#network throughput

[essayboardorg]

Why Adding a Capable Switch to Your Network Can Be Awesome (With Real-World Examples)

[govindhtech]

Tech Breakdown: What Is a SuperNIC? Get the Inside Scoop!

The most recent development in the rapidly evolving digital realm is generative AI. A relatively new phrase, SuperNIC, is one of the revolutionary inventions that makes it feasible.

Describe a SuperNIC

On order to accelerate hyperscale AI workloads on Ethernet-based clouds, a new family of network accelerators called SuperNIC was created. With remote direct memory access (RDMA) over converged Ethernet (RoCE) technology, it offers extremely rapid network connectivity for GPU-to-GPU communication, with throughputs of up to 400Gb/s.

SuperNICs incorporate the following special qualities:

Ensuring that data packets are received and processed in the same sequence as they were originally delivered through high-speed packet reordering. This keeps the data flow’s sequential integrity intact.

In order to regulate and prevent congestion in AI networks, advanced congestion management uses network-aware algorithms and real-time telemetry data.

In AI cloud data centers, programmable computation on the input/output (I/O) channel facilitates network architecture adaptation and extension.

Low-profile, power-efficient architecture that effectively handles AI workloads under power-constrained budgets.

Optimization for full-stack AI, encompassing system software, communication libraries, application frameworks, networking, computing, and storage.

Recently, NVIDIA revealed the first SuperNIC in the world designed specifically for AI computing, built on the BlueField-3 networking architecture. It is a component of the NVIDIA Spectrum-X platform, which allows for smooth integration with the Ethernet switch system Spectrum-4.

The NVIDIA Spectrum-4 switch system and BlueField-3 SuperNIC work together to provide an accelerated computing fabric that is optimized for AI applications. Spectrum-X outperforms conventional Ethernet settings by continuously delivering high levels of network efficiency.

Yael Shenhav, vice president of DPU and NIC products at NVIDIA, stated, “In a world where AI is driving the next wave of technological innovation, the BlueField-3 SuperNIC is a vital cog in the machinery.” “SuperNICs are essential components for enabling the future of AI computing because they guarantee that your AI workloads are executed with efficiency and speed.”

The Changing Environment of Networking and AI

Large language models and generative AI are causing a seismic change in the area of artificial intelligence. These potent technologies have opened up new avenues and made it possible for computers to perform new functions.

GPU-accelerated computing plays a critical role in the development of AI by processing massive amounts of data, training huge AI models, and enabling real-time inference. While this increased computing capacity has created opportunities, Ethernet cloud networks have also been put to the test.

The internet’s foundational technology, traditional Ethernet, was designed to link loosely connected applications and provide wide compatibility. The complex computational requirements of contemporary AI workloads, which include quickly transferring large amounts of data, closely linked parallel processing, and unusual communication patterns all of which call for optimal network connectivity were not intended for it.

Basic network interface cards (NICs) were created with interoperability, universal data transfer, and general-purpose computing in mind. They were never intended to handle the special difficulties brought on by the high processing demands of AI applications.

The necessary characteristics and capabilities for effective data transmission, low latency, and the predictable performance required for AI activities are absent from standard NICs. In contrast, SuperNICs are designed specifically for contemporary AI workloads.

Benefits of SuperNICs in AI Computing Environments

Data processing units (DPUs) are capable of high throughput, low latency network connectivity, and many other sophisticated characteristics. DPUs have become more and more common in the field of cloud computing since its launch in 2020, mostly because of their ability to separate, speed up, and offload computation from data center hardware.

SuperNICs and DPUs both have many characteristics and functions in common, however SuperNICs are specially designed to speed up networks for artificial intelligence.

The performance of distributed AI training and inference communication flows is highly dependent on the availability of network capacity. Known for their elegant designs, SuperNICs scale better than DPUs and may provide an astounding 400Gb/s of network bandwidth per GPU.

When GPUs and SuperNICs are matched 1:1 in a system, AI workload efficiency may be greatly increased, resulting in higher productivity and better business outcomes.

SuperNICs are only intended to speed up networking for cloud computing with artificial intelligence. As a result, it uses less processing power than a DPU, which needs a lot of processing power to offload programs from a host CPU.

Less power usage results from the decreased computation needs, which is especially important in systems with up to eight SuperNICs.

One of the SuperNIC’s other unique selling points is its specialized AI networking capabilities. It provides optimal congestion control, adaptive routing, and out-of-order packet handling when tightly connected with an AI-optimized NVIDIA Spectrum-4 switch. Ethernet AI cloud settings are accelerated by these cutting-edge technologies.

Transforming cloud computing with AI

The NVIDIA BlueField-3 SuperNIC is essential for AI-ready infrastructure because of its many advantages.

Maximum efficiency for AI workloads: The BlueField-3 SuperNIC is perfect for AI workloads since it was designed specifically for network-intensive, massively parallel computing. It guarantees bottleneck-free, efficient operation of AI activities.

Performance that is consistent and predictable: The BlueField-3 SuperNIC makes sure that each job and tenant in multi-tenant data centers, where many jobs are executed concurrently, is isolated, predictable, and unaffected by other network operations.

