#cloud based API

[jcmarchi]

The 10 Best Cloud Hosting Providers (June 2024)

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The 10 Best Cloud Hosting Providers (June 2024)

Cloud hosting has transformed the way businesses manage their online presence by providing scalable, flexible, and reliable hosting solutions. Unlike traditional hosting, cloud hosting uses multiple servers to distribute resources, ensuring high availability and superior performance. Choosing the best cloud hosting provider is essential for businesses seeking robust performance, security, and the flexibility to efficiently handle varying resource demand as your website grows. This guide highlights the best cloud hosting providers, helping you find the ideal solution for your needs.

What is Cloud Hosting and How Does it Work?

Cloud hosting is a type of web hosting that uses multiple servers to balance the load and maximize uptime. Unlike traditional hosting solutions that rely on a single physical server, cloud hosting utilizes a network of interconnected servers to store and manage data. This setup ensures that resources are dynamically allocated across the servers, providing enhanced flexibility, scalability, and reliability.

In cloud hosting, websites and applications are hosted on a cluster of servers, often referred to as the “cloud.” When a user accesses a website, the request is distributed across multiple servers, ensuring that no single server becomes a bottleneck. This distribution allows for better handling of traffic spikes and provides a more consistent performance, even during high demand periods.

One of the key benefits of cloud hosting is its scalability. Users can easily scale their resources up or down based on their needs, without experiencing downtime or performance issues. This makes cloud hosting ideal for businesses that experience variable traffic patterns or are planning for growth. Additionally, cloud hosting typically includes features such as automated backups, disaster recovery, and enhanced security measures, ensuring that data is protected and easily recoverable in case of an emergency.

Who is Cloud Hosting For?

Cloud hosting is designed to cater to a wide range of users, from individual developers to large enterprises, offering scalability, flexibility, and robust performance. Here are some of the key audiences who can benefit significantly from cloud hosting:

Growing Businesses and Startups

Scalability and Flexibility: Startups and growing businesses often experience fluctuating traffic and require a hosting solution that can scale resources up or down based on demand. Cloud hosting provides this flexibility, allowing businesses to pay for only what they use and scale effortlessly as they grow.

E-commerce Websites

High Performance and Reliability: E-commerce sites require high uptime and fast load times to ensure a smooth shopping experience for customers. Cloud hosting offers excellent performance and reliability, which are crucial for online stores to prevent downtime and maintain customer satisfaction.

Ecommerce stores are also prone to traffic spikes especially for brands selling seasonal products – e.g: Christmas gifts shops will have peak sales towards the end of the year. A cloud hosting plan allows you to scale easily and pay only for the resources you nees.

Developers and Tech-savvy Users

Customization and Control: Developers and tech-savvy users benefit from the control and customization options that cloud hosting provides. With root access and the ability to configure server environments, they can tailor the hosting setup to meet specific application requirements.

Enterprises and Large Organizations

Robust Infrastructure: Large organizations with complex infrastructure needs require a robust and scalable hosting solution. Cloud hosting offers the necessary resources and reliability to support enterprise-level applications, ensuring business continuity and data integrity.

Educational Institutions and Research Organizations

Resource-intensive Applications: Educational and research institutions often run resource-intensive applications and simulations. Cloud hosting provides the computational power and storage needed for these applications, along with the ability to handle large datasets.

SaaS Providers

High Availability and Scalability: Software as a Service (SaaS) providers need hosting solutions that offer high availability and the ability to scale quickly to accommodate a growing user base. Cloud hosting delivers these capabilities, ensuring their applications remain accessible and perform excellently.

These Are The Very Best Cloud Hosting Providers

Cloudways stands out as a leading managed cloud hosting platform, offering exceptional flexibility and performance. 

Known for its exceptional performance optimization tools, Cloudways ensures your website runs smoothly and efficiently. Users benefit from features such as automated backups, staging environments, and advanced caching mechanisms. Additionally, Cloudways offers 24/7 expert support to help you tackle any issues promptly.

It allows users to deploy applications across multiple cloud infrastructures, including AWS, Google Cloud, DigitalOcean, Vultr, and Linode.

Cloudways Unique Features:

Cloudways excels with its managed services, providing a user-friendly platform that simplifies server management. Key features include 1-click server deployment, automated backups, and advanced caching mechanisms like Varnish, Memcached, and Redis.

Why you should choose Cloudways:

Flexible server management: Choose from multiple cloud providers and easily scale resources.

Excellent performance and uptime: High-speed performance with optimized stack and SSD-based servers.

Robust security measures: Regular security patches, dedicated firewalls, and SSL certificates.

Cloudways is the best overall choice for cloud hosting, offering unmatched flexibility, performance, and managed services.

Read Review →

Visit Cloudways →

Hostinger is renowned for its affordable cloud hosting solutions, making it an excellent choice for individuals and small businesses looking for cost-effective yet powerful hosting.

With its intuitive control panel and robust performance, Hostinger is perfect for users seeking budget-friendly yet reliable cloud hosting solutions. Hostinger’s commitment to affordability does not compromise the quality, making it an excellent choice for small businesses and individuals alike.

Hostinger Unique Features:

Hostinger provides a balance of performance and affordability, featuring a custom control panel, daily backups, and a 99.9% uptime guarantee. Their cloud plans also include a dedicated IP and resources.

Why you should choose Hostinger:

Very affordable pricing: Competitive rates for cloud hosting plans.

User-friendly control panel: Custom-built control panel designed for ease of use.

Decent speed and uptime: Reliable performance with adequate speed for most applications.

Hostinger is ideal for budget-conscious users seeking reliable cloud hosting without compromising on essential features.

Read Review →

Visit Hostinger →

3. SiteGround (Best customer support)

SiteGround is well-regarded for its exceptional customer support and robust cloud hosting solutions. It offers scalable and fully managed cloud hosting, perfect for growing businesses.

Their cloud hosting plans are powered by Google Cloud, ensuring top-notch performance and reliability. SiteGround provides automatic daily backups, a free CDN, and advanced security solutions. Their support team is available 24/7 via phone, chat, and ticket system, ensuring that you receive timely and knowledgeable assistance whenever needed.

SiteGround Unique Features:

SiteGround’s standout features include fully managed hosting, automatic scaling, and daily backups. They provide a dedicated support team available 24/7 via phone, chat, and ticketing systems.

Why you should choose SiteGround:

Outstanding customer support: Highly responsive and knowledgeable support team.

Scalable resources: Easily adjust CPU, RAM, and storage as needed.

Enhanced security features: AI anti-bot system, daily backups, and free SSL certificates.

SiteGround excels in customer support, making it the best choice for users who prioritize responsive and effective assistance.

Read Review →

Visit SiteGround →

Bluehost is ideal for beginners due to its user-friendly interface and seamless integration with popular platforms like WordPress. Their cloud hosting plans offer enhanced performance, scalability, and security features.

Bluehost provides a straightforward setup process, making it easy for new users to get started. Additionally, they offer 24/7 customer support and a range of helpful resources to guide you through your hosting journey.

Bluehost Unique Features:

Bluehost’s cloud hosting features include easy scalability, resource monitoring, and seamless integration with various CMS platforms, especially WordPress. Their enhanced cPanel provides a simple and intuitive user interface.

Why you should choose Bluehost:

Easiest to use: Beginner-friendly interface and straightforward setup.

Reliable performance: Solid uptime and load speeds.

Comprehensive support: 24/7 support with extensive documentation and tutorials.

Bluehost is the perfect choice for beginners, offering an intuitive interface and strong performance at an affordable price.

Read Review →

Visit BlueHost →

ScalaHosting is known for its security-centric approach to cloud hosting, offering a range of features designed to protect users’ data and applications. 

ScalaHosting is known for its focus on security, offering robust cloud hosting solutions that prioritize the safety of your data. . Their proprietary SPanel ensures easy and secure management, while the SShield security system offers real-time monitoring and protection against cyber threats. ScalaHosting’s cloud plans include free daily backups, a free CDN, and fully managed services. Their commitment to security and performance makes them an excellent choice for businesses looking to protect their online presence.

ScalaHosting Unique Features:

ScalaHosting provides innovative security features such as SShield real-time cybersecurity protection and free SPanel control panel. They also offer daily backups and free SSL certificates to enhance security.

Why you should choose ScalaHosting:

Most secure: Advanced security features like SShield and daily backups.

User-friendly control panel: SPanel is intuitive and easy to navigate.

Scalable plans: Flexible options to scale resources as your business grows.

ScalaHosting is the top choice for users who prioritize security, offering robust protection features and a user-friendly management interface.

Read Review →

Visit ScalaHosting →

A2 Hosting is renowned for its speed, providing some of the fastest cloud hosting solutions available. Their Turbo Servers offer up to 20x faster page loads compared to standard hosting. A2 Hosting’s cloud plans come with SSD storage, free site migrations, and a range of developer-friendly features. Their commitment to performance and reliability ensures that your website will run at optimal speed.

A2 Hosting Unique Features

A2 Hosting stands out with its Turbo Servers, which can load pages up to 20 times faster than standard servers. The company also provides free site migrations, SSD storage, and a developer-friendly environment.

Why you should choose A2 Hosting:

Speed: Turbo Servers for enhanced speed.

Free Migrations: Hassle-free website transfers.

Developer-Friendly: Supports multiple development tools and frameworks.

A2 Hosting is the best choice for users prioritizing speed and performance in their cloud hosting solution.

Read Review →

Visit A2Hosting →

Verpex offers exceptional value for money, providing cloud hosting services packed with features at competitive prices. Their plans include free domain registration, SSL certificates, and daily backups.

Verpex’s cloud hosting ensures high performance and reliability with multiple data center locations. Their excellent customer support and generous resource allocations make them a great choice for those seeking affordable yet feature-rich cloud hosting.

Verpex Unique Features

Verpex includes features such as free migrations, daily backups, and 24/7 support. Their cloud hosting plans are designed to offer flexibility and scalability at an affordable price.

Why you should choose Verpex:

Affordable Plans: Cost-effective hosting solutions.

Free Migrations: Easy site transfers.

24/7 Support: Around-the-clock customer service.

Verpex provides the best value for money, making it an excellent choice for budget-conscious users seeking reliable cloud hosting.

Read Review →

Visit Verpex →

InterServer stands out with its commitment to providing unlimited resources, making it an excellent choice for users who need flexible and scalable hosting solutions. InterServer’s cloud hosting plans include unlimited storage, bandwidth, and email accounts, ensuring that users have the resources they need to grow their websites.

Their infrastructure is designed for high performance and reliability, with features like daily backups, free website migrations, and 24/7 customer support. InterServer’s affordability combined with unlimited features makes it a top choice for those seeking robust cloud hosting without worrying about resource limits.

