that isn’t going to happen because they feel more trusted.

Q: What are some of the things employers should be doing if they want their workers to embrace AI on the job?

A: We are seeing three out of five desk workers don’t even have clear guidelines with AI, because their companies just aren’t telling them anything, so that’s a huge opportunity.

Another opportunity to encourage AI usage in the open. If we can create a culture where it’s celebrated, where people can see the way people are using it, then they can know that it’s accepted and celebrated. Then they can be inspired.

The third thing is we have to create a culture of experimentation where people feel comfortable trying it out, testing it, getting comfortable with it because a lot of people just don’t know where to start. The reality is you can start small, you don’t have to completely change your job. Having AI write an email or summarize content is a great place to start so you can start to understand what this technology can do.

Q: Do you think the fears about people losing their jobs because of AI are warranted?

A: People with AI are going to replace people without AI.

The Canadian Press. All rights reserved.

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Biden administration to provide $325 million for new Michigan semiconductor factory

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WASHINGTON (AP) — The Biden administration said Tuesday that it would provide up to $325 million to Hemlock Semiconductor for a new factory, a move that could help give Democrats a political edge in the swing state of Michigan ahead of election day.

The funding would support 180 manufacturing jobs in Saginaw County, where Republicans and Democrats were neck-in-neck for the past two presidential elections. There would also be construction jobs tied to the factory that would produce hyper-pure polysilicon, a building block for electronics and solar panels, among other technologies.

Commerce Secretary Gina Raimondo said on a call with reporters that the funding came from the CHIPS and Science Act, which President Joe Biden signed into law in 2022. It’s part of a broader industrial strategy that the campaign of Vice President Kamala Harris, the Democratic nominee, supports, while Republican nominee Donald Trump, the former president, sees tariff hikes and income tax cuts as better to support manufacturing.

“What we’ve been able to do with the CHIPS Act is not just build a few new factories, but fundamentally revitalize the semiconductor ecosystem in our country with American workers,” Raimondo said. “All of this is because of the vision of the Biden-Harris administration.”

A senior administration official said the timing of the announcement reflected the negotiating process for reaching terms on the grant, rather than any political considerations. The official insisted on anonymity to discuss the process.

After site work, Hemlock Semiconductor plans to begin construction in 2026 and then start production in 2028, the official said.

Running in 2016, Trump narrowly won Saginaw County and Michigan as a whole. But in 2020 against Biden, both Saginaw County and Michigan flipped to the Democrats.

The Canadian Press. All rights reserved.

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