Secure multi-tenant cloud infrastructure: Data centers that handle sensitive data place a high premium on security. High security levels are maintained by the BlueField-3 SuperNIC, allowing different tenants to cohabit with separate data and processing.

Broad network infrastructure: The BlueField-3 SuperNIC is very versatile and can be easily adjusted to meet a wide range of different network infrastructure requirements.

Wide compatibility with server manufacturers: The BlueField-3 SuperNIC integrates easily with the majority of enterprise-class servers without using an excessive amount of power in data centers.

[ms-demeanor]

Oh man. Now I'm crying.

I'm very comfortable setting hardware standards for desktops and laptops, I'm very comfortable sourcing servers and getting the parts and software that they need to be configured, I am *not* comfortable being asked to build tech infrastructure to meet the clients' needs when I'm not familiar with their networks, business, or utilization.

That IS an unreasonable thing to have assigned to me and no wonder I kept getting stressed out looking at those tickets.

Anyway I have now messaged my coworker (former VP of operations at old job who is now one of our very few level three techs and who is the supervisor of our new networking team) "hello! I need help! please help me I can't quote these alone" and I'm crying and I feel much better.

What a stupid way to get catharsis.

(the firewall is not just the firewall! you have to consider throughput and what APs it will be networked with and ease of use for the consultants and cost of licenses over multiple years - will this be compatible with their setup? I literally don't have the first clue how to figure that out and I don't want to be the one who recommends a piece of hardware that means they have to replace three other pieces of hardware because I didn't know it didn't support some standard or another! That is a job for someone who is actually technical!)

[sexhaver]

watching both ImKibitz and DoshDoshington is kind of amusing because the former is very much angled towards people who are not necessarily engineers and just want to watch letsplays so he'll say stuff like "okay guys, i know this sounds crazy, but if you set up your production lines right, you can convert 1 crude oil to 3 rubber! let's spend the next 20 minutes going over the minutiae of this layout in part 17 of my 30-part playthrough" whereas the latter is like "i was having throughput issues, so i quickly slapped together a global rail network with safe high-speed intersections and signals indicating which stations are running low. anyways join me next playthrough where i beat the game when every biter starts with my IP address and a cruise missile"

[utopicwork]

Out of curiousity, what would putting a website on piermesh be like / entail...?

If the regular web can be accessed as well, how is a piermesh-specific site different?

Apologies if I'm misunderstanding, I'm only just getting into programming / web dev :]

First, just for anyone interested: a site on PierMesh is called a Catch for themeing reasons

More to the point, at the moment putting a website on PierMesh is just:

Make sure all your content is inlined to one html page

Copy paste the code into the web client

Sharing the link to your page

The difference between a regular site and a PierMesh site at the moment to a normal web dev is mainly that you have more freedom in setting your link (any utf-8 characters are allowed) and that we ask that PierMesh sites be lightweight. But there's a lot more coming, WASM (WebAssembly) based site logic enabling Rust and Python based sites, cdn like site duplication across (operator*) nodes for faster access and distributed indexing to name a few. Also typically a PierMesh site will load faster, maintain more features and will be more reliable on PierMesh then a normal site because the Hopper/proxying functionality just scrapes the page and provides that to you (though it does automatically inline some content) which can be heavy on the PierMesh network and have buggy JS interactions depending on the site.

Tumblr refuses to let me start a line with an asterisk without turning it into a bullet point so the detail here on the operator note is that operator nodes are intended to be more static, higher throughput nodes as opposed to a single user setup.

Thanks for the question, let me know if you have any follow ups

[network-rail]

maglev?

the main thing maglevs are actually useful for is as a capacity upgrade from high speed rail – you build your normal trains first, then once that is at capacity, you build high speed rail, then once that is at capacity, that's when you consider building a maglev (for instance, the Chūō Shinkansen). otherwise, maglevs aren't really that useful – they're way more expensive than high speed rail and for not much benefit, so you'd really only build one if you already had high speed rail and needed more.

we here at network rail have no plans to build any maglevs, since here in britain we don't have enough high speed rail to justify it (HS2 was meant to be a capacity upgrade for the west coast main line, a maglev would have had to be a capacity upgrade for HS2 once that started to become crowded but given its current state there won't be any maglevs in britain any time soon)

in summary: since high speed rail is essentially a capacity upgrade (faster trains means you can run trains more often/higher throughput), making the trains go even faster is also a capacity upgrade. however, maglevs are so expensive that there's no reason to build one over normal high speed rail unless you already have that and need just one more train, bro

[eccentric-nucleus]

i played some 'tavern master' and it really makes me think about how the vast majority of 'sim' games are just logistics simulators. this is a game about how to structure your tavern throughput to get your waitresses to efficiently take orders & bus tables. it's entirely about 'last mile' distribution of beverages and food. this makes how it totally doesn't care about anything before the last mile. click on a barrel and click 'refill' to instantly refill a barrel at any time. ditto with food supplies. but maybe the devs don't realize the game is all about waitress logistics because there's not actually any way to assign them to specific zones

when i was playing per aspera it was likewise very funny that a game all about constructing mines on mars didn't have any kind of dedicated shipment infrastructure. sorry, you can't make a train. it all has to be ad-hoc rover drone networks. you can make a 'hyperloop', though.