InterServer Unique Features

InterServer stands out with its unlimited resources feature, which includes unlimited storage, bandwidth, and email accounts. Additionally, it offers price lock guarantees, ensuring that users do not face unexpected price hikes.

Why you should choose InterServer:

Unlimited Resources: No caps on storage or bandwidth.

Price Lock Guarantee: Fixed pricing with no surprise increases.

Strong Security: Advanced security features to protect data.

InterServer is ideal for businesses or individuals with high resource demands, providing a cost-effective solution with extensive features.

Visit Interserver →

Kamatera offers highly customizable cloud hosting solutions, allowing users to configure their server resources to meet specific needs. Their cloud platform provides flexible scaling, a wide range of server configurations, and global data centers.

Kamatera’s pay-as-you-go pricing model ensures you only pay for the resources you use. Their 24/7 customer support and high performance make them an excellent choice for businesses with unique hosting requirements.

Kamatera Unique Features

Kamatera’s standout feature is its high level of customization, allowing users to configure CPU, RAM, storage, and other resources as needed. It also offers a wide range of server locations globally.

Why you should choose Kamatera:

High Customizability: Tailor resources to specific requirements.

Global Data Centers: Multiple server locations for optimal performance.

Scalability: Easily scale resources up or down based on demand.

Kamatera is perfect for users who need a customizable and scalable cloud hosting solution with a global presence.

Visit Kamatera →

DreamHost’s cloud hosting plans are tailored for developers, offering scalable resources, full root access, and a wide range of developer tools. Their OpenStack-based cloud platform provides flexibility and reliability.

DreamHost’s cloud plans include free bandwidth, SSD storage, and high security. Their excellent performance and developer-friendly features make them a top choice for tech-savvy users.

DreamHost Unique Features

DreamHost offers features like full root access, scalable SSD storage, and compatibility with a variety of development languages and frameworks. Its DreamCompute service allows for flexible and powerful cloud computing.

Why you should choose DreamHost:

Developer Tools: Extensive tools and APIs for developers.

Scalable SSD Storage: Fast and scalable storage solutions.

Reliable Infrastructure: High performance and uptime guarantees.

DreamHost is the top choice for developers seeking a flexible, powerful, and developer-centric cloud hosting environment.

Visit DreamHost →

How We Chose The Best Cloud Hosting Providers

Selecting the best cloud hosting providers involved a thorough evaluation process where we considered several key factors to ensure that our recommendations meet the highest standards. Below, we detail the critical considerations we made when choosing these hosts.

Unique Value

We considered any unique features that add value to the hosting service. This includes tools for performance optimization, user-friendly control panels, website builders, and integration with third-party services. These features can enhance the overall hosting experience and provide users with additional functionality that simplifies website management and development.

Performance

Performance is paramount when it comes to cloud hosting. We assessed the speed, uptime, and overall reliability of each provider. High-performance cloud hosting ensures that websites and applications run smoothly, providing an optimal user experience without downtime or slow loading times.

Support

Customer support is a crucial aspect of any hosting service. We evaluated the quality and availability of customer support provided by each host. This includes looking at support channels (live chat, phone, email), the responsiveness of the support team, and the availability of helpful resources like tutorials and knowledge bases. Excellent support can significantly impact the overall hosting experience, especially for users who may need assistance with technical issues.

Security

Security features were a significant factor in our evaluation. We examined the security measures each provider implements, such as SSL certificates, DDoS protection, regular backups, and compliance with security standards. Robust security features protect sensitive data and ensure the integrity of websites and applications hosted on these platforms.

Pricing

Affordability and value for money were also key considerations. We compared the pricing plans of each host, looking for competitive rates that offer excellent value. This includes assessing what features and resources are included in each plan and ensuring that there are no hidden costs. We aimed to recommend providers that offer a good balance of cost and quality, making cloud hosting accessible to a wide range of users.

Scalability

Scalability is essential for businesses that anticipate growth. We looked at how easily users can scale their resources up or down with each provider. This includes the flexibility to upgrade or downgrade plans and the ability to add resources like storage or bandwidth as needed without significant downtime or technical hurdles.

FAQs

What is cloud hosting?

Cloud hosting is a type of web hosting that uses multiple servers to balance the load and maximize uptime. Instead of relying on a single server, websites and applications are hosted on a network of connected servers, providing greater flexibility and reliability.

How is cloud hosting different from traditional hosting?

Cloud hosting differs from traditional hosting by distributing resources across multiple servers, reducing the risk of downtime and improving scalability. Traditional hosting often relies on a single server, making it less flexible and more vulnerable to outages.

What are the benefits of cloud hosting?

The main benefits of cloud hosting include enhanced performance, better scalability, improved reliability, and robust disaster recovery options. It also offers automatic updates, flexible pricing, and easy resource management, making it ideal for growing businesses and high-traffic websites.

How do I choose the best cloud hosting provider?

To choose the best cloud hosting provider, consider factors such as performance, customer support, security features, pricing, scalability options, and additional features like backups and monitoring. Reading reviews and comparing the specific needs of your website or application can also help in making an informed decision.

[loriijone]

Why Modern Businesses Rely on Integration Platform as a Service IPAAS for Seamless Connectivity

In today’s rapidly evolving digital landscape, businesses operate on a growing ecosystem of applications. From CRM software to ERP systems and marketing automation tools, companies rely on a suite of platforms to stay competitive. But the challenge lies in connecting these tools effectively. This is where an Integration Platform as a Service IPAAS becomes indispensable.

What Is iPaaS? iPaaS is a cloud-based integration solution that enables businesses to connect various applications, systems, and data sources—whether on-premises or in the cloud. With real-time data synchronization and automated workflows, it simplifies integration and enhances operational efficiency.

Benefits of iPaaS Using an iPaaS platform means no more juggling multiple APIs or spending months on manual integrations. These platforms offer:

Cloud-based integration for increased accessibility

Real-time data sync between systems like CRM, ERP, and CMS

Scalability for growing business needs

API management for seamless third-party integration

Use Cases for iPaaS Imagine a retail business using Shopify for e-commerce, Salesforce for CRM, and QuickBooks for accounting. Without integration, syncing customer orders and financials is a nightmare. But with an Integration Platform as a Service IPAAS, all these platforms can talk to each other in real-time.

The Road to Digital Transformation Adopting iPaaS is not just a tech upgrade—it’s a strategic move. It empowers teams with centralized data, reduces errors, and shortens time-to-market for digital products.

For businesses aiming to scale efficiently and embrace digital transformation, an Integration Platform as a Service IPAAS is the backbone of successful operations.

[tech-ahead-corp]

Digital Marketing Services

TechAhead offers comprehensive digital marketing services that encompass various strategies and techniques, including SEO, social media marketing, content creation, and more, to help businesses establish a strong online presence and drive growth!

[mellowcherryblossomblaze]

Trolls: Band Together TV Series (Idea) Part 2

NOTE: AGAIN, NONE OF THIS IS OFFICIAL, JUST SPECULATION. BUT IF ANYONE WANTS TO WRITE FANFICTION BASED ON THESE IDEAS, FEEL FREE TO DO SO.

Trolls: Family Harmony: Season 2

It's A Troll-A-Bration!: Poppy and Branch visit newlyweds Gristle and Bridget as they celebrate Troll-A-Bration. Viva tags along to prove she can put her fear of Bergens behind her, but struggles to keep her anxiety in check.

Physical Hair-apy: Floyd's hair has become weaker following his time in the diamond, so Synth and Smidge help him build his strength back up in the Hairnasium. But Floyd becomes frustrated with his lack of progress, worried he may never fully recover from his trauma.

Down The Creek: Branch is shocked to learn that Clay has formed a friendship with Creek, but reluctantly decides not to say anything. It is only when Clay gets a glimpse of Creek's true colors that he realizes the negative impact his 'friend' has on his little brother.

Cloud Pleaser: While visiting Bruce on Vacay Island, Branch learns that a vacationing Cloud Guy has been annoying his brother all week. So Branch bravely decides to keep Cloud Guy busy for the day so that Bruce can get some work done.

Fast-Friend Matching: John Dory enlists Poppy's help after realizing his prolonged time in the wilderness has hindered his ability to socialize with other Trolls. So Poppy sets him up on a series of 'fast-friend matches' to help him get back in the friend-making game.

Date Night: After realizing they've never had an official date together, Poppy and Branch try to have a romantic dinner alone, but they both keep getting distracted by other tasks and Trolls.

Queen For A Day: Poppy comes down with a bad cold, so Viva decides to take over her responsibilities as Queen until she's better. But she quickly realizes that keeping up with Poppy's daily activities is harder than it looks.

Vocal Range For Trollings: After learning that Floyd used to be a music instructor in Mount Rageous, Branch suggests that he take a job as a teacher for the younger Trollings.

Classical Clay: Clay becomes fascinated by the Classical Trolls' lifestyle, so he tries to hide his Pop tendencies and go full Classical to win their approval. But Demo eventually helps him see that the Classical Trolls have become more open-minded to other genres.

Check-In: Poppy is overjoyed to have a surprise reunion with DJ Suki after running into her and King Trollex at Bruce's restaurant. As DJ explains how her stay in Techno Reef has been, Poppy seeks Bruce's help when she worries that she and DJ have begun to grow apart.

Caved In: Stranded in the forest during a rainstorm, Branch and John Dory take shelter in a cave for the night. John Dory gets a glimpse of his little brother's survival skills, and Branch learns more about his older brother's past when he shares a story about their mother.

How Are You?: Poppy spends an entire day helping her friends with their problems, while unknowingly letting some of her own fears and insecurities slip out. Too caught up in work to notice, it isn't until her family intervenes that Poppy discovers that she's been ignoring her own feelings for longer than even she realized.

[mariacallous]

Elon Musk’s so-called Department of Government Efficiency (DOGE) has plans to stage a “hackathon” next week in Washington, DC. The goal is to create a single “mega API”—a bridge that lets software systems talk to one another—for accessing IRS data, sources tell WIRED. The agency is expected to partner with a third-party vendor to manage certain aspects of the data project. Palantir, a software company cofounded by billionaire and Musk associate Peter Thiel, has been brought up consistently by DOGE representatives as a possible candidate, sources tell WIRED.

Two top DOGE operatives at the IRS, Sam Corcos and Gavin Kliger, are helping to orchestrate the hackathon, sources tell WIRED. Corcos is a health-tech CEO with ties to Musk’s SpaceX. Kliger attended UC Berkeley until 2020 and worked at the AI company Databricks before joining DOGE as a special adviser to the director at the Office of Personnel Management (OPM). Corcos is also a special adviser to Treasury Secretary Scott Bessent.

