Shivashish

AI DevRel & Ecosystem Growth Manager with expertise in technical content, community engagement, and developer adoption. Skilled in documentation, tutorials, and content-led growth strategies for AI, GPU, cloud, and Web3 products.

Rent NVIDIA B200 GPUs Cheaper: Next-Generation AI Compute with Spheron

The NVIDIA B200 GPU represents a quantum leap in artificial intelligence computing, built on the revolutionary Blackwell architecture. Spheron AI gives teams access to NVIDIA B200 GPUs without long sales cycles, inflated pricing stories, or locked-in...

2025-12-30AI

Latest2026-01-03

Rent $10,000+ NVIDIA A100 GPUs at $0.76/hour on Spheron AI

The NVIDIA A100 is one of the most important GPUs ever built for artificial intelligence. It powered the first wave of large-scale deep learning systems, enabled modern transformer training, and still runs a large share of production AI workloads tod...

GPU

Web3

Dedicated vs Shared GPU Memory: VRAM Bandwidth, Paging, and LLM Performance

Dedicated GPU memory is the only sane choice for serious AI training and production inference. Shared memory belongs in prototypes, laptops, and light graphics workloads, not in systems that carry real SLAs. As models grow larger and latency expectat...

2025-12-21AI

GPU Monitoring for ML: SM Efficiency, Memory Bandwidth, and Bottlenecks

Your training job crashes. Again. The error mentions memory, but system monitors show plenty of free RAM. CPU usage looks normal. Disk is fine. You restart the job, lower the batch size, and try again. A few hours later, it fails in the same way. Aft...

2025-12-19AI

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Evaluating GPU Performance: AI Buyer's Guide

If you work in AI or machine learning, you already know the constant pressure of finding reliable GPU compute. Every day brings a new ad from a GPU cloud provider promising faster clusters, the latest hardware, and instant scaling. The marketing look...

2025-12-12AI

How to Plan, Source and Optimize GPU Capacity for AI Deployment

GPUs once specialized tools for graphics rendering, have become the critical foundation of global AI development. The competitive advantage no longer belongs to organizations that simply acquire GPUs, it belongs to those who strategically plan capaci...

2025-12-11AI

Top GPU Rental & Reservation Marketplaces in 2025

The artificial intelligence revolution has created an unprecedented paradox. While breakthrough AI models and applications multiply at an exponential rate, access to the fundamental computational infrastructure required to build them remains stubborn...

2025-12-10AI

How to Avoid Unexpected AWS Costs: A Comprehensive Guide

The cloud revolution promised flexibility and cost efficiency, but for many organizations, AWS bills have become a source of anxiety rather than empowerment. Stories of startups facing five-figure surprise invoices or enterprises discovering rogue re...

2025-12-09AI

The $480,000 Hidden Tax: How Adtech Companies Are Bleeding Profit on Cloud Egress Fees

The global adtech market is exploding, scaling from $828.6 billion in 2024 to a projected $1.86 trillion by 2031, with real-time bidding alone expected to balloon from $18.8 billion to $92.6 billion by 2033. But as the industry processes billions of ...

2025-12-08AI

6 Compression Techniques for Language Models

The artificial intelligence landscape has witnessed an explosion in model sizes over recent years. Yet, companies like MistralAI have demonstrated that bigger isn't always better; what truly counts is efficiency relative to performance. As edge compu...

2025-12-06AI

Why Bare Metal Infrastructure Powers the Future of AdTech

Every millisecond matters. When a user loads a webpage, advertisers enter a silent auction that completes in under 100 milliseconds. The platform that responds faster wins the impression. The one that's late loses revenue and trust. This is real-time...

2025-12-05GPU

Top 10 Cloud GPU Providers for AI and Deep Learning

The world is racing to deploy AI at scale. National cloud champions matter, but so do specialized GPU platforms that give you fast access to the best hardware, transparent pricing, and predictable performance. Below is a practical, vendor-focused gui...

2025-12-04AI

How Renting GPUs on Spheron AI Helps You Train Models Faster and Save Money

Access to high-performance GPUs separates rapid AI innovation from stagnation. On-demand GPUs deliver that power without capital expense, maintenance overhead, or lengthy procurement cycles. For researchers, developers, and teams of every size, renti...

2025-12-03AI

Spheron AI vs RunPod: Why Spheron AI Delivers Superior GPU Cloud for AI Teams

The GPU cloud platform has evolved dramatically as AI workloads demand more performance, flexibility, and cost efficiency. While multiple providers compete for market share, two platforms stand out for developers and ML teams: Spheron AI and RunPod. ...

2025-12-02AI

Top Cloud GPU Providers for AI and Deep Learning in China 2026

China and the world are racing to deploy AI at scale. National cloud champions matter, but so do specialized GPU platforms that give you fast access to the best hardware, transparent pricing, and predictable performance. Below is a practical, vendor-...

2025-11-19AI

Deploying olmOCR 2: High-throughput OCR on Spheron Decentralized GPU

olmOCR 2 is an open-source tool designed for high-throughput conversion of PDFs and other documents into plain text while preserving natural reading order. It supports tables, equations, handwriting, and more. olmOCR 2 has been trained on a highly cu...

2025-10-31AI

Top 10 Cloud GPU Providers for AI and Deep Learning in South Korea 2025

South Korea moves fast. Innovation is a habit here, not a trend. Every industry, from semiconductors to mobile devices, grew because people here value speed, precision, and practicality. Now AI is becoming the next major wave, and the demand for reli...

2025-10-31AI

Major AWS Outages and How Neo Clouds Are Changing the Scenario

On October 21, 2025, Amazon Web Services experienced a catastrophic outage that affected millions of users and businesses worldwide. Beginning at approximately 3:11 AM ET in the US-EAST-1 region (Northern Virginia), the outage triggered a cascade of ...

2025-10-28AI

Rent NVIDIA H200 GPUs: High-Memory Hopper Compute with Spheron AI

The NVIDIA H200 exists for one very specific reason. Modern AI workloads are no longer compute-bound. They are memory-bound. Large language models, long-context inference, retrieval-augmented generation, and multi-modal pipelines all hit memory limit...

2025-10-28AI

MiniCPM 4.1-8B: Deploying Ultra-Efficient LLM on Spheron's Decentralized GPU Network

For years, powerful AI models needed massive data centers and expensive cloud subscriptions. Now that's changing. MiniCPM 4.1-8B is a new AI model that runs on regular computers and consumer GPUs. It performs as well as much larger models but uses fa...

2025-10-14AI