the source of the humor here is that... in real life so much of everything is logistics. empires have risen and fallen based on their ability to move things around. moving things from place to place is like 80% of all economic activity. i mean, i guess nearly 100% if you factor in how you can't really do anything with anything unless you have it, physically. video games are traditionally not very good at logistics mechanics unless they really wanna commit and be A Game About Logistics Management, because there's not really a lot of ways to high-fantasy up grain transport or w/e. (and the games that are all about logistics, like, transport tycoon or w/e, are usually still using very gamified mechanics like "you get paid more the quicker your deliveries are", which maybe makes sense for like, produce, but less sense for like, iron ore)

this was also kinda a big issue with uhhh endzone. that was a game where it was very easy for your logistics systems to collapse under their own weight. it's a very common failure mode in a lot of games: you get some bottleneck that doesn't get resolved and you don't realize until your entire manufacturing web collapses, and that's partially player error but also partially the game maybe not fully realizing how critical logistics management is to the game & giving the player tools to control that with the necessary fidelity over large systems

[panashifzco]

The Strategic Role of Check-in Kiosks in Military Airport Terminals

Military airport terminals operate under heightened security and efficiency demands compared to their commercial counterparts. These facilities not only handle routine transport of service members but also play crucial roles in logistics, emergency deployments, and diplomatic missions. In such high-stakes environments, even minor inefficiencies or security lapses can have significant consequences.

To meet these challenges, many military terminals are turning to check-in kiosk technology—automated, self-service systems that streamline passenger processing and improve terminal security. These kiosks, equipped with advanced features such as biometric scanning, real-time data synchronization, and user-friendly interfaces, are reshaping the operational landscape of military air travel. In this blog, we explore how kiosk technology enhances security, boosts efficiency, improves user experience, and supports long-term cost-effectiveness and emergency readiness in military airport terminals.

Enhancing Security Protocols with Check-in Kiosks

Security is paramount in military environments, and check-in kiosks significantly contribute to strengthening existing protocols. These kiosks do more than expedite the check-in process—they integrate seamlessly with military-grade security systems to ensure rigorous identity verification and real-time data updates.

Biometric Integration for Identity Verification

One of the standout features of military check-in kiosks is biometric integration. Fingerprint scans, iris recognition, and facial recognition ensure that only authorized personnel gain access to secured areas. These systems eliminate the risks associated with lost or forged ID cards and allow for multi-factor authentication, which is critical in sensitive operations.

Biometric data is instantly matched against military personnel databases and watchlists, providing a higher level of accuracy and preventing unauthorized access. The process is not only secure but also faster and less intrusive than traditional methods, offering a seamless experience for users.

Real-Time Data Synchronization with Security Networks

Check-in kiosks in military terminals are linked to centralized security networks, allowing for real-time synchronization of data. When a service member checks in, their identity, assignment, and travel itinerary are cross-verified with military systems to detect inconsistencies or threats.

This instant communication enhances threat detection and tracking capabilities, allowing security personnel to respond swiftly to anomalies. Furthermore, in the event of a security breach, kiosks provide critical logs and timestamps to aid investigation and resolution.

Increasing Operational Efficiency in Terminal Management

Military terminals operate around tight schedules and high throughput. By automating check-in procedures, kiosks alleviate common bottlenecks and enhance operational efficiency.

Automated Boarding Pass and ID Issuance

Traditional check-in desks involve manual data entry and document verification, which can slow down the boarding process. In contrast, automated kiosks issue boarding passes and temporary access credentials within seconds, drastically reducing processing time.

Kiosks can print, scan, and digitally store documentation, minimizing the likelihood of human error. This not only improves accuracy but also enhances compliance with standardized military travel protocols.

Reduced Staff Workload and Resource Allocation

By handling repetitive check-in tasks, kiosks free up human resources for more critical responsibilities. Personnel previously tied to desk duties can be reassigned to areas such as tactical operations, logistics support, or passenger assistance.

This optimized resource allocation ensures that the terminal functions more smoothly, even during peak hours or large-scale deployments. It also reduces the risk of operational delays, contributing to overall mission readiness.

Improving User Experience for Military Personnel and Visitors

Ease of use is crucial in high-pressure environments. Military check-in kiosks are designed with user-centric interfaces, ensuring accessibility for all users, including service members, dependents, and visitors.

Multilingual Support and Accessibility Features

Military airports cater to diverse users from various linguistic and cultural backgrounds. Kiosks equipped with multilingual options ensure that language barriers do not impede check-in or access.

Moreover, features such as voice commands, screen magnification, and wheelchair-accessible interfaces make these kiosks usable for individuals with disabilities. This commitment to inclusivity aligns with military values and enhances the overall user experience.

24/7 Availability and Minimizing Congestion

Unlike staffed check-in counters, kiosks offer uninterrupted service around the clock. This is especially beneficial in military operations where flights and deployments can occur at odd hours or on short notice.

By distributing the check-in load across multiple kiosks, these systems minimize terminal congestion, allowing for smoother passenger flow and reduced wait times. This is particularly valuable during mobilizations, drills, or emergency evacuations.

Cost-Effectiveness and Long-Term Savings

Implementing kiosk systems in military terminals requires upfront investment, but the long-term financial benefits make a compelling case for adoption.