Since joining Musk’s DOGE, Corcos has told IRS workers that he wants to pause all engineering work and cancel current attempts to modernize the agency’s systems, according to sources with direct knowledge who spoke with WIRED. He has also spoken about some aspects of these cuts publicly: "We've so far stopped work and cut about $1.5 billion from the modernization budget. Mostly projects that were going to continue to put us down the death spiral of complexity in our code base," Corcos told Laura Ingraham on Fox News in March.

Corcos has discussed plans for DOGE to build “one new API to rule them all,” making IRS data more easily accessible for cloud platforms, sources say. APIs, or application programming interfaces, enable different applications to exchange data, and could be used to move IRS data into the cloud. The cloud platform could become the “read center of all IRS systems,” a source with direct knowledge tells WIRED, meaning anyone with access could view and possibly manipulate all IRS data in one place.

Over the last few weeks, DOGE has requested the names of the IRS’s best engineers from agency staffers. Next week, DOGE and IRS leadership are expected to host dozens of engineers in DC so they can begin “ripping up the old systems” and building the API, an IRS engineering source tells WIRED. The goal is to have this task completed within 30 days. Sources say there have been multiple discussions about involving third-party cloud and software providers like Palantir in the implementation.

Corcos and DOGE indicated to IRS employees that they intended to first apply the API to the agency’s mainframes and then move on to every other internal system. Initiating a plan like this would likely touch all data within the IRS, including taxpayer names, addresses, social security numbers, as well as tax return and employment data. Currently, the IRS runs on dozens of disparate systems housed in on-premises data centers and in the cloud that are purposefully compartmentalized. Accessing these systems requires special permissions and workers are typically only granted access on a need-to-know basis.

A “mega API” could potentially allow someone with access to export all IRS data to the systems of their choosing, including private entities. If that person also had access to other interoperable datasets at separate government agencies, they could compare them against IRS data for their own purposes.

“Schematizing this data and understanding it would take years,” an IRS source tells WIRED. “Just even thinking through the data would take a long time, because these people have no experience, not only in government, but in the IRS or with taxes or anything else.” (“There is a lot of stuff that I don't know that I am learning now,” Corcos tells Ingraham in the Fox interview. “I know a lot about software systems, that's why I was brought in.")

These systems have all gone through a tedious approval process to ensure the security of taxpayer data. Whatever may replace them would likely still need to be properly vetted, sources tell WIRED.

"It's basically an open door controlled by Musk for all American's most sensitive information with none of the rules that normally secure that data," an IRS worker alleges to WIRED.

The data consolidation effort aligns with President Donald Trump’s executive order from March 20, which directed agencies to eliminate information silos. While the order was purportedly aimed at fighting fraud and waste, it also could threaten privacy by consolidating personal data housed on different systems into a central repository, WIRED previously reported.

In a statement provided to WIRED on Saturday, a Treasury spokesperson said the department “is pleased to have gathered a team of long-time IRS engineers who have been identified as the most talented technical personnel. Through this coalition, they will streamline IRS systems to create the most efficient service for the American taxpayer. This week the team will be participating in the IRS Roadmapping Kickoff, a seminar of various strategy sessions, as they work diligently to create efficient systems. This new leadership and direction will maximize their capabilities and serve as the tech-enabled force multiplier that the IRS has needed for decades.”

Palantir, Sam Corcos, and Gavin Kliger did not immediately respond to requests for comment.

In February, a memo was drafted to provide Kliger with access to personal taxpayer data at the IRS, The Washington Post reported. Kliger was ultimately provided read-only access to anonymized tax data, similar to what academics use for research. Weeks later, Corcos arrived, demanding detailed taxpayer and vendor information as a means of combating fraud, according to the Post.

“The IRS has some pretty legacy infrastructure. It's actually very similar to what banks have been using. It's old mainframes running COBOL and Assembly and the challenge has been, how do we migrate that to a modern system?” Corcos told Ingraham in the same Fox News interview. Corcos said he plans to continue his work at IRS for a total of six months.

DOGE has already slashed and burned modernization projects at other agencies, replacing them with smaller teams and tighter timelines. At the Social Security Administration, DOGE representatives are planning to move all of the agency’s data off of legacy programming languages like COBOL and into something like Java, WIRED reported last week.

Last Friday, DOGE suddenly placed around 50 IRS technologists on administrative leave. On Thursday, even more technologists were cut, including the director of cybersecurity architecture and implementation, deputy chief information security officer, and acting director of security risk management. IRS’s chief technology officer, Kaschit Pandya, is one of the few technology officials left at the agency, sources say.

DOGE originally expected the API project to take a year, multiple IRS sources say, but that timeline has shortened dramatically down to a few weeks. “That is not only not technically possible, that's also not a reasonable idea, that will cripple the IRS,” an IRS employee source tells WIRED. “It will also potentially endanger filing season next year, because obviously all these other systems they’re pulling people away from are important.”

(Corcos also made it clear to IRS employees that he wanted to kill the agency’s Direct File program, the IRS’s recently released free tax-filing service.)

DOGE’s focus on obtaining and moving sensitive IRS data to a central viewing platform has spooked privacy and civil liberties experts.

“It’s hard to imagine more sensitive data than the financial information the IRS holds,” Evan Greer, director of Fight for the Future, a digital civil rights organization, tells WIRED.

Palantir received the highest FedRAMP approval this past December for its entire product suite, including Palantir Federal Cloud Service (PFCS) which provides a cloud environment for federal agencies to implement the company’s software platforms, like Gotham and Foundry. FedRAMP stands for Federal Risk and Authorization Management Program and assesses cloud products for security risks before governmental use.

“We love disruption and whatever is good for America will be good for Americans and very good for Palantir,” Palantir CEO Alex Karp said in a February earnings call. “Disruption at the end of the day exposes things that aren't working. There will be ups and downs. This is a revolution, some people are going to get their heads cut off.”

[kaiasky]

https://spacetraders.io/

accept my humble cloud hiker find offering

Oh I love these. I've seen a couple "program your space empire" mmos and I think the interesting problem is how to prevent the first players from just creating infinite ships and steamrolling everyone else.

I think this one is really unique because it is fully API-based so implicitly you're encouraged to write your own viewer and intel tools and stuff. A fun part of bitburner the last time i got back into it is you can just write arbitrary React and make your own GUI. You can spend a lot of time on that.

They're hoping to add piracy soon, it looks like, and i think that'll be a real challenge because like.. once you can kill other players ships, then. You have to think about how to protect noobs from experienced players just killing the fuck out of them.

[georgegraphys]

2024 team sponsors recap!

this is completely irrelevant to F1 but i study and do these stuffs for a living sooo 😩😩 2023 sponsors are based on the sponsors that are there at the beginning of the season (new sponsors that join in the middle of the season will be classified as 2024's)

Mercedes AMG Petronas F1 Team:

New sponsors: Whatsapp, Luminar (American tech company), SAP (German software company), nuvei (Canadian credit card services), Sherwin Williams (American painting company) 2024 data last update: 2024/02/14

Old sponsors that left: Monster Energy, Pure Storage (American technology company), fastly (American cloud computing services), Axalta (American painting company), Eight sleep (American mattresses company) 2023 data last update: 2023/01/07

Oracle Red Bull Racing F1 Team:

New sponsors: Yeti (American cooler manufacturer, joined later in 2023), APL (American footwear/athletic apparel manufacturer, joined later in 2023), CDW (American IT company, joined later in 2023), Sui (American tech app by Mysten Labs, joined later in 2023), Patron Tequila (Mexican alcoholic beverages company, joined later in 2023) 2024 data last update: 2024/02/15

Old sponsors that left: CashApp, Walmart, Therabody (American wellness technology company), Ocean Bottle (Norwegian reusable bottle manufacturer), PokerStars (Costa Rican gambling site), Alpha Tauri (? no info if they're official partners or not but Austrian clothing company made by Red Bull), BMC (Switzerland bicycle/cycling manufacturer), Esso (American fuel company, subsidiary of ExxonMobil), Hewlett Packard Enterprise (American technology company) 2023 data last update: 2023/03/07

More: Esso is a subsidiary of Mobil so there's possibility they merged or something

Scuderia Ferrari:

New sponsors: VGW Play (Australian tech game company, joined later in 2023), DXC Technology (American IT company, joined later in 2023), Peroni (Italian brewing company), Z Capital Group/ZCG (American private asset management/merchant bank company), Celsius (Swedish energy drink manufacturer) 2024 data last update: 2024/02/15

Old sponsors that left: Mission Winnow (American content lab by Phillip Morris International aka Marlboro), Estrella Garcia (Spanish alcoholic beverages manufacturer), Frecciarossa (Italian high speed train company) 2023 data last update: 2023/02/16

More: Mission Winnow is a part of Phillip Morris International. They are no longer listed as team sponsor but PMI is listed instead.

(starting here, 2023 data last update is 2023/02/23 and 2024 data last update is 2024/02/15)

McLaren F1 Team: (Only McLaren RACING's data is available idk if some of these are XE/FE team partners but anw..)

New sponsors: Monster Energy, Salesforce (American cloud based software company, joined later in 2023), Estrella Garcia (Spanish alcoholic beverages manufacturer), Dropbox (American file hosting company), Workday (American system software company, joined later in 2023), Ecolab (American water purification/hygiene company), Airwallex (Australian financial tech company), Optimum Nutrition (American nutritional supplement manufacturer), Halo ITSM (American software company, joined later in 2023), Udemy (American educational tech company, joined later in 2023), New Era (American cap manufacturer, joined in 2023), K-Swiss (American shoes manufacturer, joined later in 2023), Alpinestars (Italian motorsports safety equipment manufacturer)

Old sponsors that left: DP World (Emirati logistics company), EasyPost (American shipping API company), Immersive Labs (UK cybersecurity training company?), Logitech, Mind (UK mental health charity), PartyCasino (UK? online casino site), PartyPoker (American? gambling site), Sparco (Italian auto part & accessory manufacturer), Tezos (Switzerland crypto company)

Aston Martin Aramco F1 Team:

New sponsors: Valvoline (American retail automotives service company, joined later in 2023), NexGen (Canadian sustainable? fuel company), Banco Master (Brazilian digital banking platform, joined later in 2023), ServiceNow (American software company, joined later in 2023), Regent Seven Seas Cruise, Wolfgang Puck (Austrian-American chef and restaurant owner, joined later in 2023), Financial Times (British business newspaper), OMP (Italian racing safety equipment manufacturer), stichd (Netherlands fashion & apparel manufacturer)

Old sponsors that left: Alpinestars (Italian motorsports safety equipment manufacturer), crypto.com (Singaporean cryptocurrency company), ebb3 (UK? software company), Pelmark (UK fashion and apparel manufacturer), Peroni (Italian brewing company), Porto Seguro (Brazilian insurance company), Socios (Malta's blockchain-based platform), XP (Brazilian investment company)

Stake F1 Team (prev. Alfa Romeo):

???? Can't found their website (might be geoblocked in my country???)