Reduction in Manual Processing Costs

Kiosks reduce the need for manual data entry, paper forms, and physical staffing, all of which incur recurring costs. Digital processes streamline administrative workflows and lower the chances of clerical errors, which can be costly and time-consuming to fix.

In addition, kiosks help reduce the environmental footprint of military operations by minimizing paper use—a growing priority in defense logistics.

Scalability to Meet Future Demands

Modern kiosk systems are built with modular and scalable designs, allowing for future upgrades without major overhauls. As military travel protocols evolve, new software features or hardware modules (e.g., upgraded biometric sensors or contactless payment capabilities) can be easily integrated.

This future-proofing makes kiosk systems a strategic investment, capable of adapting to shifting operational needs and technological advancements.

Supporting Emergency and Contingency Operations

Military terminals must remain operational under all circumstances, including crises. Kiosks offer resilience and flexibility during emergencies, supporting both evacuation and redeployment efforts.

Rapid Reconfiguration for Emergency Protocols

In the event of a crisis—whether it’s a natural disaster, base lockdown, or global conflict—check-in kiosks can be rapidly reprogrammed to follow new protocols. For example, they can be configured to prioritize certain personnel categories, enable emergency passes, or facilitate health screenings during pandemics.

This capability allows terminals to maintain order and operational continuity, even in high-stress environments.

Reliable Communication Channels for Critical Updates

During emergencies, timely and accurate communication is essential. Kiosks can function as broadcast hubs, displaying critical alerts, evacuation routes, or mission updates directly on the screen.

Some systems can also send automated SMS or email updates to personnel, ensuring that everyone receives the necessary information regardless of their physical location within the terminal. This functionality is invaluable during fast-moving operations where traditional communication lines may be overloaded or unavailable.

Conclusion

Check-in kiosks are no longer just a convenience feature—they are a strategic asset in military airport terminals. From strengthening security with biometric authentication and real-time data sync, to improving operational efficiency and delivering a seamless user experience, kiosks represent a significant leap forward in military logistics technology.

They not only reduce costs and optimize personnel usage, but also enhance readiness and resilience during emergencies. With scalable architectures and support for the latest security features, kiosk systems are well-positioned to meet the future demands of military air transport.

For defense organizations aiming to modernize their infrastructure and improve mission efficiency, adopting kiosk technology is not just an option—it’s a mission-critical necessity.

[solieum]

Solieum Emerges as Solana’s Next-Gen Layer 2 Solution, Promising Unmatched Speed and Scale

The Solana ecosystem is on the cusp of a transformative leap forward with the upcoming launch of Solieum, a cutting-edge Layer 2 protocol designed to supercharge the blockchain’s already impressive performance. Positioned to address Solana’s scalability challenges during peak demand, Solieum is generating buzz in the crypto community as a game-changer for decentralized finance (DeFi), gaming, and Web3 applications.

A Response to Solana’s Growing Pains

Solana has long been celebrated for its high throughput and low-cost transactions, processing thousands of transactions per second and boasting a total value locked (TVL) of $10.9 billion, surpassing the entire Ethereum Layer 2 ecosystem. However, as the network’s popularity has surged — fueled by meme coins, DeFi projects, and platforms like Pump.fun — congestion during high-traffic periods has exposed scalability limitations, leading to delays and occasional downtime.

Solieum steps into this gap as Solana’s next-generation Layer 2 solution, engineered to enhance the network’s endurance without compromising its core strengths: speed, affordability, and user experience. Unlike Ethereum’s Layer 2s, which primarily address high gas fees, Solieum focuses on managing Solana’s growing waves of activity, ensuring seamless performance under real-world pressure.

What is Solieum?

Solieum is a Layer 2 protocol built to elevate Solana’s capabilities by processing transactions off-chain before committing them to the main network. This approach reduces congestion, lowers fees, and minimizes downtime, making it ideal for high-volume use cases like DeFi, GameFi, and meme coin trading. By leveraging advanced technologies, Solieum aims to deliver:

Infinite Scalability: Handling massive transaction volumes without sacrificing speed.

Zero Downtime: Ensuring continuous operation, even during network stress.

Multi-Chain Interoperability: Operating across Solana and potentially Ethereum, adding a layer of utility for developers and users.

The project’s whitepaper, set to be released soon, promises to outline a roadmap for redefining Solana’s edge in the blockchain space. According to recent posts on X, Solieum is “forged to disrupt limits” and is poised to “rewrite the rules” of Layer 2 solutions.

Momentum Building Ahead of Launch

Solieum’s pre-launch buzz is palpable, with the project nearing its debut. The crypto community is closely watching as Solieum prepares to unveil its infrastructure, which includes a block explorer to boost transparency and long-term upgrades for scalability and network incentives.

Recent posts on X highlight Solieum’s ambition to “unlock a brighter, faster blockchain era” and position it as a cornerstone of the Web3 landscape. The project’s focus on speed, scale, and innovation has drawn comparisons to other Layer 2 solutions like Solaxy, which raised over $34 million in its presale, signaling strong investor confidence in Solana-based scaling solutions.

Why Solieum Matters

As Solana continues to outperform competitors in DeFi metrics — generating $50 million in weekly dApp revenue and eyeing a price target of $300 — its need for robust scaling solutions has never been more critical. Solieum’s arrival could solidify Solana’s position as a leading blockchain for developers and users, particularly in high-throughput sectors.

By addressing network bottlenecks and enhancing interoperability, Solieum is poised to attract developers building next-gen dApps and investors seeking exposure to Solana’s growth. Its multi-chain approach also opens doors for cross-ecosystem collaboration, potentially bridging Solana and Ethereum communities.

Looking Ahead

With its launch on the horizon, Solieum is shaping up to be a pivotal development for Solana’s ecosystem. The project’s emphasis on scalability, reliability, and innovation aligns with the broader trend of Layer 2 solutions driving blockchain adoption. As the whitepaper drop and launch approach, all eyes are on Solieum to deliver on its promise of a “faster, smarter decentralized future.”

For those eager to stay updated, Solieum’s official channels on X and its website (solieum.com) offer the latest insights into its progress. As the countdown to launch continues, Solieum is ready to make waves in the blockchain world, proving that Solana’s best days are yet to come.

Disclaimer: This article is for informational purposes only and does not constitute investment advice. Cryptocurrency investments carry high risks, and readers should conduct their own research before participating in any project.

[onewaveofficial]

EVM Compatible Blockchain 2025: The Backbone of Web3 Scalability & Innovation

As the Web3 ecosystem matures, 2025 is shaping up to be a transformative year, especially for EVM-compatible blockchains. These Ethereum Virtual Machine (EVM) compatible networks are no longer just Ethereum alternatives; they are becoming the foundation for a more connected, scalable, and user-friendly decentralized internet.

If you’re a developer, investor, or blockchain enthusiast, understanding the rise of EVM-compatible blockchains in 2025 could be the edge you need to stay ahead.

What is an EVM-compatible blockchain?

An EVM compatible blockchain is a blockchain that can run smart contracts and decentralized applications (dApps) originally built for Ethereum. These networks use the same codebase (Solidity or Vyper), making it easier to port or replicate Ethereum-based applications across different chains.

Think of it as the “Android of blockchain” — a flexible operating system that lets developers deploy applications without needing to rebuild from scratch

Why 2025 is the Breakout Year for EVM Compatible Blockchain?

1. Scalability & Speed Are No Longer Optional

In 2025, network congestion and high gas fees are still major pain points on Ethereum. EVM compatible blockchains like Polygon, BNB Chain, Avalanche, Lycan, and the emerging Wave Blockchain are providing faster throughput and significantly lower transaction costs. This allows dApps to scale without compromising performance or user experience.

2. Interoperability Becomes a Standard

Web3 is no longer about isolated blockchains. In 2025, cross-chain bridges and multichain apps are the norm. EVM compatible blockchains are leading this interoperability movement, enabling seamless asset transfers and data sharing between chains — without sacrificing security or decentralization.

3. DeFi, NFTs, and Gaming Demand EVM Compatibility

Whether it’s a DeFi protocol like Uniswap, an NFT marketplace, or a Web3 game, developers want platforms that support quick deployment, lower fees, and a large user base. EVM compatible blockchains offer all three. That’s why platforms like OneWave, a next-gen multichain ecosystem, are being natively built on EVM-compatible infrastructure to unlock full utility across DeFi, NFTs, GameFi, and beyond.

Key Benefits of Using an EVM Compatible Blockchain in 2025

Lower Development Costs: Developers can reuse Ethereum-based code, tools, and libraries.

Wider Audience Reach: Most wallets like MetaMask, and protocols support EVM chains out of the box.

Cross-Platform Utility: Launch on one chain, expand to others seamlessly.

Greater Liquidity & Ecosystem Integration: Easier to tap into existing DeFi liquidity pools and NFT communities.

The Future Outlook: What Comes Next?

As of 2025, the trend is clear: dApps will prefer chains that are fast, cheap, and EVM compatible. Ethereum’s dominance is no longer enough to guarantee loyalty. Instead, flexibility and performance are king.

With the rise of modular architectures, Layer 2s, and zkEVM rollups, the EVM ecosystem is expanding at an unprecedented pace. EVM compatibility isn’t just a feature anymore — it’s a requirement.

For more visit: www.onewave.app

[johndjwan]

800G OSFP - Optical Transceivers -Fibrecross

800G OSFP and QSFP-DD transceiver modules are high-speed optical solutions designed to meet the growing demand for bandwidth in modern networks, particularly in AI data centers, enterprise networks, and service provider environments. These modules support data rates of 800 gigabits per second (Gbps), making them ideal for applications requiring high performance, high density, and low latency, such as cloud computing, high-performance computing (HPC), and large-scale data transmission.

Key Features

OSFP (Octal Small Form-Factor Pluggable):

Features 8 electrical lanes, each capable of 100 Gbps using PAM4 modulation, achieving a total of 800 Gbps.

Larger form factor compared to QSFP-DD, allowing better heat dissipation (up to 15W thermal capacity) and support for future scalability (e.g., 1.6T).

Commonly used in data centers and HPC due to its robust thermal design and higher power handling.

QSFP-DD (Quad Small Form-Factor Pluggable Double Density):

Also uses 8 lanes at 100 Gbps each for 800 Gbps total throughput.