BWT Alpine F1 Team:

New sponsors: MNTN (American software company), H. Moser & Cie (Switzerland watch manufacturer), Amazon Music

Old sponsors that left: Bell & Ross (French watch company), Ecowatt (??? afaik French less-energy smthn smthn company), Elysium (French? American? Software company), KX (UK software company), Plug (American electrical equipment manufacturing company)

Visa CashApp RB F1 Team (prev. Scuderia Alpha Tauri):

New Sponsors: Visa, CashApp, Hugo Boss, Tudor, Neft Vodka (Austrian alcoholic beverages company), Piquadro (Italian luxury bag manufacturer)

Old sponsors that left: Buzz (?), Carl Friedrik (UK travel goods manufacturer), Flex Box (Hongkong? shipping containers manufacturer), GMG (Emirati global wellbeing company), RapidAPI (American API company)

Haas F1 Team:

New sponsors: New Era (American cap manufacturer, joined later in 2023)

Old sponsors that left: Hantec Markets (Hongkong capital markets company), OpenSea (American NFT/Crypto company)

Williams Racing:

New sponsors: Komatsu, MyProtein (British bodybuilding supplement), Kraken (American crypto company, joined later in 2023), VAST Data (American tech company), Ingenuity Commerce (UK e-commerce platform), Puma (joined later in 2023)

Old sponsors that left: Acronis (Swiss software company), Bremont (British watch manufacturer), Dtex Systems (American? cybersecurity company), Financial Times (British business newspaper), Jumeirah Hotels & Resorts, KX (UK software company), OMP (Italian racing safety equipment manufacturer), PPG (American painting manufacturer), Umbro (English sports equipment manufacturer), Zeiss (German opticals/optometrics manufacturing company)

[vague-humanoid]

For years, hashing technology has made it possible for platforms to automatically detect known child sexual abuse materials (CSAM) to stop kids from being retraumatized online. However, rapidly detecting new or unknown CSAM remained a bigger challenge for platforms as new victims continued to be victimized. Now, AI may be ready to change that.

Today, a prominent child safety organization, Thorn, in partnership with a leading cloud-based AI solutions provider, Hive, announced the release of an API expanding access to an AI model designed to flag unknown CSAM. It's the earliest use of AI technology striving to expose unreported CSAM at scale.

An expansion of Thorn's CSAM detection tool, Safer, the AI feature uses "advanced machine learning (ML) classification models" to "detect new or previously unreported CSAM," generating a "risk score to make human decisions easier and faster."

The model was trained in part using data from the National Center for Missing and Exploited Children (NCMEC) CyberTipline, relying on real CSAM data to detect patterns in harmful images and videos. Once suspected CSAM is flagged, a human reviewer remains in the loop to ensure oversight. It could potentially be used to probe suspected CSAM rings proliferating online.

It could also, of course, make mistakes, but Kevin Guo, Hive's CEO, told Ars that extensive testing was conducted to reduce false positives or negatives substantially. While he wouldn't share stats, he said that platforms would not be interested in a tool where "99 out of a hundred things the tool is flagging aren't correct."

[onecooooooolcat]

holy grail of last.fm and spotify music data sites. i'd still say check the actual link but i've copy pasted most of the info n the links below

Spotify

Sites, apps and programs that use your Spotify account, Spotify API or both.

Spotify sites:

Obscurify: Tells you how unique you music taste is in compare to other Obscurify users. Also shows some recommendations. Mobile friendly.

Skiley: Web app to better manage your playlists and discover new music. This has so many functions and really the only thing I miss is search field for when you are managing playlists. You can take any playlist you "own" and order it by many different rules (track name, album name, artist name, BPM, etc.), or just randomly shuffle it (say bye to bad Spotify shuffle). You can also normalize it. For the other functions you don't even need the rights to edit the playlist. Those consists of splitting playlist, filtering out song by genre or year to new playlist, creating similar playlists or exporting it to CFG, CSV, JSON, TXT or XML.

You can also use it to discover music based on your taste and it has a stats section - data different from Last.fm.

Also, dark mode and mobile friendly.

Sort your music: Lets you sort your playlist by all kinds of different parameters such as BPM, artist, length and more. Similar to Skiley, but it works as an interactive table with songs from selected playlist.

Run BPM: Filters playlists based on parameters like BPM, Energy, etc. Great visualized with colorful sliders. Only downside - shows not even half of my playlists. Mobile friendly.

Fylter.in: Sort playlist by BMP, loudness, length, etc and export to Spotify

Spotify Charts: Daily worldwide charts from Spotify. Mobile friendly

Kaleidosync: Spotify visualizer. I would personally add epilepsy warning.

Duet: Darthmouth College project. Let's you compare your streaming data to other people. Only downside is, those people need to be using the site too, so you have to get your friends to log in. Mobile friendly.

Discover Quickly: Select any playlist and you will be welcomed with all the songs in a gridview. Hover over song to hear the best part. Click on song to dig deeper or save the song.

Dubolt: Helps you discover new music. Select an artist/song to view similar ones. Adjust result by using filters such as tempo, popularity, energy and others.

SongSliders: Sort your playlists, create new one, find new music. Also can save Discover weekly every monday.

Stats for Spotify: Shows you Top tracks and Top artists, lets you compare them to last visit. Data different from Last.fm. Mobile friendly

Record Player: This site is crazy. It's a Rube Goldberg Machine. You take a picture (any picture) Google Cloud Vision API will guess what it is. The site than takes Google's guess and use it to search Spotify giving you the first result to play. Mobile friendly.

Author of this site has to pay for the Google Cloud if the site gets more than 1000 requests a month! I assume this post is gonna blow up and the limit will be easily reached. Author suggests to remix the app and set it up with your own Google Cloud to avoid this. If your are able to do so, do it please. Or reach out to the author on Twitter and donate a little if you can.

Spotify Playlist Randomizer: Site to randomize order of the songs in playlist. There are 3 shuffling methods you can choose from. Mobile friendly.

Replayify: Another site showing you your Spotify data. Also lets you create a playlist based on preset rules that cannot be changed (Top 5 songs by Top 20 artists from selected time period/Top 50 songs from selected time period). UI is nice and clean. Mobile friendly, data different from Last.fm.

Visualify: Simpler replayify without the option to create playlists. Your result can be shared with others. Mobile friendly, data different from Last.fm.

The Church Of Koen: Collage generator tool to create collages sorted by color and turn any picture to collage. Works with Last.fm as well.

Playedmost: Site showing your Spotify data in nice grid view. Contains Top Artists, New Artists, Top Tracks and New Tracks. Data different from Last.fm, mobile friendly.

musictaste.space: Shows you some stats about your music habits and let's you compare them to others. You can also create Covid-19 playlist :)

Playlist Manager: Select two (or more) playlists to see in a table view which songs are shared between them and which are only in one of them. You can add songs to playlists too.

Boil the Frog: Choose to artists and this site will create playlists that slowly transitions between one artist's style to the other.

SpotifyTV: Great tool for searching up music videos of songs in your library and playlists.

Spotify Dedup and Spotify Organizer: Both do the same - remove duplicates. Spotify Dedup is mobile friendly.

Smarter Playlists: It lets you build a complex program by assembling components to create new playlists. This seems like a very complex and powerful tool.

JBQX: Do you remember plug.dj? Well this is same thing, only using Spotify instead of YouTube as a source for music. You can join room and listen to music with other people, you all decide what will be playing, everyone can add a song to queue.

Spotify Buddy: Let's you listen together with other people. All can control what's playing, all can listen on their own devices or only one device can be playing. You don't need to have Spotify to control the queue! In my opinion it's great for parties as a wireless aux cord. Mobile friendly.

Opslagify: Shows how much space would one need to download all of their Spotify playlists as .mp3s.

Whisperify: Spotify game! Music quiz based on what you are listening to. Do you know your music? Mobile friendly.

Popularity Contest: Another game. Two artists, which one is more popular according to Spotify data? Mobile friendly, doesn't require Spotify login.

Spotify Apps:

uTrack: Android app which generates playlist from your top tracks. Also shows top artists, tracks and genres - data different from Last.fm.

Statistics for Spotify: uTrack for iOS. I don't own iOS device so I couldn't test it. iOS users, share your opinions in comments please :).

Spotify Programs:

Spicetify: Spicetify used to be a skin for Rainmeter. You can still use it as such, but the development is discontinued. You will need to have Rainmeter installed if you want to try. These days it works as a series of PowerShell commands. New and updated version here. Spicetify lets you redesign Spotify desktop client and add new functions to it like Trash Bin, Shuffle+, Christian Mode etc. It doesn't work with MS Store app, .exe Spotify client is required.

Library Bridger: The main purpose of this program is to create Spotify playlists from your locally saved songs. But it has some extra functions, check the link.

Last.fm

Sites, apps and programs using Last.fm account, Last.fm API or both.

Last.fm sites:

Last.fm Mainstream Calculator: How mainstream is music you listen to? Mobile friendly.

My Music Habits: Shows different graphs about how many artists, tracks and albums from selected time period comes from your overall top artists/tracks/albums.

Explr.fm: Where are the artists you listen to from? This site shows you just that on interactive world map.

Descent: The best description I can think of is music dashboard. Shows album art of currently playing song along with time and weather.

Semi-automatic Last.fm scrobbler: One of the many scrobblers out there. You can scrobble along with any other Last.fm user.

The Universal Scrobbler: One of the best manual scrobblers. Mobile friendly.

Open Scrobbler: Another manual scrobbler. Mobile friendly

Vinyl Scrobbler: If you listen to vinyl and use Last.fm, this is what you need.

Last.fm collage generator, Last.fm top albums patchwork generator and yet another different Last.fm collage generator: Sites to make collages based on your Last.fm data. The last one is mobile friendly.

The Church Of Koen: Collage generator tool to create collages sorted by color and turn any picture to collage. Works with Spotify as well.

Musicorum: So far the best tool for generating collages based on Last.fm data that I ever seen. Grid up to 20x20 tiles and other styles, some of which resemble very well official Spotify collages that Spotify generates at the end of the year. Everything customizable and even supports Instagram story format. Mobile friendly.

Nicholast.fm: Simple site for stats and recommendations. Mobile friendly.

Scatter.fm: Creates graph from your scrobbles that includes every single scrobble.

Lastwave: Creates a wave graph from your scrobbles. Mobile friendly.

Artist Cloud: Creates artist cloud image from you scrobbles. Mobile friendly.

Last.fm Tools: Lets you generate Tag Timeline, Tag Cloud, Artist Timeline and Album Charter. Mobile friendly.

Last Chart: This site shows different types of beautiful graphs visualizing your Last.fm data. Graph types are bubble, force, map, pack, sun, list, cloud and stream. Mobile friendly.

Sergei.app: Very nice looking graphs. Mobile friendly.

Last.fm Time Charts: Generates charts from your Last.fm data. Sadly it seems that it only supports artists, not albums or tracks.

ZERO Charts: Generates Billboard like charts from Last.fm data. Requires login, mobile friendly.

Skihaha Stats: Another great site for viewing different Last.fm stats.

Jakeledoux: What are your Last.fm friends listening to right now? Mobile friendly.

Last History: View your cumulative listening history. Mobile friendly.

Paste my taste: Generates short text describing your music taste.

Last.fm to CSV: Exports your scrobbles to CSV format. Mobile friendly.

Pr.fm: Syncs your scrobbles to your Strava activity descriptions as a list based on what you listened to during a run or biking session, etc. (description by u/mturi, I don't use Strava, so I have no idea how does it work :))

Last.fm apps:

Scroball for Last.fm: An Android app I use for scrobbling, when I listen to something else than Spotify.

Web Scrobbler: Google Chrome and Firefox extension scrobbler.

Last.fm programs:

Last.fm Scrubbler WPF: My all time favourite manual scrobbler for Last.fm. You can scrobbler manually, from another user, from database (I use this rather than Vinyl Scrobbler when I listen to vinyls) any other sources. It can also generate collages, generate short text describing your music taste and other extra functions.

Last.fm Bulk Edit: Userscript, Last.fm Pro is required. Allows you to bulk edit your scrobbles. Fix wrong album/track names or any other scrobble parameter easily.

[eazystudioin]

The Ultimate Guide to Online Media Tools: Convert, Compress, and Create with Ease

In the fast-paced digital era, online tools have revolutionized the way we handle multimedia content. From converting videos to compressing large files, and even designing elements for your website, there's a tool available for every task. Whether you're a content creator, a developer, or a business owner, having the right tools at your fingertips is essential for efficiency and creativity. In this blog, we’ll explore the most powerful online tools like Video to Audio Converter Online, Video Compressor Online Free, Postman Online Tool, Eazystudio, and Favicon Generator Online—each playing a unique role in optimizing your digital workflow.

Video to Audio Converter Online – Extract Sound in Seconds

Ever wanted just the audio from a video? Maybe you’re looking to pull music, dialogue, or sound effects for a project. That’s where a Video to Audio Converter Online comes in handy. These tools let you convert video files (MP4, AVI, MOV, etc.) into MP3 or WAV audio files in just a few clicks. No software installation required.

Using a Video to Audio Converter Online is ideal for:

Podcast creators pulling sound from interviews.

Music producers isolating tracks for remixing.

Students or professionals transcribing lectures or meetings.

The beauty lies in its simplicity—upload the video, choose your audio format, and download. It’s as straightforward as that

2. Video Compressor Online Free – Reduce File Size Without Losing Quality

Large video files are a hassle to share or upload. Whether you're sending via email, uploading to a website, or storing in the cloud, a bulky file can be a roadblock. This is where a Video Compressor Online Free service shines.

Key benefits of using a Video Compressor Online Free:

Shrink video size while maintaining quality.

Fast, browser-based compression with no downloads.

Compatible with all major formats (MP4, AVI, MKV, etc.).

If you're managing social media content, YouTube uploads, or email campaigns, compressing videos ensures faster load times and better performance—essential for keeping your audience engaged.

3. Postman Online Tool – Streamline Your API Development

Developers around the world swear by Postman, and the Postman Online Tool brings that power to the cloud. This tool is essential for testing APIs, monitoring responses, and managing endpoints efficiently—all without leaving your browser.

Features of Postman Online Tool include:

Send GET, POST, PUT, DELETE requests with real-time response visualization.

Organize your API collections for collaborative development.

Automate testing and environment management.

Whether you're debugging or building a new application,Postman Online Tool provides a robust platform that simplifies complex API workflows, making it a must-have in every developer's toolkit.

4. Eazystudio – Your Creative Powerhouse

When it comes to content creation and design, Eazystudio is a versatile solution for both beginners and professionals. From editing videos and photos to crafting promotional content, Eazystudio makes it incredibly easy to create high-quality digital assets.

Highlights of Eazystudio:

User-friendly interface for designing graphics, videos, and presentations.

Pre-built templates for social media, websites, and advertising.

Cloud-based platform with drag-and-drop functionality.

Eazystudio is perfect for marketers, influencers, and businesses looking to stand out online. You don't need a background in graphic design—just an idea and a few clicks.

5. Favicon Generator Online – Make Your Website Look Professional

A small icon can make a big difference. The Favicon Generator Online helps you create favicons—the tiny icons that appear next to your site title in a browser tab. They enhance your website’s branding and improve user recognition.

With a Favicon Generator Online, you can:

Convert images (JPG, PNG, SVG) into favicon.ico files.

Generate multiple favicon sizes for different platforms and devices.

Instantly preview how your favicon will look in a browser tab or bookmark list.

For web developers and designers, using a Favicon Generator Online is an easy yet impactful way to polish a website and improve brand presence.

Why These Tools Matter in 2025

The future is online. As remote work, digital content creation, and cloud computing continue to rise, browser-based tools will become even more essential. Whether it's a Video to Audio Converter Online that simplifies sound editing, a Video Compressor Online Freefor seamless sharing, or a robust Postman Online Tool for development, these platforms boost productivity while cutting down on time and costs.

Meanwhile, platforms like Eazystudio empower anyone to become a designer, and tools like Favicon Generator Online ensure your brand always makes a professional first impression.

Conclusion

The right tools can elevate your workflow, save you time, and improve the quality of your digital output. Whether you're managing videos, developing APIs, or enhancing your website’s design, tools like Video to Audio Converter Online, Video Compressor Online Free, Postman Online Tool, Eazystudio, and Favicon Generator Online are indispensable allies in your digital toolbox.

So why wait? Start exploring these tools today and take your digital productivity to the next level

[voiceapisolutions]

How Enterprises Use Voice APIs for Call Routing and IVR Automation

Enterprises today handle thousands of customer calls every day. To manage these efficiently, many are turning to voice APIs. These tools help businesses automate call routing and interactive voice response (IVR) systems.

What Are Voice APIs?

Voice APIs are software interfaces that allow developers to build voice-calling features into apps or systems. These APIs can trigger actions like placing calls, receiving them, or converting speech to text. For enterprises, voice APIs make it easy to integrate intelligent call handling into their workflow.

Smarter Call Routing

Call routing directs incoming calls to the right agent or department. With voice APIs, this process becomes dynamic and rules based.

For example, a customer calling from a VIP number can be routed directly to a premium support team. APIs allow routing rules based on caller ID, time of day, location, or even previous interactions. This reduces wait times and improves customer satisfaction.

Automated IVR Systems

Interactive Voice Response (IVR) lets callers interact with a menu system using voice or keypad inputs. Traditional IVR systems are rigid and often frustrating.

Voice APIs enable smarter, more personalized IVR flows. Enterprises can design menus that adapt in real time. For instance, returning callers may hear different options based on their past issues. With speech recognition, users can speak naturally instead of pressing buttons.

Scalability and Flexibility

One major benefit of using voice API is scalability. Enterprises don’t need physical infrastructure to manage call volume. The cloud-based nature of voice APIs means businesses can handle spikes in calls without losing quality.

Also, changes to call flows can be made quickly. New routing rules or IVR scripts can be deployed without touching hardware. This agility is crucial in fast-moving industries.

Enhanced Analytics and Integration

Voice APIs also provide detailed data. Enterprises can track call duration, drop rates, wait times, and common IVR paths. This data helps optimize performance and identify pain points.

Moreover, APIs easily integrate with CRMs, ticketing systems, and analytics tools. This ensures a seamless connection between calls and other business processes.

Final Thoughts

Voice APIs are transforming how enterprises manage voice communications. From intelligent call routing to adaptive IVR systems, the benefits are clear. Enterprises that adopt these tools gain speed, efficiency, and better customer experience, and that too without a lot of effort.

[digitaldetoxworld]

Web to Mobile: Building Seamless Apps with .NET"

 .NET is a effective, flexible, and open-supply developer platform created with the aid of Microsoft. It enables the creation of a huge range of applications—from computing device to cellular, net, cloud, gaming, and IoT. Over the years, .NET has evolved substantially and has become one of the maximum extensively used frameworks inside the software improvement enterprise.

Dot Net Programming Language

A Brief History of .NET

The .NET Framework become first delivered through Microsoft in the early 2000s. The original cause turned into to offer a steady item-oriented programming surroundings regardless of whether code became stored and finished locally, remotely, or via the internet.

Over time, Microsoft developed .NET right into a cross-platform, open-supply framework. In 2016, Microsoft launched .NET Core, a modular, high-performance, cross-platform implementation of .NET. In 2020, the company unified all its .NET technologies beneath one umbrella with the discharge of .NET five, and later persisted with .NET 6, .NET 7, and past.

Today, the unified platform is actually called .NET, and it allows builders to build apps for Windows, macOS, Linux, iOS, Android, and greater using a single codebase.

Key Features of .NET

1. Cross-Platform Development

One of the maximum tremendous features of present day .NET (publish .NET Core) is its ability to run on a couple of platforms. Developers can construct and deploy apps on Windows, Linux, and macOS with out enhancing their codebases.

2. Multiple Language Support

.NET supports numerous programming languages, together with:

C# – the maximum extensively used language in .NET development

F# – a purposeful-first programming language

Visual Basic – an smooth-to-analyze language, regularly used in legacy programs

This multilingual capability allows developers to pick out the nice language for their precise use cases.

3. Extensive Library and Framework Support

.NET offers a comprehensive base magnificence library (BCL) and framework libraries that aid the whole lot from record studying/writing to XML manipulation, statistics get entry to, cryptography, and extra.

Four. ASP.NET for Web Development

ASP.NET is a part of the .NET platform specially designed for net improvement. ASP.NET Core, the cross-platform model, permits builders to build scalable internet APIs, dynamic web sites, and actual-time packages the usage of technology like SignalR.

5. Rich Development Environment

.NET integrates seamlessly with Visual Studio, one of the most function-wealthy integrated development environments (IDEs) available. Visual Studio offers capabilities together with IntelliSense, debugging tools, challenge templates, and code refactoring.

6. Performance and Scalability

.NET is thought for high performance and scalability, especially with its guide for asynchronous programming using async/wait for and its Just-In-Time (JIT) compilation.