Smaller and more compact than OSFP, with a thermal capacity of 7-12W, making it more energy-efficient.

Backward compatible with earlier QSFP modules (e.g., QSFP28, QSFP56), enabling seamless upgrades in existing infrastructure.

Applications

Both form factors are tailored for:

AI Data Centers: Handle massive data flows for machine learning and AI workloads.

Enterprise Networks: Support high-speed connectivity for business-critical applications.

Service Provider Networks: Enable scalable, high-bandwidth solutions for telecom and cloud services.

Differences

Size and Thermal Management: OSFP’s larger size supports better cooling, ideal for high-power scenarios, while QSFP-DD’s compact design suits high-density deployments.

Compatibility: QSFP-DD offers backward compatibility, reducing upgrade costs, whereas OSFP often requires new hardware.

Use Cases: QSFP-DD is widely adopted in Ethernet-focused environments, while OSFP excels in broader applications, including InfiniBand and HPC.

Availability

Companies like Fibrecross,FS.com, and Cisco offer a range of 800G OSFP and QSFP-DD modules, supporting various transmission distances (e.g., 100m for SR8, 2km for FR4, 10km for LR4) over multimode or single-mode fiber. These modules are hot-swappable, high-performance, and often come with features like low latency and high bandwidth density.

For specific needs—such as short-range (SR) or long-range (LR) transmission—choosing between OSFP and QSFP-DD depends on your infrastructure, power requirements, and future scalability plans. Would you like more details on a particular module type or application?

[materialsscienceandengineering]

New 3D printing technique integrates electronics into microchannels to create flexible, stretchable microfluidic devices

The transition from traditional 2D to 3D microfluidic structures is a significant advancement in microfluidics, offering benefits in scientific and industrial applications. These 3D systems improve throughput through parallel operation, and soft elastomeric networks, when filled with conductive materials like liquid metal, allowing for the integration of microfluidics and electronics. However, traditional methods such as soft lithography fabrication which requires cleanroom facilities have limitations in achieving fully automated 3D interconnected microchannels. The manual procedures involved in these methods, including polydimethylsiloxane (PDMS) molding and layer-to-layer alignment, hinder the automation potential of microfluidic device production. 3D printing is a promising alternative to traditional microfluidic fabrication methods. Photopolymerization techniques like stereolithography apparatus (SLA) and digital light processing (DLP) enable the creation of complex microchannels.

Read more.

[crypto-badger]

Official Trump’s Signature ($OTS): A Bold Addition to the Meme Coin Revolution

Overview

Official Trump’s Signature ($OTS) is a meme coin inspired by the unmistakable signature of Donald Trump. By blending humor, creativity, and blockchain innovation, $OTS seeks to unite a dedicated community of enthusiasts who want more than just another cryptocurrency. The project offers a unique, engaging experience, aiming to become a driving force in the rapidly evolving meme coin landscape.

Key Features

Distinctive Branding Drawing on the bold, instantly recognizable style of Trump’s signature, $OTS stands out in a market crowded with conventional projects. This thematic approach underscores the coin’s commitment to originality and offers holders a conversation-starting token with strong visual appeal.

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Community-Centric Approach $OTS values the power of collective support. By fostering an inclusive and dynamic environment, the project encourages active participation, feedback, and collaboration from its members. Through transparent communication channels and regular updates, $OTS strives to build and maintain trust among its community.

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2. Blockchain Innovation As a meme coin operating on the Solana blockchain, $OTS capitalizes on low transaction fees and high throughput. This technical foundation aims to streamline user experiences, making it easier for newcomers and seasoned investors alike to trade, transact, and participate in the project’s growth.

3. Engaging and Fun Beyond the potential for financial gains, $OTS provides a platform for imaginative discussions, meme sharing, and community-driven events. This entertaining approach is designed to keep participants engaged and eager to see what comes next.

4. Transparent Roadmap $OTS plans to roll out future developments that enhance both utility and community engagement. This may include strategic partnerships, influencer collaborations, and innovative use cases that keep the conversation — and momentum — going.

Why Join the $OTS Community?

Innovative Vision: The project is driven by a clear mission to transform a humorous concept into a lasting, influential presence in the crypto space.

Collaborative Spirit: $OTS relies on community feedback and involvement, ensuring that every supporter plays a role in shaping the future of the project.

Accessible Entry Point: Low fees on the Solana network, combined with an easy-to-understand premise, make $OTS an excellent choice for newcomers and enthusiasts alike.

[govindhtech]

NVIDIA AI Workflows Detect False Credit Card Transactions

A Novel AI Workflow from NVIDIA Identifies False Credit Card Transactions.

The process, which is powered by the NVIDIA AI platform on AWS, may reduce risk and save money for financial services companies.

By 2026, global credit card transaction fraud is predicted to cause $43 billion in damages.

Using rapid data processing and sophisticated algorithms, a new fraud detection NVIDIA AI workflows on Amazon Web Services (AWS) will assist fight this growing pandemic by enhancing AI’s capacity to identify and stop credit card transaction fraud.

In contrast to conventional techniques, the process, which was introduced this week at the Money20/20 fintech conference, helps financial institutions spot minute trends and irregularities in transaction data by analyzing user behavior. This increases accuracy and lowers false positives.