7. Secure and Reliable

.NET presents sturdy safety features, including code get entry to security, role-based protection, and cryptography training. It also handles reminiscence management thru rubbish series, minimizing reminiscence leaks.

Common Applications Built with .NET

1. Web Applications

With ASP.NET Core, builders can create cutting-edge, scalable internet programs and RESTful APIs. Razor Pages and Blazor are technology within ASP.NET Core that help server-facet and purchaser-facet rendering.

2. Desktop Applications

Using Windows Forms or Windows Presentation Foundation (WPF), builders can build conventional computing device applications. .NET MAUI (Multi-platform App UI) now extends this functionality to move-platform computer and cellular programs.

3. Mobile Applications

Through Xamarin (now incorporated into .NET MAUI), developers can create native mobile applications for Android and iOS the usage of C#.

4. Cloud-Based Applications

.NET is nicely-acceptable for cloud development, in particular with Microsoft Azure. Developers can build cloud-local apps, serverless capabilities, and containerized microservices the usage of Docker and Kubernetes.

5. IoT Applications

.NET helps Internet of Things (IoT) development, allowing builders to construct applications that engage with sensors and gadgets.

6. Games

With the Unity sport engine, which helps C#, developers can use .NET languages to create 2D, three-D, AR, and VR games.

Components of .NET

1. .NET SDK

The Software Development Kit includes everything had to build and run .NET packages: compilers, libraries, and command-line tools.

2. CLR (Common Language Runtime)

It handles reminiscence control, exception managing, and rubbish collection.

Three. BCL (Base Class Library)

The BCL offers center functionalities including collections, record I/O, records kinds, and extra.

4. NuGet

NuGet is the package manager for .NET. It lets in builders to install, manage, and share libraries without problems.

Modern .NET Versions

.NET five (2020): Unified the .NET platform (Core + Framework)

.NET 7 (2022): Further overall performance enhancements and more desirable APIs

.NET 8 (2023): Continued attention on cloud-native, cellular, and web improvement

Advantages of Using .NET

Cross-platform assist – construct as soon as, run everywhere

Large developer network – widespread sources, libraries, and frameworks

Robust tooling – especially with Visual Studio and JetBrains Rider

Active improvement – backed by using Microsoft and open-source community

Challenges and Considerations

Learning curve – particularly for beginners due to its giant atmosphere

Legacy framework – older .NET Framework tasks aren't like minded with .NET Core or more recent variations without migration

Platform differences – sure APIs or libraries might also behave in a different way throughout operating systems

Getting Started with .NET

To begin growing with .NET:

Install the .NET SDK from the legitimate .NET internet site.

Create a new project: Use the dotnet new command or Visual Studio templates.

Write code: Develop your logic the usage of C#, F#, or VB.NET.

[joshinglis123]

How to Ensure Compliance with ZATCA Phase 2 Requirements

As Saudi Arabia pushes toward a more digitized and transparent tax system, the Zakat, Tax and Customs Authority (ZATCA) continues to roll out significant reforms. One of the most transformative changes has been the implementation of the electronic invoicing system. While Phase 1 marked the beginning of this journey, ZATCA Phase 2 brings a deeper level of integration and regulatory expectations.

If you’re a VAT-registered business in the Kingdom, this guide will help you understand exactly what’s required in Phase 2 and how to stay compliant without unnecessary complications. From understanding core mandates to implementing the right technology and training your staff, we’ll break down everything you need to know.

What Is ZATCA Phase 2?

ZATCA Phase 2 is the second stage of Saudi Arabia’s e-invoicing initiative. While Phase 1, which began in December 2021, focused on the generation of electronic invoices in a standard format, Phase 2 introduces integration with ZATCA’s system through its FATOORA platform.

Under Phase 2, businesses are expected to:

Generate invoices in a predefined XML format

Digitally sign them with a ZATCA-issued cryptographic stamp

Integrate their invoicing systems with ZATCA to transmit and validate invoices in real-time

The primary goal of Phase 2 is to enhance the transparency of commercial transactions, streamline tax enforcement, and reduce instances of fraud.

Who Must Comply?

Phase 2 requirements apply to all VAT-registered businesses operating in Saudi Arabia. However, the implementation is being rolled out in waves. Businesses are notified by ZATCA of their required compliance deadlines, typically with at least six months' notice.

Even if your business hasn't been selected for immediate implementation, it's crucial to prepare ahead of time. Early planning ensures a smoother transition and helps avoid last-minute issues.

Key Requirements for Compliance

Here’s a breakdown of the main technical and operational requirements under Phase 2.

1. Electronic Invoicing Format

Invoices must now be generated in XML format that adheres to ZATCA's technical specifications. These specifications cover:

Mandatory fields (buyer/seller details, invoice items, tax breakdown, etc.)

Invoice types (standard tax invoice for B2B, simplified for B2C)

Structure and tags required in the XML file

2. Digital Signature

Every invoice must be digitally signed using a cryptographic stamp. This stamp must be issued and registered through ZATCA’s portal. The digital signature ensures authenticity and protects against tampering.

3. Integration with ZATCA’s System

You must integrate your e-invoicing software with the FATOORA platform to submit invoices in real-time for validation and clearance. For standard invoices, clearance must be obtained before sharing them with your customers.

4. QR Code and UUID

Simplified invoices must include a QR code to facilitate easy validation, while all invoices should carry a UUID (Universally Unique Identifier) to ensure traceability.

5. Data Archiving

You must retain and archive your e-invoices in a secure digital format for at least six years, in accordance with Saudi tax law. These records must be accessible for audits or verification by ZATCA.

Step-by-Step Guide to Compliance

Meeting the requirements of ZATCA Phase 2 doesn’t have to be overwhelming. Follow these steps to ensure your business stays on track:

Step 1: Assess Your Current System

Evaluate whether your current accounting or invoicing solution can support XML invoice generation, digital signatures, and API integration. If not, consider:

Upgrading your system

Partnering with a ZATCA-certified solution provider

Using cloud-based software with built-in compliance features

Step 2: Understand Your Implementation Timeline

Once ZATCA notifies your business of its compliance date, mark it down and create a preparation plan. Typically, businesses receive at least six months’ notice.

During this time, you’ll need to:

Register with ZATCA’s e-invoicing platform

Complete cryptographic identity requests

Test your system integration

Step 3: Apply for Cryptographic Identity

To digitally sign your invoices, you'll need to register your system with ZATCA and obtain a cryptographic stamp identity. Your software provider or IT team should initiate this via ZATCA's portal.

Once registered, the digital certificate will allow your system to sign every outgoing invoice.

Step 4: Integrate with FATOORA

Using ZATCA’s provided API documentation, integrate your invoicing system with the FATOORA platform. This step enables real-time transmission and validation of e-invoices. Depending on your technical capacity, this may require support from a solution provider.

Make sure the system can:

Communicate securely over APIs

Handle rejected invoices

Log validation feedback

Step 5: Conduct Internal Testing

Use ZATCA’s sandbox environment to simulate invoice generation and transmission. This lets you identify and resolve:

Formatting issues

Signature errors

Connectivity problems

Testing ensures that when you go live, everything operates smoothly.

Step 6: Train Your Team

Compliance isn’t just about systems—it’s also about people. Train your finance, IT, and sales teams on how to:

Create compliant invoices

Troubleshoot validation errors

Understand QR codes and UUIDs

Respond to ZATCA notifications

Clear communication helps avoid user errors that could lead to non-compliance.

Step 7: Monitor and Improve

After implementation, continue to monitor your systems and processes. Track metrics like:

Invoice clearance success rates

Error logs

Feedback from ZATCA

This will help you make ongoing improvements and stay aligned with future regulatory updates.

Choosing the Right Solution Provider

If you don’t have in-house resources to build your own e-invoicing system, consider working with a ZATCA-approved provider. Look for partners that offer:

Pre-certified e-invoicing software

Full API integration with FATOORA

Support for cryptographic signatures

Real-time monitoring dashboards

Technical support and onboarding services

A reliable provider will save time, reduce costs, and minimize the risk of non-compliance.

Penalties for Non-Compliance

Failure to comply with ZATCA Phase 2 can result in financial penalties, legal action, or suspension of business activities. Penalties may include:

Fines for missing or incorrect invoice details

Penalties for not transmitting invoices in real-time

Legal scrutiny during audits

Being proactive is the best way to avoid these consequences.

Final Thoughts

As Saudi Arabia advances toward a fully digital economy, ZATCA Phase 2 is a significant milestone. It promotes tax fairness, increases transparency, and helps modernize the way businesses operate.

While the technical requirements may seem complex at first, a step-by-step approach—combined with the right technology and training—can make compliance straightforward. Whether you're preparing now or waiting for your official notification, don’t delay. Start planning early, choose a reliable system, and make sure your entire team is ready.

With proper preparation, compliance isn’t just possible—it’s an opportunity to modernize your business and build lasting trust with your customers and the government.

[ellagrace20]

Cloud Migration and Integration A Strategic Shift Toward Scalable Infrastructure

In today’s digital-first business environment, cloud computing is no longer just a technology trend—it’s a foundational element of enterprise strategy. As organizations seek greater agility, scalability, and cost-efficiency, cloud migration and integration have emerged as critical initiatives. However, transitioning to the cloud is far from a lift-and-shift process; it requires thoughtful planning, seamless integration, and a clear understanding of long-term business objectives.

What is Cloud Migration and Why Does It Matter

Cloud migration involves moving data, applications, and IT processes from on-premises infrastructure or legacy systems to cloud-based environments. These environments can be public, private, or hybrid, depending on the organization’s needs. While the move offers benefits such as cost reduction, improved performance, and on-demand scalability, the true value lies in enabling innovation through flexible technology infrastructure.

But migration is only the first step. Cloud integration—the process of configuring applications and systems to work cohesively within the cloud—is equally essential. Without integration, businesses may face operational silos, inconsistent data flows, and reduced productivity, undermining the very purpose of migration.

Key Considerations in Cloud Migration

A successful cloud migration depends on more than just transferring workloads. It involves analyzing current infrastructure, defining the desired end state, and selecting the right cloud model and service providers. Critical factors include:

Application suitability: Not all applications are cloud-ready. Some legacy systems may need reengineering or replacement.

Data governance: Moving sensitive data to the cloud demands a strong focus on compliance, encryption, and access controls.

Downtime management: Minimizing disruption during the migration process is essential for business continuity.

Security architecture: Ensuring that cloud environments are resilient against threats is a non-negotiable part of migration planning.

Integration for a Unified Ecosystem

Once in the cloud, seamless integration becomes the linchpin for realizing operational efficiency. Organizations must ensure that their applications, databases, and platforms communicate efficiently in real time. This includes integrating APIs, aligning with enterprise resource planning (ERP) systems, and enabling data exchange across multiple cloud platforms.

Hybrid and Multi-Cloud Strategies

Cloud strategies have evolved beyond single-provider solutions. Many organizations now adopt hybrid (combining on-premise and cloud infrastructure) or multi-cloud (using services from multiple cloud providers) approaches. While this enhances flexibility and avoids vendor lock-in, it adds complexity to integration and governance.

To address this, organizations need a unified approach to infrastructure orchestration, monitoring, and automation. Strong integration frameworks and middleware platforms become essential in stitching together a cohesive IT ecosystem.

Long-Term Value of Cloud Transformation

Cloud migration and integration are not one-time projects—they are ongoing transformations. As business needs evolve, cloud infrastructure must adapt through continuous optimization, cost management, and performance tuning.

Moreover, integrated cloud environments serve as the foundation for emerging technologies like artificial intelligence, data analytics, and Internet of Things (IoT), enabling businesses to innovate faster and more efficiently.

By treating cloud migration and integration as strategic investments rather than tactical moves, organizations position themselves to stay competitive, agile, and future-ready.

[govindhtech]

Google Cloud’s BigQuery Autonomous Data To AI Platform

BigQuery automates data analysis, transformation, and insight generation using AI. AI and natural language interaction simplify difficult operations.

The fast-paced world needs data access and a real-time data activation flywheel. Artificial intelligence that integrates directly into the data environment and works with intelligent agents is emerging. These catalysts open doors and enable self-directed, rapid action, which is vital for success. This flywheel uses Google's Data & AI Cloud to activate data in real time. BigQuery has five times more organisations than the two leading cloud providers that just offer data science and data warehousing solutions due to this emphasis.

Examples of top companies:

With BigQuery, Radisson Hotel Group enhanced campaign productivity by 50% and revenue by over 20% by fine-tuning the Gemini model.

By connecting over 170 data sources with BigQuery, Gordon Food Service established a scalable, modern, AI-ready data architecture. This improved real-time response to critical business demands, enabled complete analytics, boosted client usage of their ordering systems, and offered staff rapid insights while cutting costs and boosting market share.

J.B. Hunt is revolutionising logistics for shippers and carriers by integrating Databricks into BigQuery.

General Mills saves over $100 million using BigQuery and Vertex AI to give workers secure access to LLMs for structured and unstructured data searches.

Google Cloud is unveiling many new features with its autonomous data to AI platform powered by BigQuery and Looker, a unified, trustworthy, and conversational BI platform:

New assistive and agentic experiences based on your trusted data and available through BigQuery and Looker will make data scientists, data engineers, analysts, and business users' jobs simpler and faster.

Advanced analytics and data science acceleration: Along with seamless integration with real-time and open-source technologies, BigQuery AI-assisted notebooks improve data science workflows and BigQuery AI Query Engine provides fresh insights.

Autonomous data foundation: BigQuery can collect, manage, and orchestrate any data with its new autonomous features, which include native support for unstructured data processing and open data formats like Iceberg.

Look at each change in detail.

User-specific agents

It believes everyone should have AI. BigQuery and Looker made AI-powered helpful experiences generally available, but Google Cloud now offers specialised agents for all data chores, such as:

Data engineering agents integrated with BigQuery pipelines help create data pipelines, convert and enhance data, discover anomalies, and automate metadata development. These agents provide trustworthy data and replace time-consuming and repetitive tasks, enhancing data team productivity. Data engineers traditionally spend hours cleaning, processing, and confirming data.

The data science agent in Google's Colab notebook enables model development at every step. Scalable training, intelligent model selection, automated feature engineering, and faster iteration are possible. This agent lets data science teams focus on complex methods rather than data and infrastructure.

Looker conversational analytics lets everyone utilise natural language with data. Expanded capabilities provided with DeepMind let all users understand the agent's actions and easily resolve misconceptions by undertaking advanced analysis and explaining its logic. Looker's semantic layer boosts accuracy by two-thirds. The agent understands business language like “revenue” and “segments” and can compute metrics in real time, ensuring trustworthy, accurate, and relevant results. An API for conversational analytics is also being introduced to help developers integrate it into processes and apps.

In the BigQuery autonomous data to AI platform, Google Cloud introduced the BigQuery knowledge engine to power assistive and agentic experiences. It models data associations, suggests business vocabulary words, and creates metadata instantaneously using Gemini's table descriptions, query histories, and schema connections. This knowledge engine grounds AI and agents in business context, enabling semantic search across BigQuery and AI-powered data insights.

All customers may access Gemini-powered agentic and assistive experiences in BigQuery and Looker without add-ons in the existing price model tiers!

Accelerating data science and advanced analytics

BigQuery autonomous data to AI platform is revolutionising data science and analytics by enabling new AI-driven data science experiences and engines to manage complex data and provide real-time analytics.

First, AI improves BigQuery notebooks. It adds intelligent SQL cells to your notebook that can merge data sources, comprehend data context, and make code-writing suggestions. It also uses native exploratory analysis and visualisation capabilities for data exploration and peer collaboration. Data scientists can also schedule analyses and update insights. Google Cloud also lets you construct laptop-driven, dynamic, user-friendly, interactive data apps to share insights across the organisation.

This enhanced notebook experience is complemented by the BigQuery AI query engine for AI-driven analytics. This engine lets data scientists easily manage organised and unstructured data and add real-world context—not simply retrieve it. BigQuery AI co-processes SQL and Gemini, adding runtime verbal comprehension, reasoning skills, and real-world knowledge. Their new engine processes unstructured photographs and matches them to your product catalogue. This engine supports several use cases, including model enhancement, sophisticated segmentation, and new insights.

Additionally, it provides users with the most cloud-optimized open-source environment. Google Cloud for Apache Kafka enables real-time data pipelines for event sourcing, model scoring, communications, and analytics in BigQuery for serverless Apache Spark execution. Customers have almost doubled their serverless Spark use in the last year, and Google Cloud has upgraded this engine to handle data 2.7 times faster.

BigQuery lets data scientists utilise SQL, Spark, or foundation models on Google's serverless and scalable architecture to innovate faster without the challenges of traditional infrastructure.

An independent data foundation throughout data lifetime

An independent data foundation created for modern data complexity supports its advanced analytics engines and specialised agents. BigQuery is transforming the environment by making unstructured data first-class citizens. New platform features, such as orchestration for a variety of data workloads, autonomous and invisible governance, and open formats for flexibility, ensure that your data is always ready for data science or artificial intelligence issues. It does this while giving the best cost and decreasing operational overhead.

For many companies, unstructured data is their biggest untapped potential. Even while structured data provides analytical avenues, unique ideas in text, audio, video, and photographs are often underutilised and discovered in siloed systems. BigQuery instantly tackles this issue by making unstructured data a first-class citizen using multimodal tables (preview), which integrate structured data with rich, complex data types for unified querying and storage.

Google Cloud's expanded BigQuery governance enables data stewards and professionals a single perspective to manage discovery, classification, curation, quality, usage, and sharing, including automatic cataloguing and metadata production, to efficiently manage this large data estate. BigQuery continuous queries use SQL to analyse and act on streaming data regardless of format, ensuring timely insights from all your data streams.

Customers utilise Google's AI models in BigQuery for multimodal analysis 16 times more than last year, driven by advanced support for structured and unstructured multimodal data. BigQuery with Vertex AI are 8–16 times cheaper than independent data warehouse and AI solutions.

Google Cloud maintains open ecology. BigQuery tables for Apache Iceberg combine BigQuery's performance and integrated capabilities with the flexibility of an open data lakehouse to link Iceberg data to SQL, Spark, AI, and third-party engines in an open and interoperable fashion. This service provides adaptive and autonomous table management, high-performance streaming, auto-AI-generated insights, practically infinite serverless scalability, and improved governance. Cloud storage enables fail-safe features and centralised fine-grained access control management in their managed solution.

Finaly, AI platform autonomous data optimises. Scaling resources, managing workloads, and ensuring cost-effectiveness are its competencies. The new BigQuery spend commit unifies spending throughout BigQuery platform and allows flexibility in shifting spend across streaming, governance, data processing engines, and more, making purchase easier.

Start your data and AI adventure with BigQuery data migration. Google Cloud wants to know how you innovate with data.

[this-week-in-rust]

This Week in Rust 593

Hello and welcome to another issue of This Week in Rust! Rust is a programming language empowering everyone to build reliable and efficient software. This is a weekly summary of its progress and community. Want something mentioned? Tag us at @ThisWeekInRust on X (formerly Twitter) or @ThisWeekinRust on mastodon.social, or send us a pull request. Want to get involved? We love contributions.

This Week in Rust is openly developed on GitHub and archives can be viewed at this-week-in-rust.org. If you find any errors in this week's issue, please submit a PR.

Want TWIR in your inbox? Subscribe here.

Updates from Rust Community

Newsletters

The Embedded Rustacean Issue #42

This Week in Bevy - 2025-03-31

Project/Tooling Updates

Fjall 2.8

EtherCrab, the pure Rust EtherCAT MainDevice, version 0.6 released

A process for handling Rust code in the core kernel

api-version: axum middleware for header based version selection

SALT: a VS Code Extension, seeking participants in a study on Rust usabilty

Observations/Thoughts

Introducing Stringleton

Rust Any Part 3: Finally we have Upcasts

Towards fearless SIMD, 7 years later

LLDB's TypeSystems: An Unfinished Interface

Mutation Testing in Rust

Embedding shared objects in Rust

Rust Walkthroughs

Architecting and building medium-sized web services in Rust with Axum, SQLx and PostgreSQL

Solving the ABA Problem in Rust with Hazard Pointers

Building a CoAP application on Ariel OS

How to Optimize your Rust Program for Slowness: Write a Short Program That Finishes After the Universe Dies

Inside ScyllaDB Rust Driver 1.0: A Fully Async Shard-Aware CQL Driver Using Tokio

Building a search engine from scratch, in Rust: part 2

Introduction to Monoio: A High-Performance Rust Runtime

Getting started with Rust on Google Cloud

Miscellaneous

An AlphaStation's SROM

Real-World Verification of Software for Cryptographic Applications

Public mdBooks

[video] Networking in Bevy with ECS replication - Hennadii

[video] Intermediate Representations for Reactive Structures - Pete

Crate of the Week

This week's crate is candystore, a fast, persistent key-value store that does not require LSM or WALs.

Thanks to Tomer Filiba for the self-suggestion!

Please submit your suggestions and votes for next week!

Calls for Testing

An important step for RFC implementation is for people to experiment with the implementation and give feedback, especially before stabilization.