Users may use the NVIDIA AI Enterprise software platform and NVIDIA GPU instances to expedite the transition of their fraud detection operations from conventional computation to accelerated compute.

Companies that use complete machine learning tools and methods may see an estimated 40% increase in the accuracy of fraud detection, which will help them find and stop criminals more quickly and lessen damage.

As a result, top financial institutions like Capital One and American Express have started using AI to develop exclusive solutions that improve client safety and reduce fraud.

With the help of NVIDIA AI, the new NVIDIA workflow speeds up data processing, model training, and inference while showcasing how these elements can be combined into a single, user-friendly software package.

The procedure, which is now geared for credit card transaction fraud, might be modified for use cases including money laundering, account takeover, and new account fraud.

Enhanced Processing for Fraud Identification

It is more crucial than ever for businesses in all sectors, including financial services, to use computational capacity that is economical and energy-efficient as AI models grow in complexity, size, and variety.

Conventional data science pipelines don’t have the compute acceleration needed to process the enormous amounts of data needed to combat fraud in the face of the industry’s continually increasing losses. Payment organizations may be able to save money and time on data processing by using NVIDIA RAPIDS Accelerator for Apache Spark.

Financial institutions are using NVIDIA’s AI and accelerated computing solutions to effectively handle massive datasets and provide real-time AI performance with intricate AI models.

The industry standard for detecting fraud has long been the use of gradient-boosted decision trees, a kind of machine learning technique that uses libraries like XGBoost.

Utilizing the NVIDIA RAPIDS suite of AI libraries, the new NVIDIA AI workflows for fraud detection improves XGBoost by adding graph neural network (GNN) embeddings as extra features to assist lower false positives.

In order to generate and train a model that can be coordinated with the NVIDIA Triton Inference Server and the NVIDIA Morpheus Runtime Core library for real-time inferencing, the GNN embeddings are fed into XGBoost.

All incoming data is safely inspected and categorized by the NVIDIA Morpheus framework, which also flags potentially suspicious behavior and tags it with patterns. The NVIDIA Triton Inference Server optimizes throughput, latency, and utilization while making it easier to infer all kinds of AI model deployments in production.

NVIDIA AI Enterprise provides Morpheus, RAPIDS, and Triton Inference Server.

Leading Financial Services Companies Use AI

AI is assisting in the fight against the growing trend of online or mobile fraud losses, which are being reported by several major financial institutions in North America.

American Express started using artificial intelligence (AI) to combat fraud in 2010. The company uses fraud detection algorithms to track all client transactions worldwide in real time, producing fraud determinations in a matter of milliseconds. American Express improved model accuracy by using a variety of sophisticated algorithms, one of which used the NVIDIA AI platform, therefore strengthening the organization’s capacity to combat fraud.

Large language models and generative AI are used by the European digital bank Bunq to assist in the detection of fraud and money laundering. With NVIDIA accelerated processing, its AI-powered transaction-monitoring system was able to train models at over 100 times quicker rates.

In March, BNY said that it was the first big bank to implement an NVIDIA DGX SuperPOD with DGX H100 systems. This would aid in the development of solutions that enable use cases such as fraud detection.

In order to improve their financial services apps and help protect their clients’ funds, identities, and digital accounts, systems integrators, software suppliers, and cloud service providers may now include the new NVIDIA AI workflows for fraud detection. NVIDIA Technical Blog post on enhancing fraud detection with GNNs and investigate the NVIDIA AI workflows for fraud detection.

Read more on Govindhtech.com

[definitelynotplanetfall]

I hate dealing with pipe throughput but it does give a role to fluid wagons, and a world where fluid wagons are replaced with low-profile infinite-throughput pipelines is a dimmer and less animated one. The new implementation will make them fully obsolete on Nauvis, and elsewhere once you get the fancy space landfill.

It will also mean I have to rethink how Brimstuff chemical waste works, since "scaled-up postgame/sci-mult builds will need to think about how to deal with the waste instead of just hooking it up to a single base-wide pipe network like you did up to the first rocket/blue science" was the goal. If you can easily route significant amounts of waste to a central location without creating train congestion, the different tradeoffs for how to deal with it locally don't matter.

I could keep the current implementation because every byproduct-y fluid process now has this issue, including vanilla oil, therefore making it in some nebulous sense Not My Problem. But that feels unsatisfying.

[tokenlauncher]

Which Blockchain Should You Choose: Solana or Ethereum for Your Token?

When it comes to launching your own cryptocurrency token, the choice of blockchain is crucial. The two most popular options for token creation are Solana and Ethereum, each with their unique strengths and capabilities. While Ethereum has long been the go-to blockchain for developers and projects, Solana has emerged as a strong competitor with its focus on speed, scalability, and low transaction fees. In this blog, we’ll compare Solana and Ethereum, focusing on why Solana might be the better choice for your token, especially when using tools like the Solana token creator, instant token creator, and revoke mint authority tool.

Why Blockchain Choice Matters for Token Creation

Choosing the right blockchain is one of the most critical decisions you’ll make when launching a token. It impacts the speed, cost, scalability, and even the potential success of your token. Both Solana and Ethereum are popular choices, but the differences between them can significantly affect your project.