If you are a feature implementer and would like your RFC to appear in this list, add a call-for-testing label to your RFC along with a comment providing testing instructions and/or guidance on which aspect(s) of the feature need testing.

No calls for testing were issued this week by Rust, Rust language RFCs or Rustup.

Let us know if you would like your feature to be tracked as a part of this list.

Call for Participation; projects and speakers

CFP - Projects

Always wanted to contribute to open-source projects but did not know where to start? Every week we highlight some tasks from the Rust community for you to pick and get started!

Some of these tasks may also have mentors available, visit the task page for more information.

If you are a Rust project owner and are looking for contributors, please submit tasks here or through a PR to TWiR or by reaching out on X (formerly Twitter) or Mastodon!

CFP - Events

Are you a new or experienced speaker looking for a place to share something cool? This section highlights events that are being planned and are accepting submissions to join their event as a speaker.

* Rust Conf 2025 Call for Speakers | Closes 2025-04-29 11:59 PM PDT | Seattle, WA, US | 2025-09-02 - 2025-09-05

If you are an event organizer hoping to expand the reach of your event, please submit a link to the website through a PR to TWiR or by reaching out on X (formerly Twitter) or Mastodon!

Updates from the Rust Project

438 pull requests were merged in the last week

Compiler

allow defining opaques in statics and consts

avoid wrapping constant allocations in packed structs when not necessary

perform less decoding if it has the same syntax context

stabilize precise_capturing_in_traits

uplift clippy::invalid_null_ptr_usage lint as invalid_null_arguments

Library

allow spawning threads after TLS destruction

override PartialOrd methods for bool

simplify expansion for format_args!()

stabilize const_cell

Rustdoc

greatly simplify doctest parsing and information extraction

rearrange Item/ItemInner

Clippy

new lint: char_indices_as_byte_indices

add manual_dangling_ptr lint

respect #[expect] and #[allow] within function bodies for missing_panics_doc

do not make incomplete or invalid suggestions

do not warn about shadowing in a destructuring assigment

expand obfuscated_if_else to support {then(), then_some()}.unwrap_or_default()

fix the primary span of redundant_pub_crate when flagging nameless items

fix option_if_let_else suggestion when coercion requires explicit cast

fix unnested_or_patterns suggestion in let

make collapsible_if recognize the let_chains feature

make missing_const_for_fn operate on non-optimized MIR

more natural suggestions for cmp_owned

collapsible_if: prevent including preceeding whitespaces if line contains non blanks

properly handle expansion in single_match

validate paths in disallowed_* configurations

Rust-Analyzer

allow crate authors to control completion of their things

avoid relying on block_def_map() needlessly

fix debug sourceFileMap when using cppvsdbg

fix format_args lowering using wrong integer suffix

fix a bug in orphan rules calculation

fix panic in progress due to splitting unicode incorrectly

use medium durability for crate-graph changes, high for library source files

Rust Compiler Performance Triage

Positive week, with a lot of primary improvements and just a few secondary regressions. Single big regression got reverted.

Triage done by @panstromek. Revision range: 4510e86a..2ea33b59

Summary:

(instructions:u) mean range count Regressions ❌ (primary) - - 0 Regressions ❌ (secondary) 0.9% [0.2%, 1.5%] 17 Improvements ✅ (primary) -0.4% [-4.5%, -0.1%] 136 Improvements ✅ (secondary) -0.6% [-3.2%, -0.1%] 59 All ❌✅ (primary) -0.4% [-4.5%, -0.1%] 136

Full report here.

Approved RFCs

Changes to Rust follow the Rust RFC (request for comments) process. These are the RFCs that were approved for implementation this week:

No RFCs were approved this week.

Final Comment Period

Every week, the team announces the 'final comment period' for RFCs and key PRs which are reaching a decision. Express your opinions now.

Tracking Issues & PRs

Rust

Tracking Issue for slice::array_chunks

Stabilize cfg_boolean_literals

Promise array::from_fn is generated in order of increasing indices

Stabilize repr128

Stabilize naked_functions

Fix missing const for inherent pointer replace methods

Rust RFCs

core::marker::NoCell in bounds (previously known an [sic] Freeze)

Cargo,

Stabilize automatic garbage collection.

Other Areas

No Items entered Final Comment Period this week for Language Team, Language Reference or Unsafe Code Guidelines.

Let us know if you would like your PRs, Tracking Issues or RFCs to be tracked as a part of this list.

New and Updated RFCs

Allow &&, ||, and ! in cfg

Upcoming Events

Rusty Events between 2025-04-02 - 2025-04-30 🦀

Virtual

2025-04-02 | Virtual (Indianapolis, IN, US) | Indy Rust

Indy.rs - with Social Distancing

2025-04-03 | Virtual (Nürnberg, DE) | Rust Nurnberg DE

Rust Nürnberg online

2025-04-03 | Virtual | Ardan Labs

Communicate with Channels in Rust

2025-04-05 | Virtual (Kampala, UG) | Rust Circle Meetup

Rust Circle Meetup

2025-04-08 | Virtual (Dallas, TX, US) | Dallas Rust User Meetup

Second Tuesday

2025-04-10 | Virtual (Berlin, DE) | Rust Berlin

Rust Hack and Learn

2025-04-15 | Virtual (Washington, DC, US) | Rust DC

Mid-month Rustful

2025-04-16 | Virtual (Vancouver, BC, CA) | Vancouver Rust

Rust Study/Hack/Hang-out

2025-04-17 | Virtual and In-Person (Redmond, WA, US) | Seattle Rust User Group

April, 2025 SRUG (Seattle Rust User Group) Meetup

2025-04-22 | Virtual (Dallas, TX, US) | Dallas Rust User Meetup

Fourth Tuesday

2025-04-23 | Virtual (Cardiff, UK) | Rust and C++ Cardiff

**Beyond embedded - OS development in Rust **

2025-04-24 | Virtual (Berlin, DE) | Rust Berlin

Rust Hack and Learn

2025-04-24 | Virtual (Charlottesville, VA, US) | Charlottesville Rust Meetup

Part 2: Quantum Computers Can’t Rust-Proof This!"

Asia

2025-04-05 | Bangalore/Bengaluru, IN | Rust Bangalore

April 2025 Rustacean meetup

2025-04-22 | Tel Aviv-Yafo, IL | Rust 🦀 TLV

In person Rust April 2025 at Braavos in Tel Aviv in collaboration with StarkWare

Europe

2025-04-02 | Cambridge, UK | Cambridge Rust Meetup

Monthly Rust Meetup

2025-04-02 | Köln, DE | Rust Cologne

Rust in April: Rust Embedded, Show and Tell

2025-04-02 | München, DE | Rust Munich

Rust Munich 2025 / 1 - hybrid

2025-04-02 | Oxford, UK | Oxford Rust Meetup Group

Oxford Rust and C++ social

2025-04-02 | Stockholm, SE | Stockholm Rust

Rust Meetup @Funnel

2025-04-03 | Oslo, NO | Rust Oslo

Rust Hack'n'Learn at Kampen Bistro

2025-04-08 | Olomouc, CZ | Rust Moravia

3. Rust Moravia Meetup (Real Embedded Rust)

2025-04-09 | Girona, ES | Rust Girona

Rust Girona Hack & Learn 04 2025

2025-04-09 | Reading, UK | Reading Rust Workshop

Reading Rust Meetup

2025-04-10 | Karlsruhe, DE | Rust Hack & Learn Karlsruhe

Karlsruhe Rust Hack and Learn Meetup bei BlueYonder

2025-04-15 | Leipzig, DE | Rust - Modern Systems Programming in Leipzig

Topic TBD

2025-04-15 | London, UK | Women in Rust

WIR x WCC: Finding your voice in Tech

2025-04-19 | Istanbul, TR | Türkiye Rust Community

Rust Konf Türkiye

2025-04-23 | London, UK | London Rust Project Group

Fusing Python with Rust using raw C bindings

2025-04-24 | Aarhus, DK | Rust Aarhus

Talk Night at MFT Energy

2025-04-24 | Edinburgh, UK | Rust and Friends

Rust and Friends (evening pub)

2025-04-24 | Manchester, UK | Rust Manchester

Rust Manchester April Code Night

2025-04-25 | Edinburgh, UK | Rust and Friends

Rust and Friends (daytime coffee)

2025-04-29 | Paris, FR | Rust Paris

Rust meetup #76

North America

2025-04-03 | Chicago, IL, US | Chicago Rust Meetup

Rust Happy Hour

2025-04-03 | Montréal, QC, CA | Rust Montréal

April Monthly Social

2025-04-03 | Saint Louis, MO, US | STL Rust

icu4x - resource-constrained internationalization (i18n)

2025-04-06 | Boston, MA, US | Boston Rust Meetup

Kendall Rust Lunch, Apr 6

2025-04-08 | New York, NY, US | Rust NYC

Rust NYC: Building a full-text search Postgres extension in Rust

2025-04-10 | Portland, OR, US | PDXRust

TetaNES: A Vaccination for Rust—No Needle, Just the Borrow Checker

2025-04-14 | Boston, MA, US | Boston Rust Meetup

Coolidge Corner Brookline Rust Lunch, Apr 14

2025-04-17 | Nashville, TN, US | Music City Rust Developers

Using Rust For Web Series 1 : Why HTMX Is Bad

2025-04-17 | Redmond, WA, US | Seattle Rust User Group

April, 2025 SRUG (Seattle Rust User Group) Meetup

2025-04-23 | Austin, TX, US | Rust ATX

Rust Lunch - Fareground

2025-04-25 | Boston, MA, US | Boston Rust Meetup

Ball Square Rust Lunch, Apr 25

Oceania

2025-04-09 | Sydney, NS, AU | Rust Sydney

Crab 🦀 X 🕳️🐇

2025-04-14 | Christchurch, NZ | Christchurch Rust Meetup Group

Christchurch Rust Meetup

2025-04-22 | Barton, AC, AU | Canberra Rust User Group

April Meetup

South America

2025-04-03 | Buenos Aires, AR | Rust en Español

Abril - Lambdas y más!

If you are running a Rust event please add it to the calendar to get it mentioned here. Please remember to add a link to the event too. Email the Rust Community Team for access.

Jobs

Please see the latest Who's Hiring thread on r/rust

Quote of the Week

If you write a bug in your Rust program, Rust doesn’t blame you. Rust asks “how could the compiler have spotted that bug”.

– Ian Jackson blogging about Rust

Despite a lack of suggestions, llogiq is quite pleased with his choice.

Please submit quotes and vote for next week!

This Week in Rust is edited by: nellshamrell, llogiq, cdmistman, ericseppanen, extrawurst, U007D, joelmarcey, mariannegoldin, bennyvasquez, bdillo

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Discuss on r/rust