Ethereum is the older, more established blockchain, known for its smart contract functionality. However, Ethereum has been facing challenges with network congestion and high gas fees, which can be prohibitive for smaller projects or high-frequency transactions.

Solana, on the other hand, offers a faster and more cost-effective solution, making it an ideal option for creators looking to scale quickly and minimize fees. Let’s take a closer look at the key features of both blockchains and why Solana might be the better choice.

Ethereum: The Long-Standing King

Ethereum is the second-largest cryptocurrency by market capitalization and has been a popular choice for decentralized applications (dApps) and token creation. It supports the widely-used ERC-20 and ERC-721 token standards, which have become industry benchmarks for fungible and non-fungible tokens (NFTs).

Strengths of Ethereum:

Established Ecosystem: Ethereum has a vast ecosystem of developers, tools, and decentralized applications, making it a reliable choice for many projects.

Smart Contracts: Ethereum pioneered smart contracts, allowing developers to build complex applications that run on its blockchain.

Security: As one of the most secure blockchains, Ethereum is backed by thousands of nodes worldwide, ensuring decentralization and robustness.

However, Ethereum is not without its drawbacks.

Weaknesses of Ethereum:

High Gas Fees: Ethereum’s transaction fees, known as gas fees, can be extremely high during peak times, making it costly for token transfers and smart contract executions.

Scalability Issues: Ethereum can only handle around 15 transactions per second, which often leads to network congestion and slow transaction times.

Transition to Ethereum 2.0: While Ethereum is working on transitioning to a Proof-of-Stake (PoS) system with Ethereum 2.0, the current Proof-of-Work (PoW) model is slower and less efficient than Solana’s model.

Solana: The Fast and Scalable Contender

Solana is quickly gaining traction as a go-to blockchain for token creation and decentralized applications. Known for its high throughput and low fees, Solana offers significant advantages over Ethereum, especially for projects requiring fast transaction speeds and scalability.

Strengths of Solana:

High-Speed Transactions: Solana can handle up to 65,000 transactions per second (TPS), compared to Ethereum’s 15 TPS. This makes it an ideal choice for projects that require high throughput, such as decentralized finance (DeFi) platforms or gaming tokens.

Low Fees: Transaction costs on Solana are typically less than a fraction of a cent, making it much more affordable than Ethereum, especially for projects with frequent transactions.

Solana Token Creator: The Solana token creator is a user-friendly tool that allows anyone to create their own token without the need for extensive coding knowledge. This feature simplifies the token creation process, enabling projects to launch tokens quickly and efficiently.

Instant Token Creator: With the instant token creator, users can mint tokens in minutes, further reducing the time and cost involved in token generation.

Revoke Mint Authority Tool: Solana offers a unique revoke mint authority tool, which allows creators to remove the minting privileges after creating the token. This ensures that no more tokens can be minted in the future, preventing inflation and protecting the token’s value.

Scalability: Solana’s architecture is designed for scalability, making it an ideal platform for growing projects that anticipate high transaction volumes.

Weaknesses of Solana:

Less Established Ecosystem: While Solana’s ecosystem is growing rapidly, it is still smaller than Ethereum’s.

Fewer Developers: Ethereum has a larger developer community, which means there are more tools and resources available for Ethereum projects. However, Solana is catching up quickly.

Why Solana Is Better for Token Creation

While Ethereum has its merits, Solana stands out as a better choice for token creation, particularly for projects focused on speed, scalability, and cost-efficiency. Here’s why:

Lower Transaction Costs: Solana’s low transaction fees make it an affordable choice, particularly for smaller projects or those requiring frequent token transfers. Ethereum’s high gas fees can be a barrier to entry, especially for new developers and small-scale projects.

Faster Transactions: Solana’s ability to process up to 65,000 transactions per second means your token will operate smoothly, even during high-demand periods. Ethereum’s slower transaction speeds can lead to delays and bottlenecks, especially during times of network congestion.

Instant Token Creation: The instant token creator on Solana allows you to create and launch your token in a matter of minutes, streamlining the entire process. With Ethereum, token creation can be more complex and time-consuming due to high fees and slower speeds.

Revoke Mint Authority: With Solana’s revoke mint authority tool, you can ensure that no more tokens are minted after the initial creation, offering additional security and peace of mind. This feature is particularly useful for projects that want to establish a fixed supply and maintain token scarcity.

Scalability for Growing Projects: As your project grows, you’ll need a blockchain that can handle an increasing number of transactions. Solana’s scalable architecture ensures that your project can grow without experiencing delays or high costs, unlike Ethereum, which struggles with scalability.

Conclusion: Choose Solana for Your Token

When it comes to choosing between Solana and Ethereum for your token, Solana offers several key advantages. With its Solana token creator, instant token creator, and revoke mint authority tool, Solana makes token creation easy, fast, and secure. The combination of low fees, high transaction speeds, and scalability makes Solana an excellent choice for both small and large projects alike. While Ethereum remains a strong platform, Solana’s cutting-edge technology is quickly making it the preferred blockchain for token creation in 2023 and beyond.

If you’re ready to create your own token, Solana provides the tools and infrastructure you need to succeed. Start exploring the Solana token creator today and take advantage of the fastest-growing blockchain in the crypto world.